{"id":104251,"date":"2026-09-12T08:49:04","date_gmt":"2026-09-12T00:49:04","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104251.html"},"modified":"2026-09-12T08:49:04","modified_gmt":"2026-09-12T00:49:04","slug":"%e3%80%90%e9%87%8f%e5%8c%96%e7%b3%bb%e7%bb%9f%e4%bb%8e%e9%9b%b6%e6%9e%84%e5%bb%ba-14%e3%80%91%e6%8b%a9%e6%97%b6%e4%b8%8a%ef%bc%9a%e5%9d%87%e7%ba%bf%e4%ba%a4%e5%8f%89%c2%b7%e5%a4%9a%e5%9d%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104251.html","title":{"rendered":"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c"},"content":{"rendered":"<h2>\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf &#043; MACD\u91d1\u53c9\u6b7b\u53c9 &#043; \u52a8\u91cf\u53cd\u8f6c<\/h2>\n<p>\u7cfb\u5217&#xff1a;\u300a\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa\u300b&#xff5c;\u8fde\u8f7d\u9879\u76ee \u00b7 \u7eaf GET \u53d6\u6570 \u00b7 \u4ec5\u4f9d\u8d56 requests<br \/>\n\u9002\u7528&#xff1a;\u60f3\u89e3\u51b3\u300c\u5355\u6807\u7684\u4f55\u65f6\u8fdb\u51fa\u300d\u7684\u8bfb\u8005&#xff1b;\u5728 #10\/#11 \u6307\u6807\u4e0a\u751f\u6210\u4e70\u5356\u4fe1\u53f7&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u3001MACD \u91d1\u53c9\u6b7b\u53c9\u3001\u52a8\u91cf\u53cd\u8f6c&#xff0c;\u4e0d\u4f9d\u8d56\u4efb\u4f55\u884c\u60c5\u7ec8\u7aef&#xff0c;\u4e5f\u4e0d\u53d1\u8d77\u7f51\u7edc\u8bf7\u6c42\u3002<\/p>\n<h3>1. \u4f60\u5c06\u5f97\u5230\u4ec0\u4e48<\/h3>\n<ul>\n<li>ma_cross&#xff1a;\u5feb\u6162\u5747\u7ebf\u4ea4\u53c9\u4fe1\u53f7&#xff0c;\u91d1\u53c9 1 \/ \u6b7b\u53c9 -1 \/ \u5176\u4f59 0&#xff0c;\u524d slow-1 \u4e3a None\u3002<\/li>\n<li>macd_cross&#xff1a;DIF\/DEA \u4ea4\u53c9\u4fe1\u53f7&#xff0c;\u91d1\u53c9 1 \/ \u6b7b\u53c9 -1\u3002<\/li>\n<li>momentum_reversal&#xff1a;\u52a8\u91cf\u53cd\u8f6c\u9884\u8b66&#xff0c;\u8d85\u4e70 -1 \/ \u8d85\u5356 1&#xff0c;\u4f5c\u4e3a\u53cd\u5411\u53c2\u8003\u3002<\/li>\n<li>\u672c\u7bc7\u4ea4\u4ed8&#xff1a;\u5355\u6807\u7684\u62e9\u65f6\u4fe1\u53f7\u4e09\u4ef6\u5957&#xff0c;#15 \u628a\u5b83\u4eec\u548c\u8d44\u91d1\u9762\/\u60c5\u7eea\u7ec4\u5408\u6210\u7efc\u5408\u62e9\u65f6\u3002<\/li>\n<\/ul>\n<h3>2. \u672c\u7bc7\u53d6\u6570\u7ea6\u5b9a<\/h3>\n<p>\u672c\u7bc7\u662f\u7b56\u7565\u5c42&#xff0c;\u4e0d\u53d1\u8d77\u7f51\u7edc\u8bf7\u6c42&#xff0c;\u5403 #09 \u590d\u6743\u540e\u7684 close \u5e8f\u5217&#xff08;\u6216\u5916\u90e8\u4f20\u5165&#xff09;\u3002\u6307\u6807\u8ba1\u7b97\u7eaf Python&#xff0c;\u4e0d\u5f15 numpy\/pandas\u3002<\/p>\n<h3>3. \u4fe1\u53f7\u5b9a\u4e49<\/h3>\n<table>\n<tr>\u4fe1\u53f7\u89e6\u53d1\u542b\u4e49<\/tr>\n<tbody>\n<tr>\n<td>\u5747\u7ebf\u91d1\u53c9<\/td>\n<td>\u5feb\u7ebf\u4e0a\u7a7f\u6162\u7ebf<\/td>\n<td>\u770b\u591a&#xff08;1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5747\u7ebf\u6b7b\u53c9<\/td>\n<td>\u5feb\u7ebf\u4e0b\u7a7f\u6162\u7ebf<\/td>\n<td>\u770b\u7a7a&#xff08;-1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>MACD \u91d1\u53c9<\/td>\n<td>DIF \u4e0a\u7a7f DEA<\/td>\n<td>\u770b\u591a&#xff08;1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>MACD \u6b7b\u53c9<\/td>\n<td>DIF \u4e0b\u7a7f DEA<\/td>\n<td>\u770b\u7a7a&#xff08;-1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u52a8\u91cf\u53cd\u8f6c<\/td>\n<td>\u8fd1 window \u6da8\u8dcc\u8d85\u9608\u503c<\/td>\n<td>\u8d85\u4e70-1 \/ \u8d85\u5356&#043;1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4. \u6838\u5fc3\u6a21\u677f\u51fd\u6570<\/h3>\n<p><span class=\"token keyword\">import<\/span> sys<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_sma<\/span><span class=\"token punctuation\">(<\/span>series<span class=\"token punctuation\">,<\/span> n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    out <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>series<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> i <span class=\"token operator\">&lt;<\/span> n <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>series<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> n <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span>i <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> n<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> out<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_ema<\/span><span class=\"token punctuation\">(<\/span>series<span class=\"token punctuation\">,<\/span> n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> series<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    k <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token punctuation\">(<\/span>n <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    out <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>series<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>series<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>series<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">*<\/span> k <span class=\"token operator\">&#043;<\/span> out<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">*<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token operator\">&#8211;<\/span> k<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> out<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_macd<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> fast<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">,<\/span> slow<span class=\"token operator\">&#061;<\/span><span class=\"token number\">26<\/span><span class=\"token punctuation\">,<\/span> signal<span class=\"token operator\">&#061;<\/span><span class=\"token number\">9<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    ef<span class=\"token punctuation\">,<\/span> es <span class=\"token operator\">&#061;<\/span> _ema<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> fast<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> _ema<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> slow<span class=\"token punctuation\">)<\/span><br \/>\n    dif <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>ef<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> es<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    dea <span class=\"token operator\">&#061;<\/span> _ema<span class=\"token punctuation\">(<\/span>dif<span class=\"token punctuation\">,<\/span> signal<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> dif<span class=\"token punctuation\">,<\/span> dea<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">ma_cross<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> fast<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> slow<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5feb\u6162\u5747\u7ebf\u4ea4\u53c9&#xff1a;1 \u91d1\u53c9 \/ -1 \u6b7b\u53c9 \/ 0 \u5176\u5b83&#xff1b;\u524d slow-1 \u4e3a None\u3002&#034;&#034;&#034;<\/span><br \/>\n    f<span class=\"token punctuation\">,<\/span> s <span class=\"token operator\">&#061;<\/span> _sma<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> fast<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> _sma<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> slow<span class=\"token punctuation\">)<\/span><br \/>\n    out <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> f<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> s<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">continue<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> i <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">or<\/span> f<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> s<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">continue<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> f<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;&#061;<\/span> s<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">and<\/span> f<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> s<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> f<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;&#061;<\/span> s<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">and<\/span> f<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;<\/span> s<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> out<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">macd_cross<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> fast<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">,<\/span> slow<span class=\"token operator\">&#061;<\/span><span class=\"token number\">26<\/span><span class=\"token punctuation\">,<\/span> signal<span class=\"token operator\">&#061;<\/span><span class=\"token number\">9<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;DIF\/DEA \u4ea4\u53c9&#xff1a;1 \u91d1\u53c9 \/ -1 \u6b7b\u53c9 \/ 0 \u5176\u5b83&#xff1b;\u524d slow-1 \u4e3a None\u3002&#034;&#034;&#034;<\/span><br \/>\n    dif<span class=\"token punctuation\">,<\/span> dea <span class=\"token operator\">&#061;<\/span> _macd<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> fast<span class=\"token punctuation\">,<\/span> slow<span class=\"token punctuation\">,<\/span> signal<span class=\"token punctuation\">)<\/span><br \/>\n    out <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> dif<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> dea<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">continue<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> i <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">or<\/span> dif<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> dea<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">continue<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> dif<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;&#061;<\/span> dea<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">and<\/span> dif<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> dea<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> dif<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;&#061;<\/span> dea<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">and<\/span> dif<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;<\/span> dea<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> out<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">momentum_reversal<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> window<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span> thr<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u52a8\u91cf\u53cd\u8f6c&#xff1a;\u8fd1 window \u6536\u76ca\u8d85 thr \u4e3a\u8d85\u4e70(-1)&#xff0c;\u4f4e\u4e8e -thr \u4e3a\u8d85\u5356(1)&#xff0c;\u5426\u5219 0\u3002&#034;&#034;&#034;<\/span><br \/>\n    out <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> i <span class=\"token operator\">&lt;<\/span> window<span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">continue<\/span><br \/>\n        ret <span class=\"token operator\">&#061;<\/span> close<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">\/<\/span> close<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">&#8211;<\/span> window<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><br \/>\n        out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">if<\/span> ret <span class=\"token operator\">&gt;<\/span> thr <span class=\"token keyword\">else<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">if<\/span> ret <span class=\"token operator\">&lt;<\/span> <span class=\"token operator\">&#8211;<\/span>thr <span class=\"token keyword\">else<\/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> out<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">run_check<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5408\u6210&#xff1a;\u5148\u6da8\u540e\u8dcc\u518d\u6da8&#xff0c;\u975e\u771f\u5b9e\u884c\u60c5<\/span><br \/>\n    close <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">11<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">13<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">14<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">15<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">17<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">18<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">19<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">19<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">18<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">17<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">15<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">17<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">18<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">19<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">21<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">22<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">23<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">24<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    sig <span class=\"token operator\">&#061;<\/span> ma_cross<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">assert<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>sig<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">assert<\/span> <span class=\"token builtin\">all<\/span><span class=\"token punctuation\">(<\/span>v <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">for<\/span> v <span class=\"token keyword\">in<\/span> sig<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">19<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>      <span class=\"token comment\"># \u524d slow-1 \u65e0\u4fe1\u53f7<\/span><br \/>\n    <span class=\"token comment\"># \u9488\u5bf9\u6027\u9a8c\u8bc1 ma_cross \u80fd\u8bc6\u522b\u91d1\u53c9\/\u6b7b\u53c9&#xff08;\u77ed\u5e8f\u5217 fast&#061;2 slow&#061;3&#xff09;<\/span><br \/>\n    sc <span class=\"token operator\">&#061;<\/span> ma_cross<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">assert<\/span> <span class=\"token number\">1<\/span> <span class=\"token keyword\">in<\/span> sc <span class=\"token keyword\">and<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">in<\/span> sc<br \/>\n    mc <span class=\"token operator\">&#061;<\/span> macd_cross<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">assert<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>mc<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">assert<\/span> <span class=\"token number\">1<\/span> <span class=\"token keyword\">in<\/span> mc <span class=\"token keyword\">and<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">in<\/span> mc                  <span class=\"token comment\"># MACD \u5e94\u51fa\u73b0\u91d1\u53c9\u4e0e\u6b7b\u53c9<\/span><br \/>\n    mr <span class=\"token operator\">&#061;<\/span> momentum_reversal<span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">,<\/span> window<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">assert<\/span> mr<span class=\"token punctuation\">[<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">and<\/span> mr<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6821\u9a8c\u901a\u8fc7&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>sys<span class=\"token punctuation\">.<\/span>argv<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">1<\/span> <span class=\"token keyword\">and<\/span> sys<span class=\"token punctuation\">.<\/span>argv<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;&#8211;check&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        run_check<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u672c\u7bc7\u57fa\u4e8e adj_close \u5e8f\u5217\u8ba1\u7b97&#xff0c;\u4e0d\u53d1\u8d77\u7f51\u7edc&#xff1b;\u7528 #09 \u7684 clean \u8f93\u51fa\u5582\u5165\u5373\u751f\u6210\u4fe1\u53f7\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>5. \u8dd1\u901a\u793a\u4f8b<\/h3>\n<p>\u628a\u4e0a\u9762\u7684\u4ee3\u7801\u590d\u5236\u5230\u672c\u5730&#xff0c;\u586b\u5165\u4f60\u7684 token \u5373\u53ef\u76f4\u63a5\u8fd0\u884c&#xff1a;\u5b83\u4f1a\u8bf7\u6c42\u5bf9\u5e94\u63a5\u53e3\u3001\u62c9\u53d6\u771f\u5b9e\u6570\u636e&#xff0c;\u5e76\u8f93\u51fa\u5f52\u4e00\u5316\u540e\u7684\u7ed3\u6784\u5316\u5b57\u5178&#xff08;\u5404\u5b57\u6bb5\u542b\u4e49\u89c1\u524d\u6587\u5404\u5c0f\u8282&#xff09;\u3002<\/p>\n<h3>6. \u5751\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h3>\n<li>\u4fe1\u53f7\u5728 adj_close \u4e0a\u7b97&#xff1a;\u672a\u590d\u6743\u4ef7\u6709\u9664\u6743\u65ad\u5d16&#xff0c;\u4ea4\u53c9\u4fe1\u53f7\u4f1a\u5047\u89e6\u53d1\u3002<\/li>\n<li>None \u8981\u8df3\u8fc7&#xff1a;\u524d\u6bb5\u4e3a None&#xff0c;\u5b9e\u76d8\u53d6\u300c\u6700\u8fd1\u4e00\u4e2a\u975e None \u4fe1\u53f7\u300d\u9a71\u52a8\u4ea4\u6613\u3002<\/li>\n<li>\u91d1\u53c9\u4e0d\u7b49\u4e8e\u5fc5\u6da8&#xff1a;\u5747\u7ebf\u662f\u6ede\u540e\u6307\u6807&#xff0c;\u9707\u8361\u5e02\u4f1a\u9891\u7e41\u5047\u4ea4\u53c9&#xff0c;\u9700 #15 \u591a\u4fe1\u53f7\u5171\u632f\u3002<\/li>\n<li>\u52a8\u91cf\u53cd\u8f6c\u662f\u53cd\u5411&#xff1a;\u8d85\u4e70\u7ed9 -1 \u662f\u300c\u9884\u8b66\u56de\u64a4\u300d&#xff0c;\u4e0d\u662f\u7acb\u523b\u505a\u7a7a&#xff0c;\u914d\u5408\u4ed3\u4f4d\u7ba1\u7406\u7528\u3002<\/li>\n<h3>7. \u5c0f\u7ed3\u4e0e\u4e0b\u7bc7\u9884\u544a<\/h3>\n<p>\u672c\u7bc7\u4ea4\u51fa\u5355\u6807\u7684\u62e9\u65f6\u4e09\u4ef6\u5957&#xff08;\u5747\u7ebf \/ MACD \/ \u52a8\u91cf\u53cd\u8f6c&#xff09;\u3002\u4e0b\u4e00\u6b65\u628a\u5b83\u4eec\u548c\u8d44\u91d1\u9762\u3001\u5e02\u573a\u60c5\u7eea\u7ec4\u5408\u6210\u7efc\u5408\u62e9\u65f6\u3002<\/p>\n<p>\u4e0b\u4e00\u7bc7\u8ba1\u5212\u5199 #15\u300a\u62e9\u65f6(\u4e0b)&#xff1a;\u5317\u5411\u8d44\u91d1\u8ddf\u968f\u00b7\u6da8\u8dcc\u505c\u8fde\u677f\u60c5\u7eea\u00b7\u7efc\u5408\u62e9\u65f6\u6253\u5206\u300b&#xff1a;\u628a #14 \u4fe1\u53f7\u53e0\u52a0\u5317\u5411\u8d44\u91d1\u6d41\u4e0e\u6da8\u8dcc\u505c\u60c5\u7eea&#xff0c;\u505a\u591a\u4fe1\u53f7\u6295\u7968\u7684\u7efc\u5408\u62e9\u65f6\u6253\u5206\u3002<\/p>\n<h3>8. \u514d\u8d23\u58f0\u660e<\/h3>\n<p>\u672c\u6587\u4ec5\u6f14\u793a\u62e9\u65f6\u4fe1\u53f7\u7684\u7b97\u6cd5&#xff0c;\u6240\u6709\u4ee3\u7801\u793a\u4f8b\u5747\u4ee5\u5408\u6210\u6570\u636e\u6821\u9a8c&#xff0c;\u672a\u542b\u4efb\u4f55\u771f\u5b9e\u6570\u636e&#xff1b;\u6587\u4e2d\u793a\u4f8b\u6570\u636e\u4ec5\u4f5c\u6f14\u793a\u7528\u9014&#xff0c;\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae&#xff0c;\u4ea6\u4e0d\u627f\u8bfa\u6536\u76ca\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf  MACD\u91d1\u53c9\u6b7b\u53c9  \u52a8\u91cf\u53cd\u8f6c\u7cfb\u5217&#xff1a;\u300a\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa\u300b&#xff5c;\u8fde\u8f7d\u9879\u76ee \u00b7 \u7eaf GET \u53d6\u6570 \u00b7 \u4ec5\u4f9d\u8d56 requests<br \/>\n\u9002\u7528&#xff1a;\u60f3\u89e3\u51b3\u300c\u5355\u6807\u7684\u4f55\u65f6\u8fdb\u51fa\u300d\u7684\u8bfb\u8005&#xff1b;\u5728 #10\/#11 \u6307\u6807\u4e0a\u751f\u6210\u4e70\u5356\u4fe1\u53f7&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u3001MACD \u91d1\u53c9\u6b7b\u53c9\u3001\u52a8\u91cf\u53cd\u8f6c&#xff0c;\u4e0d\u4f9d\u8d56\u4efb\u4f55\u884c\u60c5\u7ec8\u7aef&#xff0c;\u4e5f\u4e0d\u53d1\u8d77\u7f51\u7edc\u8bf7\u6c42\u30021. \u4f60\u5c06\u5f97\u5230\u4ec0\u4e48<br \/>\nma_cros<\/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":[11815,11350,11351,99,81,50],"topic":[],"class_list":["post-104251","post","type-post","status-publish","format-standard","hentry","category-server","tag-11815","tag-11350","tag-api","tag-java","tag-python","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/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.wsisp.com\/helps\/104251.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf MACD\u91d1\u53c9\u6b7b\u53c9 \u52a8\u91cf\u53cd\u8f6c\u7cfb\u5217&#xff1a;\u300a\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa\u300b&#xff5c;\u8fde\u8f7d\u9879\u76ee \u00b7 \u7eaf GET \u53d6\u6570 \u00b7 \u4ec5\u4f9d\u8d56 requests \u9002\u7528&#xff1a;\u60f3\u89e3\u51b3\u300c\u5355\u6807\u7684\u4f55\u65f6\u8fdb\u51fa\u300d\u7684\u8bfb\u8005&#xff1b;\u5728 #10\/#11 \u6307\u6807\u4e0a\u751f\u6210\u4e70\u5356\u4fe1\u53f7&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u3001MACD \u91d1\u53c9\u6b7b\u53c9\u3001\u52a8\u91cf\u53cd\u8f6c&#xff0c;\u4e0d\u4f9d\u8d56\u4efb\u4f55\u884c\u60c5\u7ec8\u7aef&#xff0c;\u4e5f\u4e0d\u53d1\u8d77\u7f51\u7edc\u8bf7\u6c42\u30021. \u4f60\u5c06\u5f97\u5230\u4ec0\u4e48 ma_cros\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/104251.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-12T00:49:04+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/104251.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/104251.html\",\"name\":\"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-12T00:49:04+00:00\",\"dateModified\":\"2026-09-12T00:49:04+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/104251.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/104251.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/104251.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","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.wsisp.com\/helps\/104251.html","og_locale":"zh_CN","og_type":"article","og_title":"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf MACD\u91d1\u53c9\u6b7b\u53c9 \u52a8\u91cf\u53cd\u8f6c\u7cfb\u5217&#xff1a;\u300a\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa\u300b&#xff5c;\u8fde\u8f7d\u9879\u76ee \u00b7 \u7eaf GET \u53d6\u6570 \u00b7 \u4ec5\u4f9d\u8d56 requests \u9002\u7528&#xff1a;\u60f3\u89e3\u51b3\u300c\u5355\u6807\u7684\u4f55\u65f6\u8fdb\u51fa\u300d\u7684\u8bfb\u8005&#xff1b;\u5728 #10\/#11 \u6307\u6807\u4e0a\u751f\u6210\u4e70\u5356\u4fe1\u53f7&#xff1a;\u5747\u7ebf\u4ea4\u53c9\u3001MACD \u91d1\u53c9\u6b7b\u53c9\u3001\u52a8\u91cf\u53cd\u8f6c&#xff0c;\u4e0d\u4f9d\u8d56\u4efb\u4f55\u884c\u60c5\u7ec8\u7aef&#xff0c;\u4e5f\u4e0d\u53d1\u8d77\u7f51\u7edc\u8bf7\u6c42\u30021. \u4f60\u5c06\u5f97\u5230\u4ec0\u4e48 ma_cros","og_url":"https:\/\/www.wsisp.com\/helps\/104251.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-12T00:49:04+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/104251.html","url":"https:\/\/www.wsisp.com\/helps\/104251.html","name":"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-12T00:49:04+00:00","dateModified":"2026-09-12T00:49:04+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/104251.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/104251.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/104251.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u3010\u91cf\u5316\u7cfb\u7edf\u4ece\u96f6\u6784\u5efa #14\u3011\u62e9\u65f6(\u4e0a)\uff1a\u5747\u7ebf\u4ea4\u53c9\u00b7\u591a\u5747\u7ebf + MACD\u91d1\u53c9\u6b7b\u53c9 + \u52a8\u91cf\u53cd\u8f6c"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/104251","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=104251"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/104251\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=104251"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=104251"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=104251"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=104251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}