{"id":41245,"date":"2023-11-14T12:14:19","date_gmt":"2023-04-28T06:48:48","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch-kibana%e5%9c%a8atcoder%e7%9a%84%e6%8f%90%e4%ba%a4%e4%bb%a3%e7%a0%81%e4%b8%ad%e8%bf%9b%e8%a1%8c%e5%85%a8%e6%96%87%e6%90%9c%e7%b4%a2%e3%80%82\/"},"modified":"2024-05-04T08:59:18","modified_gmt":"2024-05-04T00:59:18","slug":"%e4%bd%bf%e7%94%a8elasticsearch-kibana%e5%9c%a8atcoder%e7%9a%84%e6%8f%90%e4%ba%a4%e4%bb%a3%e7%a0%81%e4%b8%ad%e8%bf%9b%e8%a1%8c%e5%85%a8%e6%96%87%e6%90%9c%e7%b4%a2%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch-kibana%e5%9c%a8atcoder%e7%9a%84%e6%8f%90%e4%ba%a4%e4%bb%a3%e7%a0%81%e4%b8%ad%e8%bf%9b%e8%a1%8c%e5%85%a8%e6%96%87%e6%90%9c%e7%b4%a2%e3%80%82\/","title":{"rendered":"\u4f7f\u7528Elasticsearch + Kibana\u5728AtCoder\u7684\u63d0\u4ea4\u4ee3\u7801\u4e2d\u8fdb\u884c\u5168\u6587\u641c\u7d22"},"content":{"rendered":"

\u8fd9\u7bc7\u6587\u7ae0\u662fCompetitive Programming (1) Advent Calendar 2019\u7b2c19\u5929\u7684\u6761\u76ee\u3002<\/p>\n

\u6211\u8ba1\u5212\u4f7f\u7528\u4e4b\u524d\u7a0d\u5fae\u4f7f\u7528\u8fc7\u7684Elasticsearch + Kibana\uff0c\u521b\u5efa\u4e00\u4e2a\u80fd\u591f\u641c\u7d22AtCoder\u8fc7\u53bb\u63d0\u4ea4\u7684\u4ee3\u7801\u7684\u670d\u52a1\u3002<\/p>\n

\u9996\u5148<\/h2>\n

\u5927\u5bb6\u597d\uff0c\u4f60\u4eec\u90fd\u5728\u8fdb\u884c\u7f16\u7a0b\u7ade\u8d5b\u5417\uff1f\u5f53\u7136\u4f1a\u5427\u3002\u6700\u8fd1\uff0c\u7ade\u6280\u7f16\u7a0b\u7684\u4eba\u6570\u4f3c\u4e4e\u7206\u53d1\u6027\u5730\u589e\u52a0\uff0c\u5c24\u5176\u662f\u4ee5AtCoder\u4e3a\u9996\uff0c\u8fd9\u8ba9\u6211\u611f\u5230\u975e\u5e38\u9ad8\u5174\u3002<\/p>\n

\u968f\u7740\u4eba\u6570\u7684\u589e\u52a0\uff0c\u6211\u53ef\u4ee5\u611f\u53d7\u5230\u8fd9\u9879\u6d3b\u52a8\u7684\u95e8\u69db\u9010\u6e10\u964d\u4f4e\uff0c\u4f7f\u521d\u5b66\u8005\u66f4\u5bb9\u6613\u5165\u95e8\uff0c\u8fd9\u5f97\u76ca\u4e8e\u5404\u79cd\u8bfe\u7a0b\u548c\u4fbf\u5229\u5de5\u5177\u7684\u666e\u53ca\u3002<\/p>\n

\u542c\u4f17\u670b\u53cb\u4eec\uff0c\u4f60\u4eec\u5728\u53c2\u52a0\u7ade\u8d5b\u7f16\u7a0b\u65f6\u662f\u5426\u66fe\u60f3\u8fc7\u300c\u60f3\u8981\u67e5\u770b\u8fc7\u53bb\u81ea\u5df1\u7684\u4ee3\u7801\u300d\u3001\u300c\u60f3\u8981\u770b\u770b\u4ed6\u4eba\u5982\u4f55\u4f7f\u7528\u8fd9\u4e2a\u5e93\u300d\u7b49\u7b49\u5462\uff1f\u5bf9\u4e8e\u81ea\u5df1\u7684\u4ee3\u7801\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u672c\u5730\u79ef\u7d2f\u4e00\u4e9b\u6216\u8005\u5728GitHub\u4e0a\u6ce8\u518c\uff0c\u5f80\u5f80\u53ef\u4ee5\u8fdb\u884c\u641c\u7d22\u3002\u4f46\u5bf9\u4e8e\u4ed6\u4eba\u7684\u4ee3\u7801\u6765\u8bf4\uff0c\u9664\u4e86\u5927\u81f4\u731c\u6d4b\u53ef\u80fd\u4f1a\u4f7f\u7528\u5230\u7684\u95ee\u9898\u7136\u540e\u53bb\u6253\u5f00\uff0c\u51e0\u4e4e\u6ca1\u6709\u5176\u4ed6\u53ef\u884c\u7684\u529e\u6cd5\u3002
\n\u56e0\u6b64\uff0c\u6211\u89c9\u5f97\u4ece\u63d0\u4ea4\u7684\u5927\u91cf\u4ee3\u7801\u4e2d\u4ee5\u7279\u5b9a\u7684\u53d8\u91cf\u540d\u6216\u7c7b\u540d\u8fdb\u884c\u641c\u7d22\u7684\u529f\u80fd\u53ef\u80fd\u6709\u4e00\u5b9a\u9700\u6c42\uff0c\u6240\u4ee5\u6211\u6253\u7b97\u505a\u4e00\u4e2a\u63d0\u4ea4\u4ee3\u7801\u641c\u7d22\u7684\u670d\u52a1\u6765\u8bd5\u8bd5\u3002<\/p>\n

\u7528\u4ec0\u4e48\uff1f<\/h2>\n

\u5728\u8fdb\u884c\u641c\u7d22\u65f6\uff0c\u5e94\u8be5\u4f7f\u7528\u54ea\u4e9b\u6280\u672f\u624d\u597d\u5462\uff1f\u5047\u8bbe\u5c06\u76ee\u524d\u5b58\u5728\u7684\u6240\u6709\u63d0\u4ea4\u4f5c\u4e3a\u641c\u7d22\u5bf9\u8c61\uff0c\u636e\u8bf4\u5927\u7ea6\u670910\u76847\u6b21\u65b9\u7684\u63d0\u4ea4\u5b58\u5728\u3002\u5982\u679c\u91c7\u7528\u4ece\u524d\u5f80\u540e\u9010\u4e2a\u67e5\u627e\u7684\u65b9\u6cd5\uff0c\u6bcf\u6b21\u641c\u7d22\u53ef\u80fd\u9700\u8981\u76f8\u5f53\u957f\u7684\u65f6\u95f4\u3002\u6211\u5e76\u4e0d\u5bf9\u641c\u7d22\u7b97\u6cd5\u975e\u5e38\u719f\u6089\uff0c\u6240\u4ee5\u51b3\u5b9a\u4f7f\u7528\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u641c\u7d22\u7684\u5f00\u6e90\u8f6f\u4ef6Elasticsearch\u3002<\/p>\n

\u5f39\u6027\u641c\u7d22<\/h3>\n

Elasticsearch\u662f\u7531Elastic\u516c\u53f8\u5f00\u53d1\u7684\u5168\u6587\u641c\u7d22\u5f15\u64ce\uff0c\u53ef\u4ee5\u4f7f\u7528REST API\u8fdb\u884c\u64cd\u4f5c\u3002\u8be6\u7ec6\u8bf4\u660e\u53ef\u4ee5\u53c2\u8003nskydiving\u3055\u3093\u64b0\u5199\u7684\u8fd9\u7bc7\u6587\u7ae0\u3002
\nElasticsearch\u521d\u63a2
\nElasticsearch\u662f\u57fa\u4e8eJava\u7f16\u5199\u7684Lucene\u641c\u7d22\u5f15\u64ce\uff0c\u5176\u4e3b\u8981\u529f\u80fd\u5305\u62ec\u7d22\u5f15\u521b\u5efa\u548c\u6570\u636e\u6ce8\u518c\u7b49\uff0c\u4ee5REST API\u5f62\u5f0f\u8fdb\u884c\u5c01\u88c5\uff0c\u5f62\u6210\u4e86Elasticsearch\u3002<\/p>\n

Kibana \u53ef\u89c6\u5316\u5de5\u5177<\/h3>\n
\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n

\u4e9a\u9a6c\u900a Elasticsearch \u670d\u52a1<\/h3>\n

Elasticsearch\u662fAWS\u7684\u4e00\u9879\u670d\u52a1\uff0c\u7528\u4e8e\u90e8\u7f72\u3002\u5b83\u975e\u5e38\u65b9\u4fbf\uff0c\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u65b9\u5f0f\u8fdb\u884c\u8bbf\u95ee\u9650\u5236\uff0c\u5982VPC\u548cIP\u5730\u5740\u7684\u6307\u5b9a\uff0c\u4e5f\u53ef\u4ee5\u8f7b\u677e\u6269\u5c55\u3002\u4f46\u662f\uff0c\u8bf7\u6ce8\u610f\u4e0d\u8981\u8f7b\u7387\u4f7f\u7528\uff0c\u56e0\u4e3a\u5b9e\u4f8b\u662f\u6309\u5c0f\u65f6\u8ba1\u8d39\u7684\uff0c\u5982\u679c\u73a9\u5f97\u592ahigh\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6536\u8d39\u91d1\u989d\u60ca\u4eba\uff0c\u6240\u4ee5\u8bf7\u5c0f\u5fc3\u3002<\/p>\n

Flask, Heroku<\/h3>\n

\u53ea\u8981\u7528\u8fd9\u5957\u5de5\u5177\uff0c\u5c31\u80fd\u5728\u73a9\u800d\u4e2d\u521b\u5efa\u5e76\u90e8\u7f72\u5c0f\u5e94\u7528\u7a0b\u5e8f\uff0c\u5c31\u50cf\u56de\u5230\u6545\u4e61\u822c\u7684\u5b89\u5fc3\u611f\u3002<\/p>\n

\u5b9e\u65bd\u9636\u6bb5<\/h2>\n

\u6211\u89c9\u5f97\u90e8\u7f72\u5df2\u5b8c\u6210\u7684\u4ea7\u54c1\u5e76\u4e0d\u662f\u5f88\u56f0\u96be\uff0c\u6240\u4ee5\u6211\u5148\u5728\u672c\u5730\u8fdb\u884c\u5f00\u53d1\u3002\u6211\u5047\u8bbe\u7684\u73af\u5883\u662fMac OS\u3002<\/p>\n

\u542f\u52a8Elasticsearch\u548cKibana\u3002<\/h3>\n

\u4eceElastic\u516c\u53f8\u7684\u5b98\u65b9\u7f51\u9875\uff08\u6b64\u5904\uff09\u4e0b\u8f7dMac\u7248\u7684gzip\uff0c\u7136\u540e\u89e3\u538b\u7f29\u3002
\n\u5728\u89e3\u538b\u540e\u7684\u6587\u4ef6\u5939\u91cc\u6709\u4e24\u4e2a\u53ef\u6267\u884c\u6587\u4ef6bin\/elasticsearch\u548cbin\/kibana\uff0c\u901a\u8fc7\u6267\u884c\u5b83\u4eec\u53ef\u4ee5\u5728\u672c\u5730\u542f\u52a8\u670d\u52a1\u3002\u9ed8\u8ba4\u7aef\u53e3\u662fElasticsearch\u76849200\u548ckibana\u76845601\uff0c\u56e0\u6b64\u53ef\u4ee5\u901a\u8fc7\u8bbf\u95eelocalhost:9200\u548clocalhost:5601\u6765\u786e\u8ba4\u8fd0\u884c\u60c5\u51b5\u3002
\n\u8fd9\u6b21\u6211\u968f\u4fbf\u627e\u4e86\u4e2a\u6587\u4ef6\u5939\u6765\u6267\u884c\u547d\u4ee4\uff0c\u4f46\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5b88\u62a4\u8fdb\u7a0b\u7b49\u65b9\u5f0f\u8ba9\u5176\u6301\u7eed\u8fd0\u884c\uff0c\u8bf7\u81ea\u884c\u67e5\u9605\u3002<\/p>\n

\u5c06AtCoder\u63d0\u4ea4\u4ee3\u7801\u8fdb\u884c\u7f51\u9875\u6293\u53d6\uff0c\u5e76\u5c06\u5176\u6ce8\u518c\u5230elasticsearch\u4e2d\u3002<\/h3>\n

\u6211\u5c06\u6839\u636e\u7528\u6237ID\u5bf9AtCoder\u7684\u63d0\u4ea4\u4ee3\u7801\u8fdb\u884c\u6293\u53d6\u3002\u83b7\u53d6\u4e0e\u7528\u6237ID\u76f8\u5173\u8054\u7684\u63d0\u4ea4ID\uff0c\u6211\u4e00\u76f4\u4f7f\u7528kenkoooo\u5148\u751f\u7684AtCoder Problems API\u3002\u901a\u8fc7\u4f7f\u7528\u7528\u6237ID\u548c\u63d0\u4ea4ID\u83b7\u53d6\u9875\u9762\u7684HTML\uff0c\u7136\u540e\u901a\u8fc7\u9002\u5f53\u5730\u53bb\u9664\u6807\u7b7e\u7b49\u5185\u5bb9\uff0c\u6211\u62bd\u53d6\u4e86\u4ee3\u7801\u90e8\u5206\u3002\u662f\u5426\u6709API\u53ef\u4ee5\u76f4\u63a5\u83b7\u53d6\u539f\u59cb\u4ee3\u7801\u5462\uff1f\u5982\u679c\u6709\u7684\u8bdd\uff0c\u8bf7\u544a\u8bc9\u6211\u3002<\/p>\n

\u5c06\u83b7\u5f97\u7684\u4ee3\u7801\u9010\u4e2a\u8f93\u5165\u3002Elasticsearch\u53ef\u4ee5\u6839\u636e\u6570\u636e\u7684\u952e\u503c\u5f62\u5f0f\u7075\u6d3b\u5730\u786e\u5b9a\u6570\u636e\u7ed3\u6784\u3002\u8fd9\u6b21\u6211\u4eec\u9488\u5bf9\u6bcf\u4e2a\u63d0\u4ea4\u7684\u4ee3\u7801\uff0c\u51c6\u5907\u4e86user_id\u3001url\u3001code\u3001submission_id\u3001contest_id\u3001language\u3001result\u3001problem_id\u3001point\u8fd9\u4e9b\u5217\uff0c\u5e76\u5c06\u6570\u636e\u8fdb\u884c\u4e86\u8f93\u5165\u3002\u6240\u6709\u8fd9\u4e9b\u4fe1\u606f\u90fd\u5305\u542b\u5728AtCoder Problems\u7684API\u4e2d\u3002\u975e\u5e38\u611f\u8c22\u3002<\/p>\n

\u6211\u4f1a\u5c06\u722c\u866b\u548c\u63d0\u4ea4\u90e8\u5206\u7684\u4ee3\u7801\u9644\u5728\u4e0b\u9762\u3002<\/p>\n

import<\/span> os<\/span>,<\/span> sys<\/span>\r\nimport<\/span> json<\/span>\r\nimport<\/span> urllib.request<\/span>\r\nimport<\/span> requests<\/span>\r\nfrom<\/span> html.parser<\/span> import<\/span> HTMLParser<\/span>\r\nfrom<\/span> elasticsearch<\/span> import<\/span> Elasticsearch<\/span>\r\nfrom<\/span> tqdm<\/span> import<\/span> tqdm<\/span>\r\n\r\nes<\/span> =<\/span> Elasticsearch<\/span>()<\/span>\r\n\r\nclass<\/span> Parser<\/span>(<\/span>HTMLParser<\/span>):<\/span>\r\n    def<\/span> __init__<\/span>(<\/span>self<\/span>):<\/span>\r\n        HTMLParser<\/span>.<\/span>__init__<\/span>(<\/span>self<\/span>)<\/span>\r\n        self<\/span>.<\/span>title<\/span> =<\/span> False<\/span>\r\n        self<\/span>.<\/span>link<\/span> =<\/span> False<\/span>\r\n        self<\/span>.<\/span>data<\/span> =<\/span> []<\/span>\r\n\r\n    def<\/span> handle_starttag<\/span>(<\/span>self<\/span>,<\/span> tag<\/span>,<\/span> attrs<\/span>):<\/span>\r\n        attrs<\/span> =<\/span> dict<\/span>(<\/span>attrs<\/span>)<\/span>\r\n        # print(tag, attrs)\r\n<\/span>        if<\/span> tag<\/span> ==<\/span> \"pre\"<\/span>:<\/span>\r\n            self<\/span>.<\/span>data<\/span>.<\/span>append<\/span>({})<\/span>\r\n            self<\/span>.<\/span>title<\/span> =<\/span> True<\/span>\r\n            self<\/span>.<\/span>link<\/span> =<\/span> True<\/span>\r\n\r\n        if<\/span> tag<\/span> ==<\/span> \"a\"<\/span> and<\/span> self<\/span>.<\/span>link<\/span> ==<\/span> True<\/span>:<\/span>\r\n            self<\/span>.<\/span>data<\/span>[<\/span>-<\/span>1<\/span>].<\/span>update<\/span>({<\/span>\"link\"<\/span>:<\/span> attrs<\/span>[<\/span>\"href\"<\/span>]})<\/span>\r\n\r\n    def<\/span> handle_data<\/span>(<\/span>self<\/span>,<\/span> data<\/span>):<\/span>\r\n        if<\/span> self<\/span>.<\/span>title<\/span> ==<\/span> True<\/span> or<\/span> self<\/span>.<\/span>link<\/span> ==<\/span> True<\/span>:<\/span>\r\n            self<\/span>.<\/span>data<\/span>[<\/span>-<\/span>1<\/span>].<\/span>update<\/span>({<\/span>\"title\"<\/span>:<\/span> data<\/span>})<\/span>\r\n            self<\/span>.<\/span>title<\/span> =<\/span> False<\/span>\r\n            self<\/span>.<\/span>link<\/span> =<\/span> False<\/span>\r\n\r\ndef<\/span> getSubmissionCode<\/span>(<\/span>url<\/span>):<\/span>\r\n    req<\/span> =<\/span> urllib<\/span>.<\/span>request<\/span>.<\/span>Request<\/span>(<\/span>url<\/span>)<\/span>\r\n    with<\/span> urllib<\/span>.<\/span>request<\/span>.<\/span>urlopen<\/span>(<\/span>req<\/span>)<\/span> as<\/span> res<\/span>:<\/span>\r\n        body<\/span> =<\/span> res<\/span>.<\/span>read<\/span>()<\/span>\r\n        return<\/span> body<\/span>\r\n\r\n\r\n\r\nif<\/span> __name__<\/span> ==<\/span> \"__main__\"<\/span>:<\/span>\r\n    user_name<\/span> =<\/span> \"yuji9511\"<\/span>\r\n    url_api<\/span> =<\/span> \"https:\/\/kenkoooo.com\/atcoder\/atcoder-api\/results?user=\"<\/span> +<\/span> user_name<\/span>\r\n    # print(url_api)\r\n<\/span>    res<\/span> =<\/span> requests<\/span>.<\/span>get<\/span>(<\/span>url_api<\/span>)<\/span>\r\n    data<\/span> =<\/span> json<\/span>.<\/span>loads<\/span>(<\/span>res<\/span>.<\/span>text<\/span>)<\/span>\r\n    # print(data)\r\n<\/span>    for<\/span> i<\/span>,<\/span> d<\/span> in<\/span> tqdm<\/span>(<\/span>enumerate<\/span>(<\/span>data<\/span>)):<\/span>\r\n        sub_id<\/span> =<\/span> d<\/span>[<\/span>\"id\"<\/span>]<\/span>\r\n        contest_id<\/span> =<\/span> d<\/span>[<\/span>\"contest_id\"<\/span>]<\/span>\r\n        url<\/span> =<\/span> \"https:\/\/atcoder.jp\/contests\/\"<\/span> +<\/span> str<\/span>(<\/span>contest_id<\/span>)<\/span> +<\/span> \"\/submissions\/\"<\/span> +<\/span> str<\/span>(<\/span>sub_id<\/span>)<\/span>\r\n        res<\/span> =<\/span> getSubmissionCode<\/span>(<\/span>url<\/span>)<\/span>\r\n        res<\/span> =<\/span> str<\/span>(<\/span>res<\/span>)<\/span>\r\n        parser<\/span> =<\/span> Parser<\/span>()<\/span>\r\n        parser<\/span>.<\/span>feed<\/span>(<\/span>res<\/span>)<\/span>\r\n        parser<\/span>.<\/span>close<\/span>()<\/span>\r\n        code<\/span> =<\/span> \"\"<\/span>\r\n        for<\/span> i<\/span> in<\/span> parser<\/span>.<\/span>data<\/span>:<\/span>\r\n            code<\/span> =<\/span> i<\/span>[<\/span>'title'<\/span>].<\/span>replace<\/span>(<\/span>\"<\/span>\\\\<\/span>r<\/span>\\\\<\/span>n\"<\/span>,<\/span> \"<\/span>\\n<\/span>\"<\/span>).<\/span>replace<\/span>(<\/span>\"<\/span>\\\\<\/span>t\"<\/span>,<\/span> \"    \"<\/span>)<\/span>\r\n            break<\/span>\r\n        body<\/span> =<\/span> {<\/span>\r\n            \"user_id\"<\/span>:<\/span> user_name<\/span>,<\/span>\r\n            \"url\"<\/span>:<\/span> url<\/span>,<\/span>\r\n            \"code\"<\/span>:<\/span> code<\/span>,<\/span>\r\n            \"submission_id\"<\/span>:<\/span> str<\/span>(<\/span>sub_id<\/span>),<\/span>\r\n            \"contest_id\"<\/span>:<\/span> str<\/span>(<\/span>contest_id<\/span>),<\/span>\r\n            \"language\"<\/span>:<\/span> d<\/span>[<\/span>\"language\"<\/span>],<\/span>\r\n            \"result\"<\/span>:<\/span> d<\/span>[<\/span>\"result\"<\/span>],<\/span>\r\n            \"problem_id\"<\/span>:<\/span> d<\/span>[<\/span>\"problem_id\"<\/span>],<\/span>\r\n            \"point\"<\/span>:<\/span> d<\/span>[<\/span>\"point\"<\/span>]<\/span>\r\n        }<\/span>\r\n        es<\/span>.<\/span>index<\/span>(<\/span>index<\/span>=<\/span>\"atcoder_submissions\"<\/span>,<\/span> body<\/span>=<\/span>body<\/span>)<\/span>\r\n\r\n<\/code><\/pre>\n
\u53ea\u9700\u6307\u5b9a\u7d22\u5f15\u540d\u79f0\uff08\u7c7b\u4f3c\u4e8eRDBS\u7684\u8868\u540d\uff09\u548c\u8981\u63d2\u5165\u7684\u6570\u636e\u4f5c\u4e3a\u4e3b\u4f53\uff08body\uff09\u6765\u8f93\u5165\u6570\u636e\u3002\u5982\u679c\u60a8\u4f7f\u7528\u7684\u4e0d\u662f\u9ed8\u8ba4\u7684localhost:9200\uff0c\u800c\u662f\u5728\u5176\u4ed6\u4f4d\u7f6e\u5b89\u88c5\u4e86elasticsearch\uff0c\u8bf7\u5728 es = Elasticsearch() \u7684\u62ec\u53f7\u5185\u8bbe\u7f6eURL\u548c\u7aef\u53e3\u3002<\/p>\n
\u6267\u884c\u641c\u7d22<\/h3>\n
\u56e0\u4e3a\u6570\u636e\u5df2\u7ecf\u5bfc\u5165\uff0c\u6240\u4ee5\u6211\u4eec\u5f00\u59cb\u6784\u5efa\u641c\u7d22\u529f\u80fd\u3002\u901a\u8fc7\u4f7f\u7528Kibana\u53ef\u4ee5\u8f7b\u677e\u5730\u786e\u8ba4\u641c\u7d22\u7ed3\u679c\uff0c\u56e0\u6b64\u6211\u8ba4\u4e3a\u5728\u4f7f\u7528Python\u8fdb\u884c\u5b9e\u73b0\u4e4b\u524d\u5148\u5c1d\u8bd5\u4e00\u4e0b\u4f1a\u4f7f\u5de5\u4f5c\u987a\u5229\u8fdb\u884c\u3002<\/p>\n
\u7528\u4e8e\u641c\u7d22\u7684\u53c2\u6570\u5df2\u7ecf\u8bbe\u7f6e\u4e3a\u5173\u952e\u8bcd\u3001\u7528\u6237ID\u3001\u63d0\u4ea4\u8bed\u8a00\u3001\u7ed3\u679c\uff08AC\u3001WA\u7b49\uff09\u8fd9\u56db\u79cd\u7c7b\u578b\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u53c2\u6570\uff0c\u5f53\u6709\u6307\u5b9a\u65f6\uff0c\u5c06\u8fdb\u884cAND\u641c\u7d22\u4ee5\u8fdb\u884c\u8fc7\u6ee4\uff0c\u5f53\u6ca1\u6709\u6307\u5b9a\u65f6\uff0c\u5219\u4e0d\u5e94\u7528\u8fc7\u6ee4\u5668\u3002
\nElasticsearch\u53ef\u4ee5\u50cfMySQL\u4e00\u6837\u4f7f\u7528JSON\u683c\u5f0f\u6765\u7f16\u5199\u7c7b\u4f3cSQL\u8bed\u53e5\u7684\u67e5\u8be2\uff0c\u800c\u5728Python\u4e2d\u5411\u67e5\u8be2\u53d1\u9001\u8bf7\u6c42\u65f6\uff0c\u9700\u8981\u5728\u5b57\u5178\u5bf9\u8c61\u4e2d\u6307\u5b9a\u641c\u7d22\u6761\u4ef6\u3002<\/p>\n
\u6211\u53ea\u4f1a\u6311\u9009\u641c\u7d22\u4e3b\u8981\u90e8\u5206\u7684\u5b9e\u73b0\u3002<\/p>\n
es<\/span> =<\/span> Elasticsearch<\/span>()<\/span>\r\n\r\ndef<\/span> getSearchResults<\/span>(<\/span>params<\/span>):<\/span>\r\n    keyword<\/span> =<\/span> params<\/span>[<\/span>\"keyword\"<\/span>]<\/span>\r\n    user_id<\/span> =<\/span> params<\/span>[<\/span>\"user_id\"<\/span>]<\/span>\r\n    language<\/span> =<\/span> params<\/span>[<\/span>\"language\"<\/span>]<\/span>\r\n    result<\/span> =<\/span> params<\/span>[<\/span>\"result\"<\/span>]<\/span>\r\n    print<\/span>(<\/span>language<\/span>)<\/span>\r\n    must_query<\/span> =<\/span> []<\/span>\r\n    if<\/span> keyword<\/span> !=<\/span> \"\"<\/span>:<\/span>\r\n        must_query<\/span>.<\/span>append<\/span>(<\/span>\r\n            {<\/span>\r\n                \"query_string\"<\/span>:<\/span> {<\/span>\r\n                    \"query\"<\/span>:<\/span> keyword<\/span>,<\/span>\r\n                    \"fields\"<\/span>:<\/span> [<\/span>\r\n                        \"code\"<\/span>\r\n                    ]<\/span>\r\n                }<\/span>\r\n            }<\/span>\r\n        )<\/span>\r\n    if<\/span> user_id<\/span> !=<\/span> \"\"<\/span>:<\/span>\r\n        must_query<\/span>.<\/span>append<\/span>(<\/span>\r\n            {<\/span>\r\n                \"query_string\"<\/span>:<\/span> {<\/span>\r\n                    \"query\"<\/span>:<\/span> user_id<\/span>,<\/span>\r\n                    \"fields\"<\/span>:<\/span> [<\/span>\r\n                        \"user_id\"<\/span>\r\n                    ]<\/span>\r\n                }<\/span>\r\n            }<\/span>\r\n        )<\/span>\r\n\r\n    if<\/span> language<\/span> !=<\/span> \"-\"<\/span>:<\/span>\r\n        must_query<\/span>.<\/span>append<\/span>(<\/span>\r\n            {<\/span>\r\n                \"query_string\"<\/span>:<\/span> {<\/span>\r\n                    \"query\"<\/span>:<\/span> '\"'<\/span> +<\/span> language<\/span> +<\/span> '\"'<\/span>,<\/span>\r\n                    \"fields\"<\/span>:<\/span> [<\/span>\r\n                        \"language\"<\/span>\r\n                    ]<\/span>\r\n                }<\/span>\r\n            }<\/span>\r\n        )<\/span>\r\n    if<\/span> result<\/span> !=<\/span> \"-\"<\/span>:<\/span>\r\n        must_query<\/span>.<\/span>append<\/span>(<\/span>\r\n            {<\/span>\r\n                \"query_string\"<\/span>:<\/span> {<\/span>\r\n                    \"query\"<\/span>:<\/span> result<\/span>,<\/span>\r\n                    \"fields\"<\/span>:<\/span> [<\/span>\r\n                        \"result\"<\/span>\r\n                    ]<\/span>\r\n                }<\/span>\r\n            }<\/span>\r\n        )<\/span>\r\n\r\n    query<\/span> =<\/span> {<\/span>\r\n        \"_source\"<\/span>:<\/span> \"*\"<\/span>,<\/span>\r\n        \"size\"<\/span>:<\/span> 50<\/span>,<\/span>\r\n        \"query\"<\/span>:<\/span> {<\/span>\r\n            \"bool\"<\/span>:<\/span> {<\/span>\r\n                \"must\"<\/span>:<\/span> must_query<\/span>\r\n            }<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n    res<\/span> =<\/span> es<\/span>.<\/span>search<\/span>(<\/span>index<\/span>=<\/span>index_name<\/span>,<\/span> body<\/span>=<\/span>query<\/span>)<\/span>\r\n    return<\/span> res<\/span>\r\n<\/code><\/pre>\n
\u691c\u7d22\u7ed3\u679c\u7684\u4f18\u5148\u7ea7\u662f\u6839\u636eelasticsearch\u7ed9\u51fa\u7684\u5206\u6570\u6765\u786e\u5b9a\u7684\u3002\u4e0d\u4ec5\u4ec5\u901a\u8fc7\u5b8c\u5168\u5339\u914d\u8fdb\u884c\u641c\u7d22\uff0c\u8fd8\u4f1a\u641c\u7d22\u4e0e\u4e4b\u76f8\u4f3c\u7684\u5185\u5bb9\uff0c\u5982\u62fc\u5199\u53d8\u4f53\u7b49\u3002\u5f53\u7136\uff0c\u5bf9\u4e8e\u8fd9\u4e2a\u5206\u6570\u7684\u8bbe\u5b9a\u4e5f\u53ef\u4ee5\u8fdb\u884c\u8be6\u7ec6\u7684\u6307\u5b9a\u3002<\/p>\n
\u5c55\u793a\u641c\u7d22\u7ed3\u679c<\/h3>\n
\u7531\u4e8e\u662f\u5728Python\u4e2d\u4f7f\u7528Flask\u5b9e\u73b0\u7684\uff0c\u6240\u4ee5\u6211\u5c06\u83b7\u53d6\u5230\u7684\u7ed3\u679c\u8fd4\u56de\u5e76\u663e\u793a\u5728HTML\u9875\u9762\u4e0a\u3002\u9664\u4e86\u57fa\u672c\u7684\u95ee\u9898\u540d\u79f0\u3001AC\/WA\u7b49\u57fa\u672c\u4fe1\u606f\u5916\uff0c\u6211\u8fd8\u6dfb\u52a0\u4e86\u76f8\u5173\u63d0\u4ea4\u7684\u94fe\u63a5\u7b49\u3002\u6211\u672c\u6765\u4e5f\u8003\u8651\u8fc7\u8ba9\u4ee3\u7801\u80fd\u591f\u5373\u65f6\u663e\u793a\uff0c\u4f46\u662f\u4f1a\u5360\u7528\u5f88\u591a\u7a7a\u95f4\uff0c\u663e\u5f97\u6742\u4e71\u65e0\u5e8f\uff0c\u6240\u4ee5\u653e\u5f03\u4e86\u8fd9\u4e2a\u60f3\u6cd5\u3002<\/p>\n
\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
\u90e8\u7f72<\/h3>\n
\u5173\u4e8eFlask\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f7f\u7528Heroku\u6765\u90e8\u7f72\u53ef\u80fd\u662f\u6700\u5feb\u7684\u65b9\u6cd5\u3002\u6211\u8ba4\u4e3a\u4f7f\u7528elasticsearch\u65f6\uff0c\u4f7f\u7528AWS\u7684\u5176\u4e2d\u4e00\u4e2a\u670d\u52a1Amazon Elasticsearch Service\u53ef\u80fd\u662f\u6700\u7b80\u5355\u7684\u3002\u5173\u4e8e\u90e8\u7f72\u6b65\u9aa4\uff0c\u56e0\u4e3a\u6709\u8bb8\u591a\u6613\u4e8e\u7406\u89e3\u7684\u7ad9\u70b9\u53ef\u4f9b\u67e5\u627e\uff0c\u6240\u4ee5\u5c06\u4e0d\u518d\u8be6\u8ff0\u3002<\/p>\n
\u5982\u679c\u60f3\u8981\u90e8\u7f72\u7684\u8bdd\u662f\u53ef\u4ee5\u505a\u5230\u7684\uff0c\u4f46\u76ee\u524d\u8fd8\u6ca1\u6709\u8fdb\u884c\u90e8\u7f72\u3002\u8fd9\u662f\u4e00\u4ef6\u975e\u5e38\u91cd\u8981\u7684\u4e8b\u60c5\uff0c\u6240\u4ee5\u5e0c\u671b\u4f60\u8bb0\u4f4f\uff0c\u8fd0\u884celasticsearch\u4f1a\u4f7f\u7528\u76f8\u5f53\u591a\u7684\u8d44\u6e90\uff0c\u56e0\u6b64\u4f1a\u4ea7\u751f\u76f8\u5f53\u5927\u7684\u8d39\u7528\u3002\u5f88\u53ef\u80fd\u4f1a\u6309\u7167\u8fd0\u884c\u65f6\u95f4\u6536\u8d39\uff0c\u5c31\u50cf\u6211\u53ea\u662f\u7a0d\u5fae\u73a9\u4e86\u4e00\u4f1a\u513f\uff0c\u5c31\u4ea7\u751f\u4e86\u8fd1\u4e00\u4e07\u65e5\u5143\u7684\u8d39\u7528\u3002\u5728\u4f7f\u7528\u4e91\u670d\u52a1\u65f6\uff0c\u8bf7\u52a1\u5fc5\u6ce8\u610f\u8d39\u7528\u91d1\u989d\u3002<\/p>\n
\u6700\u540e<\/h2>\n
\u7531\u4e8e\u5c1a\u672a\u53d1\u5e03\uff0c\u6240\u4ee5\u76ee\u524d\u53ea\u6709\u6211\u81ea\u5df1\u80fd\u591f\u4f7f\u7528\u7684\u670d\u52a1\uff0c\u5f53\u6211\u60f3\u8981\u67e5\u770b\u4e4b\u524d\u5b9e\u73b0\u7684\u7c7b\u4f3c\u4ee3\u7801\u65f6\uff0c\u611f\u89c9\u5b83\u8fd8\u662f\u76f8\u5f53\u5b9e\u7528\u7684\u3002\u6b64\u5916\uff0c\u6211\u8fd8\u53ef\u4ee5\u4e86\u89e3\u5230\u5176\u4ed6\u4eba\u53ef\u80fd\u4e0d\u4f7f\u7528\/\u5e38\u4f7f\u7528\u7684\u53d8\u91cf\u540d\u7b49\u65e0\u5173\u7d27\u8981\u7684\u4fe1\u606f\u3002\u53e6\u5916\uff0c\u6b64\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7f16\u5199\u7684\u4ee3\u7801\u53ef\u4ee5\u5728ysugiyama12\/atcoder-submission-search\u4e2d\u627e\u5230\u3002\u867d\u7136\u5185\u5bb9\u4e0d\u591a\uff0c\u4f46\u5982\u679c\u60a8\u6709\u5174\u8da3\uff0c\u8bf7\u968f\u65f6\u67e5\u770b\u3002<\/p>\n
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