{"id":41044,"date":"2023-06-13T13:24:34","date_gmt":"2024-02-14T01:00:17","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/"},"modified":"2024-04-30T08:42:39","modified_gmt":"2024-04-30T00:42:39","slug":"%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/","title":{"rendered":"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a"},"content":{"rendered":"<h1>\u7b80\u8ff0<\/h1>\n<p>\u6211\u8981\u8bd5\u7740\u5199\u70b9\u4e1c\u897f\uff0c\u8bf4\u8bf4\u5982\u679c\u5c06\u884c\u52a8\u5386\u53f2\u7684\u4f4d\u7f6e\u4fe1\u606f\u6ce8\u518c\u5230Elasticsearch\u4e2d\uff0c\u5c31\u53ef\u4ee5\u65b9\u4fbf\u5730\u5229\u7528\uff0c\u5e76\u4e14\u53ef\u4ee5\u5f88\u597d\u5730\u8fdb\u884c\u53ef\u89c6\u5316\u7684\u95ee\u9898\u3002<\/p>\n<h1>\u524d\u63d0\u77e5\u8b58<\/h1>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d444a37434c4406c9edb0\/3-0.png\" alt=\"logo-elastic.png\" \/><\/div>\n<p>\u56e0\u4e3a\u672c\u6b21\u8981\u4f7f\u7528Elasticsearch\uff0c\u6240\u4ee5\u7b80\u5355\u4ecb\u7ecd\u4e00\u4e0b\u3002<br \/>\nElasticsearch\u662f\u4e00\u79cd\u5e38\u4e0eApache Solr\u8fdb\u884c\u6bd4\u8f83\u7684\u5168\u6587\u641c\u7d22\u5f15\u64ce\u3002\u5b83\u4f7f\u7528\u65e0\u6a21\u5f0f\u7684\u67b6\u6784\uff0c\u6240\u6709\u7684\u8f93\u5165\u8f93\u51fa\u90fd\u4ee5REST\u548cJSON\u683c\u5f0f\u8fdb\u884c\u3002\u6b64\u5916\uff0c\u5b83\u662f\u7528Java\u5b9e\u73b0\u7684\u3002<\/p>\n<ul class=\"post-ul\">\u8a73\u3057\u304f\u306fElasticsearch\u306e\u7d39\u4ecb\u3068\u7279\u5fb4<\/ul>\n<p>\u5b89\u88c5\u53ef\u4ee5\u901a\u8fc7yum\u6216brew\u5f88\u5bb9\u6613\u5730\u5b8c\u6210\u3002\u8bf7\u6839\u636e\u60a8\u60f3\u4f7f\u7528\u7684\u73af\u5883\u81ea\u884c\u67e5\u627e\u3002\u987a\u4fbf\u4e00\u63d0\uff0cElasticsearch\u7684GUI\u63d2\u4ef6elasticsearch-head\u975e\u5e38\u65b9\u4fbf\uff0c\u5efa\u8bae\u4e00\u8d77\u5b89\u88c5\u3002<\/p>\n<h1>Elasticsearch\u7684\u8bbe\u7f6e<\/h1>\n<p>\u4e00\u65e6\u6210\u529f\u542f\u52a8Elasticsearch\u540e\uff0c\u6211\u4eec\u5c06\u5f00\u59cb\u8bbe\u7f6e\u8981\u4f7f\u7528\u7684\u7d22\u5f15\uff08\u7c7b\u4f3c\u4e8e\u6570\u636e\u5e93\u4e2d\u7684\u8868\uff09\u7684\u914d\u7f6e\u3002<br \/>\n\u4e3a\u6b64\uff0c\u9996\u5148\u6211\u4eec\u5c06\u4f7f\u7528json\u683c\u5f0f\u521b\u5efa\u7d22\u5f15\u7684\u6620\u5c04\u65b9\u6cd5\u3002<br \/>\n\u672c\u6b21\u5047\u8bbe\u5b58\u5728\u4ee5\u4e0b\u7c7b\u4f3c\u6570\u636e\u96c6\u7684\u65e5\u5fd7\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"p\">{<\/span>\r\n  <span class=\"nl\">\"id\"<\/span><span class=\"p\">:<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"uuid\"<\/span><span class=\"p\">:<\/span><span class=\"s2\">\"7ef82126c32c55f7272d5ca5dd5e40c6\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"time\"<\/span><span class=\"p\">:<\/span><span class=\"s2\">\"2015-12-03T04:21:01.641Z\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"lat\"<\/span><span class=\"p\">:<\/span><span class=\"mf\">35.658546<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"lng\"<\/span><span class=\"p\">:<\/span><span class=\"mf\">139.729281<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"accuracy\"<\/span><span class=\"p\">:<\/span><span class=\"mf\">47.126048<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>\u4e3a\u4e86\u4f7f\u8fd9\u79cd\u6570\u636e\u96c6\u80fd\u591f\u6210\u529f\u6620\u5c04\uff0c\u6211\u4eec\u5bf9\u6bcf\u4e2a\u5b57\u6bb5\u8fdb\u884c\u4e86\u7c7b\u578b\u7b49\u8bbe\u7f6e\u3002\u8fd9\u6b21\u6211\u4eec\u9009\u62e9\u4e86\u4ee5\u4e0b\u8bbe\u7f6e\u6765\u6620\u5c04geo\u6570\u636e\u96c6\u7684\u7c7b\u578b\u3002\u53ef\u4ee5\u60f3\u8c61\u6211\u4eec\u6b63\u5728\u5bf9geo\u6570\u636e\u96c6\u8fdb\u884c\u7c7b\u578b\u6620\u5c04\u7684\u8bbe\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"p\">{<\/span>\r\n  <span class=\"nl\">\"geo\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"nl\">\"properties\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n      <span class=\"nl\">\"id\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"nl\">\"type\"<\/span> <span class=\"p\">:<\/span> <span class=\"s2\">\"integer\"<\/span>\r\n      <span class=\"p\">},<\/span>\r\n      <span class=\"nl\">\"uuid\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"nl\">\"type\"<\/span> <span class=\"p\">:<\/span> <span class=\"s2\">\"string\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"nl\">\"index\"<\/span> <span class=\"p\">:<\/span> <span class=\"s2\">\"not_analyzed\"<\/span>\r\n      <span class=\"p\">},<\/span>\r\n      <span class=\"nl\">\"time\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"nl\">\"type\"<\/span> <span class=\"p\">:<\/span> <span class=\"s2\">\"date\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"nl\">\"format\"<\/span> <span class=\"p\">:<\/span> <span class=\"s2\">\"date_time\"<\/span>\r\n      <span class=\"p\">},<\/span>\r\n      <span class=\"nl\">\"location\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"nl\">\"type\"<\/span> <span class=\"p\">:<\/span> <span class=\"s2\">\"geo_point\"<\/span>\r\n      <span class=\"p\">},<\/span>\r\n      <span class=\"nl\">\"accuracy\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"nl\">\"type\"<\/span> <span class=\"p\">:<\/span> <span class=\"s2\">\"double\"<\/span>\r\n      <span class=\"p\">}<\/span>\r\n    <span class=\"p\">}<\/span>\r\n  <span class=\"p\">}<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>\u7a0d\u4f5c\u89e3\u91ca\uff0cuuid\u5b57\u6bb5\u8bbe\u7f6e\u4e3anot_analyzed\u662f\u56e0\u4e3a\u5b83\u662f\u4e00\u4e2a\u552f\u4e00\u7684\u503c\uff0c\u4e0d\u5e0c\u671b\u8fdb\u884c\u8bcd\u6cd5\u5206\u6790\u5904\u7406\u3002<br \/>\n\u6b64\u5916\uff0c\u672c\u6b21\u91cd\u8981\u7684\u662flocation\u5b57\u6bb5\u7684\u7c7b\u578b\u3002geo_point\u662fElasticsearch\u63d0\u4f9b\u7684\u7c7b\u578b\uff0c\u901a\u8fc7\u8bbe\u7f6e\u7ecf\u7eac\u5ea6\u6765\u8fdb\u884c\u4f7f\u7528\u3002\u901a\u8fc7\u8bbe\u7f6e\u8be5\u5b57\u6bb5\u7684\u7c7b\u578b\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u641c\u7d22\u7b49\u64cd\u4f5c\u3002\u8be6\u7ec6\u5185\u5bb9\u7a0d\u540e\u4f1a\u8bf4\u660e\u3002<\/p>\n<p>\u5728\u521b\u5efa\u4e86\u6620\u5c04\u8bbe\u7f6e\u4e4b\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u521b\u5efa\u7d22\u5f15\u3002\u672c\u6b21\u4f7f\u7528\u7684\u7d22\u5f15\u540d\u79f0\u662ftest_geo\u3002\u5728Elasticsearch\u8fd0\u884c\u7684\u72b6\u6001\u4e0b\uff0c\u901a\u8fc7\u53d1\u9001\u4ee5\u4e0b\u7684curl\u547d\u4ee4\u5373\u53ef\u5b8c\u6210\u521b\u5efa\u3002<\/p>\n<pre class=\"post-pre\"><code>curl -XPOST 'localhost:9200\/test_geo' -d @geo_mapping.json\r\n<\/code><\/pre>\n<h1>\u6570\u636e\u7684\u6ce8\u518c<\/h1>\n<p>\u5047\u8bbe\u6570\u636e\u4ee5\u65e5\u5fd7\u6587\u4ef6\u7684\u5f62\u5f0f\u5b58\u50a8\uff0c\u5e76\u4e14\u6211\u4eec\u4f1a\u5c06\u6570\u636e\u6ce8\u518c\u5230\u4ece\u65e5\u5fd7\u6587\u4ef6\u521b\u5efa\u7684\u7d22\u5f15\u4e2d\u3002<br \/>\n\u7531\u4e8e\u8fd9\u6b21\u6709\u5b98\u65b9\u7684Python\u5ba2\u6237\u7aef\uff0c\u6211\u4eec\u5c06\u5c1d\u8bd5\u4f7f\u7528\u5b83\u3002<\/p>\n<ul class=\"post-ul\">\u516c\u5f0f: elasticsearch-py<\/ul>\n<p>\u8fd9\u4e2a\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u901a\u8fc7\u4f7f\u7528pip\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<pre class=\"post-pre\"><code>pip install elasticsearch\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528\u8fd9\u4e2a\u8fdb\u884c\u6ce8\u518c\u7684\u7a0b\u5e8f\u7684\u611f\u89c9\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">json<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">sys<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">elasticsearch<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Elasticsearch<\/span>\r\n\r\n<span class=\"n\">es<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Elasticsearch<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">index<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"test_geo\"<\/span>\r\n<span class=\"n\">doc_type<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"geo\"<\/span>\r\n\r\n<span class=\"n\">f<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">'var\/logs.json'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'r'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">_line<\/span> <span class=\"o\">=<\/span> <span class=\"n\">f<\/span><span class=\"p\">.<\/span><span class=\"n\">readline<\/span><span class=\"p\">()<\/span>\r\n<span class=\"k\">while<\/span> <span class=\"n\">_line<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">json<\/span><span class=\"p\">.<\/span><span class=\"n\">loads<\/span><span class=\"p\">(<\/span><span class=\"n\">_line<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"n\">_line<\/span> <span class=\"o\">=<\/span> <span class=\"n\">f<\/span><span class=\"p\">.<\/span><span class=\"n\">readline<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">f<\/span><span class=\"p\">.<\/span><span class=\"n\">close<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"k\">for<\/span> <span class=\"n\">value<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">data<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">lat<\/span> <span class=\"o\">=<\/span> <span class=\"n\">value<\/span><span class=\"p\">[<\/span><span class=\"s\">'lat'<\/span><span class=\"p\">]<\/span>\r\n    <span class=\"n\">lon<\/span> <span class=\"o\">=<\/span> <span class=\"n\">value<\/span><span class=\"p\">[<\/span><span class=\"s\">'lng'<\/span><span class=\"p\">]<\/span>\r\n    <span class=\"k\">del<\/span> <span class=\"n\">value<\/span><span class=\"p\">[<\/span><span class=\"s\">'lat'<\/span><span class=\"p\">]<\/span>\r\n    <span class=\"k\">del<\/span> <span class=\"n\">value<\/span><span class=\"p\">[<\/span><span class=\"s\">'lng'<\/span><span class=\"p\">]<\/span>\r\n    <span class=\"n\">value<\/span><span class=\"p\">.<\/span><span class=\"n\">update<\/span><span class=\"p\">({<\/span>\r\n        <span class=\"s\">\"location\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n            <span class=\"s\">\"lat\"<\/span> <span class=\"p\">:<\/span> <span class=\"n\">lat<\/span><span class=\"p\">,<\/span>\r\n            <span class=\"s\">\"lon\"<\/span> <span class=\"p\">:<\/span> <span class=\"n\">lon<\/span>\r\n        <span class=\"p\">}<\/span>\r\n    <span class=\"p\">})<\/span>\r\n    <span class=\"n\">es<\/span><span class=\"p\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"n\">index<\/span><span class=\"p\">,<\/span> <span class=\"n\">doc_type<\/span><span class=\"o\">=<\/span><span class=\"n\">doc_type<\/span><span class=\"p\">,<\/span> <span class=\"n\">body<\/span><span class=\"o\">=<\/span><span class=\"n\">value<\/span><span class=\"p\">,<\/span> <span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"n\">value<\/span><span class=\"p\">[<\/span><span class=\"s\">'id'<\/span><span class=\"p\">])<\/span>\r\n\r\n<\/code><\/pre>\n<p>\u8be5\u7a0b\u5e8f\u7684\u8981\u70b9\u662f\u5c06lat\u548clon\u5408\u5e76\u6210location\uff0c\u4ee5\u4fbf\u5c06\u5176\u8c03\u6574\u4e3a\u9002\u5408geo_point\u7684\u5f62\u5f0f\u3002<br \/>\n\u6267\u884c\u6b64\u7a0b\u5e8f\u540e\uff0clogs.json\u4e2d\u7684\u884c\u4e3a\u5386\u53f2\u4fe1\u606f\u5c06\u88ab\u6ce8\u518c\u5230Elasticsearch\u4e2d\u3002\u975e\u5e38\u7b80\u5355\u3002<\/p>\n<h1>\u5728Kibana\u4e2d\u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316<\/h1>\n<p>\u6570\u636e\u5df2\u7ecf\u6ce8\u518c\u4e86\uff0c\u5269\u4e0b\u7684\u5c31\u662f\u716e\u6216\u8005\u70e4\u4e86\u3002<br \/>\nKibana\u662f\u4e00\u4e2a\u5b98\u65b9\u63d0\u4f9b\u7684\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u53ef\u4ee5\u5c06\u6570\u636e\u53ef\u89c6\u5316\u663e\u793a\u5728Elasticsearch\u4e2d\u6ce8\u518c\u7684\u6570\u636e\u4e0a\u3002<br \/>\n\u76ee\u524dKibana4\u5df2\u7ecf\u53d1\u5e03\uff0c\u5efa\u8bae\u4e0b\u8f7d\u6700\u65b0\u7248\u672c\u8bd5\u8bd5\u770b\u3002<br \/>\n\u4e0b\u8f7d\u540e\uff0c\u53ea\u9700\u6267\u884c.\/bin\/kibana\u547d\u4ee4\uff0c\u5c31\u53ef\u4ee5\u57285601\u7aef\u53e3\u542f\u52a8HTTP\u670d\u52a1\u5668\u3002\u66f4\u8be6\u7ec6\u7684\u8bbe\u7f6e\u65b9\u6cd5\u7b49\uff0c\u8bf7\u53c2\u8003\u76f8\u5173\u6587\u6863\u3002<br \/>\n\u5b9e\u9645\u542f\u52a8\u540e\uff0c\u901a\u8fc7\u4efb\u610f\u5408\u9002\u7684\u6d4f\u89c8\u5668\u8bbf\u95ee\u5373\u53ef\u8fdb\u884c\u4eea\u8868\u76d8\u7684\u914d\u7f6e\u3002<br \/>\n\u5c1d\u8bd5\u8c03\u6574\u4e00\u4e0b\uff0c\u73a9\u4e00\u4e0b\uff0c\u5c31\u53ef\u4ee5\u8f7b\u677e\u5730\u521b\u5efa\u50cf\u4e0b\u9762\u8fd9\u6837\u7684\u70ed\u529b\u56fe\u7b49\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d444a37434c4406c9edb0\/25-0.png\" alt=\"heatmap.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d444a37434c4406c9edb0\/26-0.png\" alt=\"histgram.png\" \/><\/div>\n<h1>\u751f\u6d3b\u5708\u4f30\u8ba1<\/h1>\n<p>\u6211\u5df2\u7ecf\u6ce8\u518c\u4e86\u6570\u636e\uff0c\u6240\u4ee5\u6211\u5c06\u5c1d\u8bd5\u4f7f\u7528\u5b83\u3002<br \/>\n\u8fd9\u6b21\u6211\u5c06\u5c1d\u8bd5\u505a\u8fd9\u7bc7\u8bba\u6587\uff08\u57fa\u4e8e\u79fb\u52a8\u8bbe\u5907\u4f4d\u7f6e\u4fe1\u606f\u7684\u4fe1\u606f\u63a8\u8350\u7cfb\u7edf\uff09\u4e2d\u7684\u751f\u6d3b\u5708\u4f30\u8ba1\u3002<br \/>\n\u56e0\u4e3a\u6211\u4f7f\u7528\u4e86geo_type\u5728\u4f4d\u7f6e\u4fe1\u606f\u4e0a\u8fdb\u884c\u4e86\u6ce8\u518c\uff0c\u6240\u4ee5\u6211\u53ef\u4ee5\u53d1\u9001\u8fd9\u6837\u7684\u67e5\u8be2\uff0c\u5373\u83b7\u53d6\u8ddd\u79bb\u7279\u5b9a\u4f4d\u7f6e\u591a\u5c11\u516c\u91cc\u4ee5\u5185\u7684\u6570\u636e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">query<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"s\">\"from\"<\/span><span class=\"p\">:<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"s\">\"query\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"s\">\"filtered\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n            <span class=\"s\">\"query\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                <span class=\"s\">\"simple_query_string\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                    <span class=\"s\">\"query\"<\/span> <span class=\"p\">:<\/span> <span class=\"n\">uuid<\/span><span class=\"p\">,<\/span>\r\n                    <span class=\"s\">\"fields\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"s\">\"uuid\"<\/span><span class=\"p\">],<\/span>\r\n                <span class=\"p\">}<\/span>\r\n            <span class=\"p\">},<\/span>\r\n            <span class=\"s\">\"filter\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                <span class=\"s\">\"geo_distance\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                    <span class=\"s\">\"distance\"<\/span> <span class=\"p\">:<\/span> <span class=\"mi\">10<\/span> <span class=\"o\">+<\/span> <span class=\"s\">'km'<\/span><span class=\"p\">,<\/span>\r\n                    <span class=\"s\">\"geo.location\"<\/span> <span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                        <span class=\"s\">\"lat\"<\/span> <span class=\"p\">:<\/span> <span class=\"n\">lat<\/span><span class=\"p\">,<\/span>\r\n                        <span class=\"s\">\"lon\"<\/span> <span class=\"p\">:<\/span> <span class=\"n\">lon<\/span>\r\n                    <span class=\"p\">}<\/span>\r\n                <span class=\"p\">}<\/span>\r\n            <span class=\"p\">}<\/span>\r\n        <span class=\"p\">}<\/span>\r\n    <span class=\"p\">}<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>\u5b9e\u9645\u4e0a\uff0c\u5229\u7528\u8fd9\u4e2a\u65b9\u6cd5\u8fdb\u884c\u751f\u6d3b\u5708\u4f30\u8ba1\u7684\u7ed3\u679c\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<pre class=\"post-pre\"><code>Stage1\r\n35.653945 , 139.716692\r\n\u534a\u5f84(km): 5.90\r\n\r\nStage2\r\n35.647367 , 139.709346\r\n\u534a\u5f84(km): 1.61\r\n\r\n\u91cd\u5fc3\u4f7f\u3046\u5834\u5408\r\n35.691165 , 139.709840\r\n\u534a\u5f84(km): 8.22\r\n\r\n\u663c: (104)\r\n35.696822 , 139.708228\r\n\u534a\u5f84(km): 9.61\r\n\u591c: (97)\r\n35.685100 , 139.711568\r\n\u534a\u5f84(km): 6.77\r\n\r\n\u6700\u5bc4\u308a\u99c5(\u663c): \u6771\u65b0\u5bbf\r\n\u6700\u5bc4\u308a\u99c5(\u591c): \u65b0\u5bbf\u5fa1\u82d1\u524d\r\n\r\n<\/code><\/pre>\n<h1>\u5370\u8c61<\/h1>\n<p>Elasticsearch\u975e\u5e38\u5bb9\u6613\u8bbe\u7f6e\uff0c\u800c\u4e14\u4f7f\u7528\u4e5f\u5f88\u7b80\u5355\u3002<br \/>\nElasticsearch\u771f\u5389\u5bb3\u3002Kibana\u4e5f\u5f88\u5389\u5bb3\u3002\u800c\u4e14\u597d\u50cf\u8fd8\u6709\u4e2a\u65b0\u4ea7\u54c1\uff08Beats\uff09\u3002<br \/>\n\u6839\u636e\u6570\u636e\u91cf\u7684\u5927\u5c0f\uff0c\u5148\u8bd5\u7740\u5c06\u6570\u636e\u6ce8\u518c\u5230Elasticsearch\uff0c\u6709\u5f88\u591a\u4fbf\u5229\u4e4b\u5904\u3002<br \/>\n\u65e5\u5fd7\u4e4b\u7c7b\u7684\u4e1c\u897f\u53ef\u4ee5\u7528fluentd\u7b49\u81ea\u52a8\u6ce8\u518c\uff0c\u6240\u4ee5\u7ed3\u5408\u8d77\u6765\u53ef\u4ee5\u505a\u5f88\u591a\u4e8b\u60c5\u3002<\/p>\n<p>\u5199\u6587\u7ae0\u771f\u96be&#8230;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u8ff0 \u6211\u8981\u8bd5\u7740\u5199\u70b9\u4e1c\u897f\uff0c\u8bf4\u8bf4\u5982\u679c\u5c06\u884c\u52a8\u5386\u53f2\u7684\u4f4d\u7f6e\u4fe1\u606f\u6ce8\u518c\u5230Elasticsearch\u4e2d\uff0c\u5c31\u53ef\u4ee5\u65b9\u4fbf\u5730\u5229\u7528\uff0c\u5e76\u4e14 [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-41044","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a - 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\/\u4f7f\u7528elasticsearch\u548cpython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a\" \/>\n<meta property=\"og:description\" content=\"\u7b80\u8ff0 \u6211\u8981\u8bd5\u7740\u5199\u70b9\u4e1c\u897f\uff0c\u8bf4\u8bf4\u5982\u679c\u5c06\u884c\u52a8\u5386\u53f2\u7684\u4f4d\u7f6e\u4fe1\u606f\u6ce8\u518c\u5230Elasticsearch\u4e2d\uff0c\u5c31\u53ef\u4ee5\u65b9\u4fbf\u5730\u5229\u7528\uff0c\u5e76\u4e14 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528elasticsearch\u548cpython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2024-02-14T01:00:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-30T00:42:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d444a37434c4406c9edb0\/3-0.png\" \/>\n<meta name=\"author\" content=\"\u6e05, \u626c\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u6e05, \u626c\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/\",\"name\":\"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2024-02-14T01:00:17+00:00\",\"dateModified\":\"2024-04-30T00:42:39+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461\",\"name\":\"\u6e05, \u626c\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g\",\"caption\":\"\u6e05, \u626c\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/qingyang\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a - Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528elasticsearch\u548cpython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a\/","og_locale":"zh_CN","og_type":"article","og_title":"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a","og_description":"\u7b80\u8ff0 \u6211\u8981\u8bd5\u7740\u5199\u70b9\u4e1c\u897f\uff0c\u8bf4\u8bf4\u5982\u679c\u5c06\u884c\u52a8\u5386\u53f2\u7684\u4f4d\u7f6e\u4fe1\u606f\u6ce8\u518c\u5230Elasticsearch\u4e2d\uff0c\u5c31\u53ef\u4ee5\u65b9\u4fbf\u5730\u5229\u7528\uff0c\u5e76\u4e14 [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528elasticsearch\u548cpython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2024-02-14T01:00:17+00:00","article_modified_time":"2024-04-30T00:42:39+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d444a37434c4406c9edb0\/3-0.png"}],"author":"\u6e05, \u626c","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u6e05, \u626c","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/","name":"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2024-02-14T01:00:17+00:00","dateModified":"2024-04-30T00:42:39+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u4f7f\u7528Elasticsearch\u548cPython\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u751f\u6d3b\u8303\u56f4\u7684\u63a8\u5b9a"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461","name":"\u6e05, \u626c","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g","caption":"\u6e05, \u626c"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/qingyang\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e5%92%8cpython%e5%8f%af%e4%bb%a5%e8%bd%bb%e6%9d%be%e8%bf%9b%e8%a1%8c%e7%94%9f%e6%b4%bb%e8%8c%83%e5%9b%b4%e7%9a%84%e6%8e%a8%e5%ae%9a\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/41044","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=41044"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/41044\/revisions"}],"predecessor-version":[{"id":90873,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/41044\/revisions\/90873"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=41044"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=41044"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=41044"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}