{"id":118861,"date":"2026-10-28T08:24:40","date_gmt":"2026-10-28T00:24:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118861.html"},"modified":"2026-10-28T08:24:40","modified_gmt":"2026-10-28T00:24:40","slug":"a%e8%82%a1%e9%87%8f%e5%8c%96%e7%ad%96%e7%95%a5%e5%9b%9e%e6%b5%8b%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e8%a1%8c%e6%83%85%e6%95%b0%e6%8d%ae%e5%88%b0%e7%bb%a9%e6%95%88%e8%af%84%e4%bc%b0%ef%bc%88-2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118861.html","title":{"rendered":"A\u80a1\u91cf\u5316\u7b56\u7565\u56de\u6d4b\u5b9e\u6218\uff1a\u4ece\u884c\u60c5\u6570\u636e\u5230\u7ee9\u6548\u8bc4\u4f30\uff08\u7b2c 24 \u7bc7\uff09\uff1a\u8d44\u91d1\u3001\u6280\u672f\u590d\u5408\u7b56\u7565"},"content":{"rendered":"

A\u80a1\u91cf\u5316\u7b56\u7565\u56de\u6d4b\u5b9e\u6218：\u4ece\u884c\u60c5\u6570\u636e\u5230\u7ee9\u6548\u8bc4\u4f30（\u7b2c 24 \u7bc7）：\u8d44\u91d1\u3001\u6280\u672f\u590d\u5408\u7b56\u7565<\/h2>\n

\u524d\u8a00<\/h3>\n

\u7b2c 21\u201323 \u7bc7\u662f\u8d44\u91d1\u89c6\u89d2（\u677f\u5757\/\u5317\u5411\/\u673a\u6784），\u7b2c 5\u201310 \u7bc7\u662f\u6280\u672f\u89c6\u89d2\u3002\u5355\u4e00\u7ef4\u5ea6\u90fd\u6709\u76f2\u533a：\u8d44\u91d1\u6d41\u53ef\u80fd"\u62c9\u9ad8\u51fa\u8d27"\u3001\u6280\u672f\u4fe1\u53f7\u53ef\u80fd"\u65e0\u91cf\u5047\u7a81\u7834"\u3002\u628a\u5b83\u4eec\u6295\u7968\u878d\u5408\u2014\u2014\u8d44\u91d1\u770b\u591a\u4e14\u6280\u672f\u770b\u591a\u624d\u51fa\u624b\u2014\u2014\u7528\u591a\u6e90\u5171\u8bc6\u964d\u4f4e\u5355\u7ef4\u566a\u97f3\u3002\u672c\u7bc7\u505a\u8d44\u91d1\u00d7\u6280\u672f\u7684\u590d\u5408\u7b56\u7565\u3002<\/p>\n

\u4e00\u3001\u63a5\u53e3\u539f\u59cb\u5b57\u6bb5\u68b3\u7406<\/h3>\n

\u672c\u7bc7\u662f\u878d\u5408\u5c42，\u8f93\u5165\u6765\u81ea\u524d\u6587\u771f\u5b9e\u63a5\u53e3（\u96f6\u7f16\u9020）：<\/p>\n\n\u7ef4\u5ea6\u63a5\u53e3\u5173\u952e\u5b57\u6bb5<\/tr>\n\n\n\n\n\n
\u677f\u5757\u8d44\u91d1<\/td>\nhizj\/zjh<\/td>\nnet5（5 \u65e5\u51c0\u6d41\u989d）<\/td>\n<\/tr>\n
\u5317\u5411<\/td>\nht\/nbzj\/bxpm<\/td>\njrcg（\u4e2a\u80a1\u51c0\u4e70\u989d）<\/td>\n<\/tr>\n
\u6280\u672f-\u5747\u7ebf<\/td>\nhsstock\/history\/ma<\/td>\nma5, ma20<\/td>\n<\/tr>\n
\u6280\u672f-MACD<\/td>\nhsstock\/history\/macd<\/td>\ndiff, dea<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u590d\u5408\u5668\u5bf9\u6bcf\u53ea\u6807\u7684，\u8d44\u91d1\u7ef4\u7ed9\u4e00\u7968\u3001\u6280\u672f\u7ef4\u7ed9\u4e00\u7968，\u591a\u6570\u770b\u591a\u624d\u4e70\u3002<\/p>\n

\u4e8c\u3001\u81ea\u7814\u884d\u751f\u7edf\u8ba1\u6307\u6807<\/h3>\n
    \n
  • \u8d44\u91d1\u7968 vote_fund = +1 if (net5>0 \u6216 jrcg>0) else \u22121：\u6709\u8d44\u91d1\u6d41\u5165\u770b\u591a\u3002<\/li>\n
  • \u6280\u672f\u7968 vote_tech = +1 if (ma5>ma20 \u4e14 diff>dea) else \u22121：\u5747\u7ebf\u591a\u5934 + MACD \u91d1\u53c9\u770b\u591a\u3002<\/li>\n
  • \u590d\u5408\u4fe1\u53f7 = vote_fund + vote_tech：>= +2 \u4e70\u5165\u3001<= \u22122 \u5356\u51fa\u3001\u5426\u5219\u6301\u6709\u3002<\/li>\n
  • \u4e24\u7968\u72ec\u7acb\u6765\u6e90\u3001\u4f4e\u76f8\u5173，\u878d\u5408\u540e\u566a\u97f3\u663e\u8457\u4f4e\u4e8e\u5355\u7ef4\u3002<\/li>\n<\/ul>\n

    \u4e09\u3001\u6570\u636e\u8868\u8bbe\u8ba1<\/h3>\n

    CREATE<\/span> TABLE<\/span> IF<\/span> NOT<\/span> EXISTS<\/span> fundtech_signal (<\/span>
    \n stock TEXT<\/span> NOT<\/span> NULL<\/span>,<\/span>
    \n t TEXT<\/span> NOT<\/span> NULL<\/span>,<\/span>
    \n vote_fund INTEGER<\/span>,<\/span>
    \n vote_tech INTEGER<\/span>,<\/span>
    \n sig TEXT<\/span>,<\/span> — BUY\/SELL\/HOLD<\/span>
    \n PRIMARY<\/span> KEY<\/span> (<\/span>stock,<\/span> t)<\/span>
    \n)<\/span>;<\/span><\/p>\n

    \u56db\u3001\u5b8c\u6574\u4ee3\u7801<\/h3>\n

    4.1 \u8d44\u91d1 \u00d7 \u6280\u672f \u53cc\u7968\u878d\u5408<\/h4>\n

    import<\/span> sqlite3,<\/span> json,<\/span> time<\/p>\n

    BASE =<\/span> "https:\/\/api.biyingapi.com"<\/span>
    \nLICENCE =<\/span> "YOUR_LICENCE_HERE"<\/span>
    \nDB_PATH =<\/span> "backtest.db"<\/span><\/p>\n

    def<\/span> biying_api_get_retry<\/span>(<\/span>url,<\/span> timeout=<\/span>15<\/span>,<\/span> max_retry=<\/span>3<\/span>)<\/span>:<\/span>
    \n import<\/span> urllib.<\/span>request
    \n last =<\/span> None<\/span>
    \n for<\/span> i in<\/span> range<\/span>(<\/span>max_retry)<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n req =<\/span> urllib.<\/span>request.<\/span>Request(<\/span>url,<\/span> headers=<\/span>{<\/span>'User-Agent'<\/span>:<\/span> 'Mozilla\/5.0'<\/span>}<\/span>)<\/span>
    \n with<\/span> urllib.<\/span>request.<\/span>urlopen(<\/span>req,<\/span> timeout=<\/span>timeout)<\/span> as<\/span> r:<\/span>
    \n return<\/span> json.<\/span>loads(<\/span>r.<\/span>read(<\/span>)<\/span>.<\/span>decode(<\/span>'utf-8'<\/span>,<\/span> 'ignore'<\/span>)<\/span>)<\/span>
    \n except<\/span> Exception as<\/span> e:<\/span>
    \n last =<\/span> e
    \n if<\/span> i <<\/span> max_retry –<\/span> 1<\/span>:<\/span>
    \n time.<\/span>sleep(<\/span>1<\/span> +<\/span> i)<\/span>
    \n raise<\/span> last<\/p>\n

    def<\/span> fetch_one<\/span>(<\/span>stock,<\/span> api,<\/span> start,<\/span> end,<\/span> adj=<\/span>'f'<\/span>,<\/span> level=<\/span>'d'<\/span>,<\/span> lt=<\/span>1200<\/span>)<\/span>:<\/span>
    \n url =<\/span> (<\/span>f"<\/span>{<\/span>BASE}<\/span><\/span>\/hsstock\/history\/<\/span>{<\/span>api}<\/span><\/span>\/<\/span>{<\/span>stock}<\/span><\/span>\/<\/span>{<\/span>level}<\/span><\/span>\/<\/span>{<\/span>adj}<\/span><\/span>\/<\/span>{<\/span>LICENCE}<\/span><\/span>"<\/span><\/span>
    \n f"?st=<\/span>{<\/span>start}<\/span><\/span>&et=<\/span>{<\/span>end}<\/span><\/span>&lt=<\/span>{<\/span>lt}<\/span><\/span>"<\/span><\/span>)<\/span>
    \n data =<\/span> biying_api_get_retry(<\/span>url)<\/span>
    \n bars =<\/span> data if<\/span> isinstance<\/span>(<\/span>data,<\/span> list<\/span>)<\/span> else<\/span> data.<\/span>get(<\/span>'data'<\/span>,<\/span> [<\/span>]<\/span>)<\/span>
    \n return<\/span> sorted<\/span>(<\/span>bars,<\/span> key=<\/span>lambda<\/span> b:<\/span> b[<\/span>'t'<\/span>]<\/span>)<\/span><\/p>\n

    def<\/span> fundtech_vote<\/span>(<\/span>bar_ma,<\/span> bar_macd,<\/span> net5=<\/span>None<\/span>,<\/span> jrcg=<\/span>None<\/span>)<\/span>:<\/span>
    \n """\u8d44\u91d1\u7968 + \u6280\u672f\u7968 \u878d\u5408（\u7eaf\u8ba1\u7b97）\u3002"""<\/span>
    \n vote_fund =<\/span> 0<\/span>
    \n if<\/span> (<\/span>net5 is<\/span> not<\/span> None<\/span> and<\/span> net5 ><\/span> 0<\/span>)<\/span> or<\/span> (<\/span>jrcg is<\/span> not<\/span> None<\/span> and<\/span> jrcg ><\/span> 0<\/span>)<\/span>:<\/span>
    \n vote_fund =<\/span> 1<\/span>
    \n elif<\/span> (<\/span>net5 is<\/span> not<\/span> None<\/span> and<\/span> net5 <<\/span> 0<\/span>)<\/span> or<\/span> (<\/span>jrcg is<\/span> not<\/span> None<\/span> and<\/span> jrcg <<\/span> 0<\/span>)<\/span>:<\/span>
    \n vote_fund =<\/span> –<\/span>1<\/span>
    \n vote_tech =<\/span> 0<\/span>
    \n if<\/span> bar_ma.<\/span>get(<\/span>'ma5'<\/span>)<\/span> and<\/span> bar_ma.<\/span>get(<\/span>'ma20'<\/span>)<\/span>:<\/span>
    \n vote_tech +=<\/span> 1<\/span> if<\/span> float<\/span>(<\/span>bar_ma[<\/span>'ma5'<\/span>]<\/span>)<\/span> ><\/span> float<\/span>(<\/span>bar_ma[<\/span>'ma20'<\/span>]<\/span>)<\/span> else<\/span> –<\/span>1<\/span>
    \n if<\/span> bar_macd.<\/span>get(<\/span>'diff'<\/span>)<\/span> and<\/span> bar_macd.<\/span>get(<\/span>'dea'<\/span>)<\/span>:<\/span>
    \n vote_tech +=<\/span> 1<\/span> if<\/span> float<\/span>(<\/span>bar_macd[<\/span>'diff'<\/span>]<\/span>)<\/span> ><\/span> float<\/span>(<\/span>bar_macd[<\/span>'dea'<\/span>]<\/span>)<\/span> else<\/span> –<\/span>1<\/span>
    \n total =<\/span> vote_fund +<\/span> vote_tech
    \n sig =<\/span> 'BUY'<\/span> if<\/span> total >=<\/span> 2<\/span> else<\/span> (<\/span>'SELL'<\/span> if<\/span> total <=<\/span> –<\/span>2<\/span> else<\/span> 'HOLD'<\/span>)<\/span>
    \n return<\/span> vote_fund,<\/span> vote_tech,<\/span> sig<\/p>\n

    def<\/span> demo_ft<\/span>(<\/span>)<\/span>:<\/span>
    \n ma =<\/span> {<\/span>'ma5'<\/span>:<\/span> 10.5<\/span>,<\/span> 'ma20'<\/span>:<\/span> 9.8<\/span>}<\/span>
    \n macd =<\/span> {<\/span>'diff'<\/span>:<\/span> 0.2<\/span>,<\/span> 'dea'<\/span>:<\/span> 0.1<\/span>}<\/span>
    \n print<\/span>(<\/span>"\u8d44\u91d1+\u6280\u672f\u7968:"<\/span>,<\/span> fundtech_vote(<\/span>ma,<\/span> macd,<\/span> net5=<\/span>30.0<\/span>,<\/span> jrcg=<\/span>5.0<\/span>)<\/span>)<\/span><\/p>\n

    if<\/span> __name__ ==<\/span> '__main__'<\/span>:<\/span>
    \n demo_ft(<\/span>)<\/span><\/p>\n

    \u4e94\u3001\u5173\u952e\u4e1a\u52a1\u8bf4\u660e<\/h3>\n
      \n
    • \u4f4e\u76f8\u5173\u6e90\u878d\u5408\u624d\u964d\u566a：\u8d44\u91d1（\u535a\u5f08\u7ef4\u5ea6）\u4e0e\u6280\u672f（\u4ef7\u683c\u7ef4\u5ea6）\u4fe1\u606f\u6765\u6e90\u4e0d\u540c，\u5171\u8bc6\u6bd4\u5355\u7ef4\u53ef\u9760；\u82e5\u4e24\u6e90\u672c\u8d28\u540c\u6e90（\u5982\u5747\u6765\u81ea\u4ef7\u683c），\u878d\u5408\u589e\u76ca\u6709\u9650\u3002<\/li>\n
    • \u6743\u91cd\u53ef\u4e0d\u5bf9\u79f0：\u8d44\u91d1\u7968\u53ef\u7ed9\u66f4\u9ad8\u6743\u91cd（\u673a\u6784\/\u5317\u5411\u66f4"\u806a\u660e"），\u6216\u6280\u672f\u7968\u66f4\u7075\u654f；\u6743\u91cd\u662f\u8fc7\u62df\u5408\u6e90（\u7b2c 29 \u7bc7）\u3002<\/li>\n
    • \u4ecd\u662f\u4e8b\u4ef6\u7ea7\u4fe1\u53f7：\u590d\u5408\u540e\u4fe1\u53f7\u4ecd\u9700"\u4e0b\u4e00\u6839\u5f00\u76d8"\u6210\u4ea4（\u7b2c 3 \u7bc7\u5bf9\u9f50），\u907f\u514d\u524d\u89c6\u3002<\/li>\n
    • \u4e0e\u7b2c 10 \u7bc7\u533a\u522b：\u7b2c 10 \u7bc7\u878d\u7684\u662f\u591a\u4e2a\u6280\u672f\u6307\u6807（\u540c\u6e90），\u672c\u7bc7\u878d\u7684\u662f"\u8d44\u91d1+\u6280\u672f"\u8de8\u7ef4\u5ea6，\u964d\u566a\u66f4\u5b9e\u8d28\u3002<\/li>\n
    • \u53ef\u4f5c\u7ec4\u5408\u5e95\u5c42：\u590d\u5408\u4fe1\u53f7\u4f5c\u4e3a\u7b2c 25\u201328 \u7bc7\u7ec4\u5408\u7684\u9009\u80a1\u8f93\u5165\u3002<\/li>\n<\/ul>\n

      \u516d\u3001\u62d3\u5c55\u7ec3\u4e60<\/h3>\n
    • \u7ed9\u8d44\u91d1\u7968\u6743\u91cd 2\u3001\u6280\u672f\u7968\u6743\u91cd 1，\u5bf9\u6bd4\u7b49\u6743\u878d\u5408\u7684\u7ee9\u6548\u3002<\/li>\n
    • \u52a0\u5165\u7b2c 17 \u7bc7\u76c8\u5229\u8d28\u91cf\u4f5c\u7b2c\u4e09\u7968（\u57fa\u672c\u9762\u7ef4\u5ea6），\u505a\u4e09\u7ef4\u878d\u5408\u3002<\/li>\n
    • \u63a5\u7b2c 25 \u7bc7\u7ec4\u5408，\u628a\u590d\u5408\u4fe1\u53f7\u4e3a BUY \u7684\u6807\u7684\u7b49\u6743\u4e70\u5165\u3002<\/li>\n
    • \u7edf\u8ba1\u590d\u5408\u4fe1\u53f7 BUY \u540e\u7684\u80dc\u7387，\u5bf9\u6bd4\u5355\u8d44\u91d1\/\u5355\u6280\u672f\u4fe1\u53f7\u3002<\/li>\n

      \u4e0b\u7bc7\u9884\u544a<\/h3>\n

      \u7cfb\u5217\u7b2c 25 \u7bc7：\u7b49\u6743\u3001\u5e02\u503c\u52a0\u6743\u7ec4\u5408\u7b56\u7565 \u2014\u2014 \u5355\u6807\u7684\u7b56\u7565\u8bb2\u5b8c，\u4e0b\u4e00\u7bc7\u8fdb\u5165\u7ec4\u5408\u5c42：\u628a\u591a\u4e2a\u4fe1\u53f7\u6807\u7684\u6309\u7b49\u6743\u6216\u5e02\u503c\u52a0\u6743\u6784\u5efa\u7ec4\u5408，\u770b\u5206\u6563\u5316\u5982\u4f55\u964d\u6ce2\u52a8\u3001\u7a33\u6536\u76ca\u3002<\/p>\n

      \u514d\u8d23\u7533\u660e：\u672c\u7bc7\u5168\u90e8\u4ee3\u7801\u4e0e\u56de\u6d4b\u7ed3\u679c\u4ec5\u4f5c\u4e3a\u91cf\u5316\u7f16\u7a0b\u4e0e\u7b56\u7565\u7814\u7a76\u7684\u5b66\u4e60\u6f14\u793a，\u6240\u6709\u56de\u6d4b\u5747\u4e3a\u65b9\u6cd5\u6f14\u793a，\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002\u5e02\u573a\u6709\u98ce\u9669，\u6295\u8d44\u9700\u8c28\u614e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      A\u80a1\u91cf\u5316\u7b56\u7565\u56de\u6d4b\u5b9e\u6218：\u4ece\u884c\u60c5\u6570\u636e\u5230\u7ee9\u6548\u8bc4\u4f30（\u7b2c 24 \u7bc7）：\u8d44\u91d1\u3001\u6280\u672f\u590d\u5408\u7b56\u7565
      \n\u524d\u8a00
      \n\u7b2c 21\u201323 \u7bc7\u662f\u8d44\u91d1\u89c6\u89d2（\u677f\u5757\/\u5317\u5411\/\u673a\u6784），\u7b2c 5\u201310 \u7bc7\u662f\u6280\u672f\u89c6\u89d2\u3002\u5355\u4e00\u7ef4\u5ea6\u90fd\u6709\u76f2\u533a：\u8d44\u91d1\u6d41\u53ef\u80fd\\”\u62c9\u9ad8\u51fa\u8d27\\”\u3001\u6280\u672f\u4fe1\u53f7\u53ef\u80fd\\”\u65e0\u91cf\u5047\u7a81\u7834\\”\u3002\u628a\u5b83\u4eec\u6295\u7968\u878d\u5408\u2014\u2014\u8d44\u91d1\u770b\u591a\u4e14\u6280\u672f\u770b\u591a\u624d\u51fa\u624b\u2014\u2014\u7528\u591a\u6e90\u5171\u8bc6\u964d\u4f4e\u5355\u7ef4\u566a\u97f3\u3002\u672c\u7bc7\u505a\u8d44\u91d1\u00d7\u6280\u672f\u7684\u590d\u5408\u7b56\u7565\u3002
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