{"id":72789,"date":"2026-02-06T15:33:39","date_gmt":"2026-02-06T07:33:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/72789.html"},"modified":"2026-02-06T15:33:39","modified_gmt":"2026-02-06T07:33:39","slug":"%e3%80%90%e6%9c%9f%e8%b4%a7%e9%87%8f%e5%8c%96%e8%bf%9b%e9%98%b6%e3%80%91%e6%9c%9f%e8%b4%a7%e9%87%8f%e5%8c%96%e4%ba%a4%e6%98%93%e7%ad%96%e7%95%a5%e5%bc%82%e5%b8%b8%e6%a3%80%e6%b5%8b%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/72789.html","title":{"rendered":"\u3010\u671f\u8d27\u91cf\u5316\u8fdb\u9636\u3011\u671f\u8d27\u91cf\u5316\u4ea4\u6613\u7b56\u7565\u5f02\u5e38\u68c0\u6d4b\u65b9\u6cd5\uff08Python\u91cf\u5316\uff09"},"content":{"rendered":"<h3>\u4e00\u3001\u524d\u8a00<\/h3>\n<p>\u5f02\u5e38\u68c0\u6d4b\u662f\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u91cd\u8981\u73af\u8282\u3002\u53ca\u65f6\u53d1\u73b0\u6570\u636e\u5f02\u5e38\u3001\u7b56\u7565\u5f02\u5e38\u3001\u5e02\u573a\u5f02\u5e38&#xff0c;\u53ef\u4ee5\u907f\u514d\u635f\u5931\u5e76\u63d0\u9ad8\u7b56\u7565\u7a33\u5b9a\u6027\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u5404\u79cd\u5f02\u5e38\u68c0\u6d4b\u65b9\u6cd5\u3002<\/p>\n<p>\u672c\u6587\u5c06\u4ecb\u7ecd&#xff1a;<\/p>\n<ul>\n<li>\u6570\u636e\u5f02\u5e38\u68c0\u6d4b<\/li>\n<li>\u7b56\u7565\u5f02\u5e38\u68c0\u6d4b<\/li>\n<li>\u5e02\u573a\u5f02\u5e38\u68c0\u6d4b<\/li>\n<li>\u5b9e\u65f6\u5f02\u5e38\u76d1\u63a7<\/li>\n<li>\u5f02\u5e38\u5904\u7406\u673a\u5236<\/li>\n<\/ul>\n<h3>\u4e8c\u3001\u4e3a\u4ec0\u4e48\u9009\u62e9\u5929\u52e4\u91cf\u5316&#xff08;TqSdk&#xff09;<\/h3>\n<p>TqSdk\u5f02\u5e38\u68c0\u6d4b\u652f\u6301&#xff1a;<\/p>\n<table>\n<tr>\u529f\u80fd\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u5b9e\u65f6\u6570\u636e<\/td>\n<td>\u652f\u6301\u5b9e\u65f6\u6570\u636e\u76d1\u63a7<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u8d28\u91cf<\/td>\n<td>\u652f\u6301\u6570\u636e\u8d28\u91cf\u68c0\u67e5<\/td>\n<\/tr>\n<tr>\n<td>\u5f02\u5e38\u62a5\u8b66<\/td>\n<td>\u652f\u6301\u5f02\u5e38\u62a5\u8b66\u673a\u5236<\/td>\n<\/tr>\n<tr>\n<td>\u7075\u6d3b\u6269\u5c55<\/td>\n<td>\u652f\u6301\u81ea\u5b9a\u4e49\u5f02\u5e38\u68c0\u6d4b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b89\u88c5\u65b9\u6cd5&#xff1a;<\/p>\n<p>pip <span class=\"token function\">install<\/span> tqsdk pandas numpy scipy<\/p>\n<h3>\u4e09\u3001\u6570\u636e\u5f02\u5e38\u68c0\u6d4b<\/h3>\n<h4>3.1 \u4ef7\u683c\u5f02\u5e38\u68c0\u6d4b<\/h4>\n<p><span class=\"token comment\">#!\/usr\/bin\/env python<\/span><br \/>\n<span class=\"token comment\"># -*- coding: utf-8 -*-<\/span><br \/>\n<span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n\u529f\u80fd&#xff1a;\u4ef7\u683c\u5f02\u5e38\u68c0\u6d4b<br \/>\n\u8bf4\u660e&#xff1a;\u672c\u4ee3\u7801\u4ec5\u4f9b\u5b66\u4e60\u53c2\u8003<br \/>\n&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">from<\/span> tqsdk <span class=\"token keyword\">import<\/span> TqApi<span class=\"token punctuation\">,<\/span> TqAuth<br \/>\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<br \/>\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_price_anomaly<\/span><span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u68c0\u6d4b\u4ef7\u683c\u5f02\u5e38<\/p>\n<p>    \u53c2\u6570:<br \/>\n        klines: K\u7ebf\u6570\u636e<br \/>\n        threshold: \u5f02\u5e38\u9608\u503c&#xff08;\u6807\u51c6\u5dee\u500d\u6570&#xff09;<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    returns <span class=\"token operator\">&#061;<\/span> klines<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;close&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>pct_change<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u5747\u503c\u548c\u6807\u51c6\u5dee<\/span><br \/>\n    mean_return <span class=\"token operator\">&#061;<\/span> returns<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    std_return <span class=\"token operator\">&#061;<\/span> returns<span class=\"token punctuation\">.<\/span>std<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u68c0\u6d4b\u5f02\u5e38<\/span><br \/>\n    z_scores <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>returns <span class=\"token operator\">&#8211;<\/span> mean_return<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> std_return<br \/>\n    anomalies <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">abs<\/span><span class=\"token punctuation\">(<\/span>z_scores<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> threshold<\/p>\n<p>    <span class=\"token keyword\">return<\/span> anomalies<span class=\"token punctuation\">,<\/span> z_scores<\/p>\n<p><span class=\"token comment\"># \u4f7f\u7528\u793a\u4f8b<\/span><br \/>\napi <span class=\"token operator\">&#061;<\/span> TqApi<span class=\"token punctuation\">(<\/span>auth<span class=\"token operator\">&#061;<\/span>TqAuth<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5feb\u671f\u8d26\u6237&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5feb\u671f\u5bc6\u7801&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nklines <span class=\"token operator\">&#061;<\/span> api<span class=\"token punctuation\">.<\/span>get_kline_serial<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;SHFE.rb2510&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3600<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span><br \/>\napi<span class=\"token punctuation\">.<\/span>wait_update<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>anomalies<span class=\"token punctuation\">,<\/span> z_scores <span class=\"token operator\">&#061;<\/span> detect_price_anomaly<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> anomalies<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u53d1\u73b0\u4ef7\u683c\u5f02\u5e38:&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">[<\/span>anomalies<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;datetime&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;close&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>api<span class=\"token punctuation\">.<\/span>close<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.2 \u6210\u4ea4\u91cf\u5f02\u5e38\u68c0\u6d4b<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_volume_anomaly<\/span><span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u6d4b\u6210\u4ea4\u91cf\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n    volume <span class=\"token operator\">&#061;<\/span> klines<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;volume&#039;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u5747\u503c\u548c\u6807\u51c6\u5dee<\/span><br \/>\n    mean_volume <span class=\"token operator\">&#061;<\/span> volume<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    std_volume <span class=\"token operator\">&#061;<\/span> volume<span class=\"token punctuation\">.<\/span>std<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u68c0\u6d4b\u5f02\u5e38<\/span><br \/>\n    z_scores <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>volume <span class=\"token operator\">&#8211;<\/span> mean_volume<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> std_volume<br \/>\n    anomalies <span class=\"token operator\">&#061;<\/span> z_scores <span class=\"token operator\">&gt;<\/span> threshold<\/p>\n<p>    <span class=\"token keyword\">return<\/span> anomalies<span class=\"token punctuation\">,<\/span> z_scores<\/p>\n<h4>3.3 \u6570\u636e\u7f3a\u5931\u68c0\u6d4b<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_missing_data<\/span><span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u6d4b\u6570\u636e\u7f3a\u5931&#034;&#034;&#034;<\/span><br \/>\n    missing <span class=\"token operator\">&#061;<\/span> klines<span class=\"token punctuation\">.<\/span>isnull<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> missing<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u53d1\u73b0\u7f3a\u5931\u6570\u636e:&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>missing<span class=\"token punctuation\">[<\/span>missing <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<h3>\u56db\u3001\u7b56\u7565\u5f02\u5e38\u68c0\u6d4b<\/h3>\n<h4>4.1 \u6536\u76ca\u5f02\u5e38\u68c0\u6d4b<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_strategy_anomaly<\/span><span class=\"token punctuation\">(<\/span>strategy_returns<span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u6d4b\u7b56\u7565\u6536\u76ca\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n    mean_return <span class=\"token operator\">&#061;<\/span> strategy_returns<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    std_return <span class=\"token operator\">&#061;<\/span> strategy_returns<span class=\"token punctuation\">.<\/span>std<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    z_scores <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>strategy_returns <span class=\"token operator\">&#8211;<\/span> mean_return<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> std_return<br \/>\n    anomalies <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">abs<\/span><span class=\"token punctuation\">(<\/span>z_scores<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> threshold<\/p>\n<p>    <span class=\"token keyword\">return<\/span> anomalies<span class=\"token punctuation\">,<\/span> z_scores<\/p>\n<h4>4.2 \u4ea4\u6613\u9891\u7387\u5f02\u5e38<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_trading_frequency_anomaly<\/span><span class=\"token punctuation\">(<\/span>trades<span class=\"token punctuation\">,<\/span> normal_frequency<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u68c0\u6d4b\u4ea4\u6613\u9891\u7387\u5f02\u5e38<\/p>\n<p>    \u53c2\u6570:<br \/>\n        trades: \u4ea4\u6613\u8bb0\u5f55<br \/>\n        normal_frequency: \u6b63\u5e38\u4ea4\u6613\u9891\u7387&#xff08;\u6bcf\u5929&#xff09;<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>trades<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba1\u7b97\u5b9e\u9645\u4ea4\u6613\u9891\u7387<\/span><br \/>\n    actual_frequency <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>trades<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>trades<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;date&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>unique<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5224\u65ad\u662f\u5426\u5f02\u5e38<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> actual_frequency <span class=\"token operator\">&gt;<\/span> normal_frequency <span class=\"token operator\">*<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u4ea4\u6613\u9891\u7387\u8fc7\u9ad8&#034;<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> actual_frequency <span class=\"token operator\">&lt;<\/span> normal_frequency <span class=\"token operator\">*<\/span> <span class=\"token number\">0.1<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u4ea4\u6613\u9891\u7387\u8fc7\u4f4e&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6b63\u5e38&#034;<\/span><\/p>\n<h4>4.3 \u6301\u4ed3\u5f02\u5e38\u68c0\u6d4b<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_position_anomaly<\/span><span class=\"token punctuation\">(<\/span>api<span class=\"token punctuation\">,<\/span> symbol<span class=\"token punctuation\">,<\/span> max_position<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u6d4b\u6301\u4ed3\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n    position <span class=\"token operator\">&#061;<\/span> api<span class=\"token punctuation\">.<\/span>get_position<span class=\"token punctuation\">(<\/span>symbol<span class=\"token punctuation\">)<\/span><br \/>\n    api<span class=\"token punctuation\">.<\/span>wait_update<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">abs<\/span><span class=\"token punctuation\">(<\/span>position<span class=\"token punctuation\">.<\/span>pos<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> max_position<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6301\u4ed3\u5f02\u5e38: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>position<span class=\"token punctuation\">.<\/span>pos<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6b63\u5e38&#034;<\/span><\/p>\n<h3>\u4e94\u3001\u5e02\u573a\u5f02\u5e38\u68c0\u6d4b<\/h3>\n<h4>5.1 \u6ce2\u52a8\u7387\u5f02\u5e38<\/h4>\n<p><span class=\"token keyword\">from<\/span> tqsdk<span class=\"token punctuation\">.<\/span>tafunc <span class=\"token keyword\">import<\/span> atr<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_volatility_anomaly<\/span><span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u6d4b\u6ce2\u52a8\u7387\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n    atr_value <span class=\"token operator\">&#061;<\/span> atr<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> <span class=\"token number\">14<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    avg_atr <span class=\"token operator\">&#061;<\/span> atr_value<span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    api<span class=\"token punctuation\">.<\/span>wait_update<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    current_atr <span class=\"token operator\">&#061;<\/span> atr_value<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    avg_atr_value <span class=\"token operator\">&#061;<\/span> avg_atr<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> current_atr <span class=\"token operator\">&gt;<\/span> avg_atr_value <span class=\"token operator\">*<\/span> threshold<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6ce2\u52a8\u7387\u5f02\u5e38\u9ad8&#034;<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> current_atr <span class=\"token operator\">&lt;<\/span> avg_atr_value <span class=\"token operator\">\/<\/span> threshold<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6ce2\u52a8\u7387\u5f02\u5e38\u4f4e&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6b63\u5e38&#034;<\/span><\/p>\n<h4>5.2 \u6d41\u52a8\u6027\u5f02\u5e38<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_liquidity_anomaly<\/span><span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u6d4b\u6d41\u52a8\u6027\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n    volume <span class=\"token operator\">&#061;<\/span> klines<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;volume&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    avg_volume <span class=\"token operator\">&#061;<\/span> volume<span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    current_volume <span class=\"token operator\">&#061;<\/span> volume<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    avg_volume_value <span class=\"token operator\">&#061;<\/span> avg_volume<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> current_volume <span class=\"token operator\">&lt;<\/span> avg_volume_value <span class=\"token operator\">*<\/span> threshold<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6d41\u52a8\u6027\u5f02\u5e38\u4f4e&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6b63\u5e38&#034;<\/span><\/p>\n<h3>\u516d\u3001\u5b9e\u65f6\u5f02\u5e38\u76d1\u63a7<\/h3>\n<h4>6.1 \u5f02\u5e38\u76d1\u63a7\u7cfb\u7edf<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AnomalyMonitor<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5f02\u5e38\u76d1\u63a7\u7cfb\u7edf&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> api<span class=\"token punctuation\">,<\/span> symbol<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api <span class=\"token operator\">&#061;<\/span> api<br \/>\n        self<span class=\"token punctuation\">.<\/span>symbol <span class=\"token operator\">&#061;<\/span> symbol<br \/>\n        self<span class=\"token punctuation\">.<\/span>alert_threshold <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">3<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">monitor<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5b9e\u65f6\u76d1\u63a7&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">while<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            api<span class=\"token punctuation\">.<\/span>wait_update<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u83b7\u53d6\u6700\u65b0\u6570\u636e<\/span><br \/>\n            klines <span class=\"token operator\">&#061;<\/span> api<span class=\"token punctuation\">.<\/span>get_kline_serial<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>symbol<span class=\"token punctuation\">,<\/span> <span class=\"token number\">3600<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u68c0\u6d4b\u5404\u79cd\u5f02\u5e38<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>check_price_anomaly<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>check_volume_anomaly<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>check_volatility_anomaly<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>check_liquidity_anomaly<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">)<\/span><\/p>\n<p>            time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6bcf\u5206\u949f\u68c0\u67e5<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">check_price_anomaly<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> klines<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u67e5\u4ef7\u683c\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n        anomalies<span class=\"token punctuation\">,<\/span> z_scores <span class=\"token operator\">&#061;<\/span> detect_price_anomaly<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>alert_threshold<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> anomalies<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>send_alert<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4ef7\u683c\u5f02\u5e38&#034;<\/span><span class=\"token punctuation\">,<\/span> z_scores<span class=\"token punctuation\">[<\/span>anomalies<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">check_volume_anomaly<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> klines<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u67e5\u6210\u4ea4\u91cf\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n        anomalies<span class=\"token punctuation\">,<\/span> z_scores <span class=\"token operator\">&#061;<\/span> detect_volume_anomaly<span class=\"token punctuation\">(<\/span>klines<span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>alert_threshold<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> anomalies<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>send_alert<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6210\u4ea4\u91cf\u5f02\u5e38&#034;<\/span><span class=\"token punctuation\">,<\/span> z_scores<span class=\"token punctuation\">[<\/span>anomalies<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">send_alert<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> alert_type<span class=\"token punctuation\">,<\/span> details<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u53d1\u9001\u62a5\u8b66&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u26a0\ufe0f <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>alert_type<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>details<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\"># \u53ef\u4ee5\u53d1\u9001\u90ae\u4ef6\u3001\u77ed\u4fe1\u7b49<\/span><\/p>\n<h3>\u4e03\u3001\u5f02\u5e38\u5904\u7406\u673a\u5236<\/h3>\n<h4>7.1 \u5f02\u5e38\u5904\u7406\u7b56\u7565<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AnomalyHandler<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5f02\u5e38\u5904\u7406\u5668&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> api<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api <span class=\"token operator\">&#061;<\/span> api<br \/>\n        self<span class=\"token punctuation\">.<\/span>anomaly_count <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>max_anomalies <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_anomaly<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> anomaly_type<span class=\"token punctuation\">,<\/span> details<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5904\u7406\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>anomaly_count <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> anomaly_type <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;\u4ef7\u683c\u5f02\u5e38&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>handle_price_anomaly<span class=\"token punctuation\">(<\/span>details<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> anomaly_type <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;\u6570\u636e\u7f3a\u5931&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>handle_missing_data<span class=\"token punctuation\">(<\/span>details<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> anomaly_type <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;\u7b56\u7565\u5f02\u5e38&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>handle_strategy_anomaly<span class=\"token punctuation\">(<\/span>details<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u5f02\u5e38\u8fc7\u591a&#xff0c;\u6682\u505c\u4ea4\u6613<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>anomaly_count <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>max_anomalies<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>pause_trading<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_price_anomaly<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> details<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5904\u7406\u4ef7\u683c\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u6682\u505c\u4ea4\u6613<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4ef7\u683c\u5f02\u5e38&#xff0c;\u6682\u505c\u4ea4\u6613&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_missing_data<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> details<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5904\u7406\u6570\u636e\u7f3a\u5931&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u4f7f\u7528\u524d\u4e00\u4e2a\u6570\u636e\u6216\u8df3\u8fc7<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6570\u636e\u7f3a\u5931&#xff0c;\u4f7f\u7528\u524d\u4e00\u4e2a\u6570\u636e&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_strategy_anomaly<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> details<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5904\u7406\u7b56\u7565\u5f02\u5e38&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u68c0\u67e5\u7b56\u7565\u903b\u8f91<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7b56\u7565\u5f02\u5e38&#xff0c;\u68c0\u67e5\u7b56\u7565\u903b\u8f91&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">pause_trading<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6682\u505c\u4ea4\u6613&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5f02\u5e38\u8fc7\u591a&#xff0c;\u6682\u505c\u4ea4\u6613&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u516b\u3001\u603b\u7ed3<\/h3>\n<h4>8.1 \u5f02\u5e38\u68c0\u6d4b\u8981\u70b9<\/h4>\n<table>\n<tr>\u8981\u70b9\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u6570\u636e\u8d28\u91cf<\/td>\n<td>\u68c0\u6d4b\u6570\u636e\u5f02\u5e38<\/td>\n<\/tr>\n<tr>\n<td>\u7b56\u7565\u76d1\u63a7<\/td>\n<td>\u76d1\u63a7\u7b56\u7565\u8868\u73b0<\/td>\n<\/tr>\n<tr>\n<td>\u5e02\u573a\u76d1\u63a7<\/td>\n<td>\u76d1\u63a7\u5e02\u573a\u5f02\u5e38<\/td>\n<\/tr>\n<tr>\n<td>\u53ca\u65f6\u5904\u7406<\/td>\n<td>\u53ca\u65f6\u5904\u7406\u5f02\u5e38<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>8.2 \u6ce8\u610f\u4e8b\u9879<\/h4>\n<li>\u9608\u503c\u8bbe\u7f6e &#8211; \u5408\u7406\u8bbe\u7f6e\u5f02\u5e38\u9608\u503c<\/li>\n<li>\u8bef\u62a5\u63a7\u5236 &#8211; \u51cf\u5c11\u8bef\u62a5<\/li>\n<li>\u53ca\u65f6\u54cd\u5e94 &#8211; \u53ca\u65f6\u5904\u7406\u5f02\u5e38<\/li>\n<li>\u6301\u7eed\u4f18\u5316 &#8211; \u6301\u7eed\u4f18\u5316\u68c0\u6d4b\u65b9\u6cd5<\/li>\n<hr \/>\n<p>\u514d\u8d23\u58f0\u660e&#xff1a;\u672c\u6587\u4ec5\u4f9b\u5b66\u4e60\u4ea4\u6d41\u4f7f\u7528&#xff0c;\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002\u671f\u8d27\u4ea4\u6613\u6709\u98ce\u9669&#xff0c;\u5165\u5e02\u9700\u8c28\u614e\u3002<\/p>\n<p>\u66f4\u591a\u8d44\u6e90&#xff1a;<\/p>\n<ul>\n<li>\u5929\u52e4\u91cf\u5316\u5b98\u7f51&#xff1a;https:\/\/www.shinnytech.com<\/li>\n<li>GitHub\u5f00\u6e90\u5730\u5740&#xff1a;https:\/\/github.com\/shinnytech\/tqsdk-python<\/li>\n<li>\u5b98\u65b9\u6587\u6863&#xff1a;https:\/\/doc.shinnytech.com\/tqsdk\/latest<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u524d\u8a00<br 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\/>\n\u529f\u80fd\u8bf4\u660e\u5b9e\u65f6\u6570\u636e\u652f\u6301\u5b9e\u65f6\u6570\u636e\u76d1\u63a7\u6570\u636e\u8d28\u91cf\u652f\u6301\u6570\u636e\u8d28\u91cf\u68c0\u67e5\u5f02\u5e38\u62a5\u8b66\u652f\u6301\u5f02\u5e38\u62a5\u8b66\u673a\u5236\u7075\u6d3b\u6269\u5c55\u652f\u6301\u81ea\u5b9a\u4e49\u5f02\u5e38\u68c0\u6d4b<br \/>\n\u5b89\u88c5\u65b9\u6cd5&amp;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[92,81,190,427,1158],"topic":[],"class_list":["post-72789","post","type-post","status-publish","format-standard","hentry","category-server","tag-github","tag-python","tag-190","tag-427","tag-1158"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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