{"id":574,"date":"2025-07-30T00:57:58","date_gmt":"2025-07-29T16:57:58","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/?page_id=574"},"modified":"2025-11-15T23:06:49","modified_gmt":"2025-11-15T15:06:49","slug":"chapter14","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/chapter14\/","title":{"rendered":"3.6 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\/>\n<h2>1 \u7b56\u7565\u601d\u60f3\uff1a\u53cc\u5747\u7ebf\u4ea4\u53c9<\/h2>\n<p>\u5728\u5f00\u59cb\u7f16\u5199\u4ee3\u7801\u4e4b\u524d\uff0c\u6211\u4eec\u9996\u5148\u8981\u660e\u786e\u7b56\u7565\u7684\u201c\u601d\u60f3\u201d\u6216\u201c\u903b\u8f91\u201d\u3002\u8fd9\u662f\u6240\u6709\u91cf\u5316\u7b56\u7565\u7684\u8d77\u70b9\u3002<\/p>\n<p><strong>\u53cc\u5747\u7ebf\u4ea4\u53c9\u7b56\u7565<\/strong>\u662f\u6280\u672f\u5206\u6790\u4e2d\u6700\u5e7f\u4e3a\u4eba\u77e5\u7684\u7b56\u7565\u4e4b\u4e00\uff0c\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5229\u7528\u4e24\u6761\u4e0d\u540c\u5468\u671f\u7684\u79fb\u52a8\u5e73\u5747\u7ebf\uff08Moving Average, MA\uff09\u6765\u5224\u65ad\u5e02\u573a\u8d8b\u52bf\u7684\u8f6c\u6362\uff0c\u5e76\u4ea7\u751f\u4ea4\u6613\u4fe1\u53f7\u3002<\/p>\n<ul>\n<li><strong>\u77ed\u671f\u5747\u7ebf (Short MA)<\/strong>\uff1a\u901a\u5e38\u9009\u62e9\u8f83\u77ed\u7684\u5468\u671f\uff0c\u59825\u65e5\u300110\u65e5\u3002\u5b83\u5bf9\u4ef7\u683c\u53d8\u52a8\u66f4\u654f\u611f\uff0c\u80fd\u5feb\u901f\u53cd\u6620\u8fd1\u671f\u7684\u4ef7\u683c\u8d8b\u52bf\u3002<\/li>\n<li><strong>\u957f\u671f\u5747\u7ebf (Long MA)<\/strong>\uff1a\u901a\u5e38\u9009\u62e9\u8f83\u957f\u7684\u5468\u671f\uff0c\u598220\u65e5\u300160\u65e5\u3002\u5b83\u5bf9\u4ef7\u683c\u53d8\u52a8\u8f83\u4e3a\u5e73\u6ed1\uff0c\u80fd\u53cd\u6620\u957f\u671f\u7684\u5e02\u573a\u8d8b\u52bf\u3002<\/li>\n<\/ul>\n<p><strong>\u4ea4\u6613\u89c4\u5219\uff1a<\/strong><\/p>\n<ol>\n<li><strong>\u4e70\u5165\u4fe1\u53f7\uff08\u91d1\u53c9\uff09<\/strong>\uff1a\u5f53<strong>\u77ed\u671f\u5747\u7ebf<\/strong>\u4ece\u4e0b\u65b9<strong>\u4e0a\u7a7f<\/strong>\u957f\u671f\u5747\u7ebf\u65f6\uff0c\u88ab\u89c6\u4e3a\u4e00\u4e2a\u770b\u6da8\u4fe1\u53f7\uff0c\u8868\u660e\u77ed\u671f\u8d8b\u52bf\u5f00\u59cb\u5f3a\u4e8e\u957f\u671f\u8d8b\u52bf\uff0c\u53ef\u80fd\u9884\u793a\u7740\u4e00\u8f6e\u4e0a\u6da8\u884c\u60c5\u7684\u5f00\u59cb\u3002\u6b64\u65f6\uff0c\u6211\u4eec\u6267\u884c<strong>\u4e70\u5165<\/strong>\u64cd\u4f5c\u3002<\/li>\n<li><strong>\u5356\u51fa\u4fe1\u53f7\uff08\u6b7b\u53c9\uff09<\/strong>\uff1a\u5f53<strong>\u77ed\u671f\u5747\u7ebf<\/strong>\u4ece\u4e0a\u65b9<strong>\u4e0b\u7a7f<\/strong>\u957f\u671f\u5747\u7ebf\u65f6\uff0c\u88ab\u89c6\u4e3a\u4e00\u4e2a\u770b\u8dcc\u4fe1\u53f7\uff0c\u8868\u660e\u77ed\u671f\u8d8b\u52bf\u5f00\u59cb\u5f31\u4e8e\u957f\u671f\u8d8b\u52bf\uff0c\u53ef\u80fd\u9884\u793a\u7740\u4e00\u8f6e\u4e0b\u8dcc\u884c\u60c5\u7684\u5f00\u59cb\u3002\u6b64\u65f6\uff0c\u6211\u4eec\u6267\u884c<strong>\u5356\u51fa<\/strong>\u64cd\u4f5c\u3002<\/li>\n<\/ol>\n<p><strong>\u4ed3\u4f4d\u7ba1\u7406\u89c4\u5219\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u4e70\u5165<\/strong>\uff1a\u5f53\u51fa\u73b0\u91d1\u53c9\u4fe1\u53f7\u4e14\u6211\u4eec\u5f53\u524d<strong>\u6ca1\u6709\u6301\u4ed3<\/strong>\u65f6\uff0c\u5168\u4ed3\u4e70\u5165\u3002<\/li>\n<li><strong>\u5356\u51fa<\/strong>\uff1a\u5f53\u51fa\u73b0\u6b7b\u53c9\u4fe1\u53f7\u4e14\u6211\u4eec\u5f53\u524d<strong>\u6301\u6709\u4ed3\u4f4d<\/strong>\u65f6\uff0c\u5168\u4ed3\u5356\u51fa\u3002<\/li>\n<\/ul>\n<blockquote><p>\n  <strong>\ud83d\udca1 \u601d\u8003\u4e0e\u7b80\u5316\uff1a<\/strong><br \/>\n  \u8fd9\u4e2a\u7b56\u7565\u975e\u5e38\u7eaf\u7cb9\uff0c\u5b83\u53ea\u5173\u5fc3\u4e00\u4ef6\u4e8b\uff1a\u4e24\u6761\u5747\u7ebf\u7684\u76f8\u5bf9\u4f4d\u7f6e\u3002\u5b83\u4e0d\u8003\u8651\u6210\u4ea4\u91cf\u3001\u57fa\u672c\u9762\u6216\u5176\u4ed6\u4efb\u4f55\u6307\u6807\u3002\u8fd9\u79cd\u7b80\u5355\u6027\u4f7f\u5176\u6210\u4e3a\u5b66\u4e60\u7b56\u7565\u7f16\u5199\u7684\u7edd\u4f73\u8303\u4f8b\u3002\n<\/p><\/blockquote>\n<hr \/>\n<h2>2 \u8fd0\u884c\u524d\u7684\u51c6\u5907\uff1a\u56de\u6d4b\u53c2\u6570\u8bbe\u7f6e<\/h2>\n<p>\u5728\u6df1\u5165\u4ee3\u7801\u7ec6\u8282\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u5728\u770b\u6d77\u91cf\u5316\u7684\u4e3b\u754c\u9762\u4e0a\uff0c\u4e3a\u5373\u5c06\u8fd0\u884c\u7684 <code>\u53cc\u5747\u7ebf\u7cbe\u7b80.py<\/code> \u7b56\u7565\u914d\u7f6e\u597d\u6b63\u786e\u7684\u201c\u571f\u58e4\u201d\u3002\u4e00\u4e2a\u6b63\u786e\u7684\u914d\u7f6e\u662f\u7b56\u7565\u80fd\u5426\u6309\u9884\u671f\u8fd0\u884c\u7684\u524d\u63d0\u3002<\/p>\n<p>\u5bf9\u4e8e\u6211\u4eec\u7684\u65e5\u7ebf\u7ea7\u522b\u53cc\u5747\u7ebf\u7b56\u7565\uff0c\u63a8\u8350\u7684\u6838\u5fc3\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u9009\u62e9\u7b56\u7565\u6587\u4ef6<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u5728\u4e3b\u754c\u9762\u7684\u201c\u7b56\u7565\u6587\u4ef6\u201d\u4e0b\u62c9\u83dc\u5355\u4e2d\uff0c\u627e\u5230\u5e76\u9009\u62e9 <code>strategies\/\u53cc\u5747\u7ebf\u7cbe\u7b80.py<\/code>\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u8bbe\u7f6e\u56de\u6d4b\u65f6\u6bb5<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u9009\u62e9\u4e00\u4e2a\u60a8\u611f\u5174\u8da3\u7684\u56de\u6d4b\u5f00\u59cb\u548c\u7ed3\u675f\u65e5\u671f\uff0c\u4f8b\u5982 <code>2025-01-01<\/code> \u5230 <code>2025-07-03<\/code>\uff0c\u4ee5\u89c2\u5bdf\u7b56\u7565\u5728\u8fc7\u53bb\u4e00\u6574\u5e74\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u914d\u7f6e\u6570\u636e\u4e0e\u89e6\u53d1\u65b9\u5f0f (\u6838\u5fc3)<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li><strong>\u6570\u636e\u8bbe\u7f6e<\/strong>:\n<ul>\n<li><strong>\u5468\u671f<\/strong>: \u9009\u62e9 <code>1d<\/code>\u3002\u56e0\u4e3a\u6211\u4eec\u7684\u7b56\u7565\u662f\u57fa\u4e8e\u201c\u65e5\u201d\u5747\u7ebf\uff0c\u6240\u4ee5\u5fc5\u987b\u4f7f\u7528\u65e5\u7ebf\u7ea7\u522b\u7684\u6570\u636e\u4f5c\u4e3a\u8ba1\u7b97\u57fa\u7840\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u89e6\u53d1\u65b9\u5f0f<\/strong>:\n<ul>\n<li><strong>\u7c7b\u578b<\/strong>: \u9009\u62e9 <code>\u65e5K\u7ebf\u89e6\u53d1<\/code>\u3002\u8fd9\u4e2a\u8bbe\u7f6e\u786e\u4fdd\u4e86\u6211\u4eec\u7684\u7b56\u7565\u4e3b\u903b\u8f91\u51fd\u6570 <code>khHandlebar<\/code> <strong>\u6bcf\u5929\u53ea\u5728\u5f00\u76d8\u65f6\u88ab\u8c03\u7528\u4e00\u6b21<\/strong>\u3002\u8fd9\u5b8c\u7f8e\u5339\u914d\u4e86\u6211\u4eec\u65e5\u7ebf\u7ea7\u522b\u7684\u4ea4\u6613\u9891\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ol start=\"4\">\n<li><strong>\u8bbe\u7f6e\u80a1\u7968\u6c60<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u56e0\u4e3a <code>\u53cc\u5747\u7ebf\u7cbe\u7b80.py<\/code> \u662f\u4e00\u4e2a<strong>\u5355\u80a1\u7968\u7b56\u7565<\/strong>\uff0c\u6240\u4ee5\u6211\u4eec\u53ea\u9700\u8981\u5728\u201c\u80a1\u7968\u6c60\u201d\u533a\u57df\u6dfb\u52a0\u4e00\u53ea\u80a1\u7968\u4f5c\u4e3a\u56de\u6d4b\u6807\u7684\u5373\u53ef\u3002<\/li>\n<li>\u70b9\u51fb\u201c\u6dfb\u52a0\u80a1\u7968\u201d\u6309\u94ae\uff0c\u8f93\u5165\u60a8\u60f3\u56de\u6d4b\u7684\u80a1\u7968\u4ee3\u7801\uff0c\u4f8b\u5982 <code>000001.SZ<\/code> (\u5e73\u5b89\u94f6\u884c)\u3002<\/li>\n<\/ul>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/07\/\u53cc\u66f2\u7ebf\u7b56\u7565\u8bbe\u7f6e\u754c\u9762.png\" alt=\"\u5355\u80a1\u7968\u7b56\u7565\u56de\u6d4b\u8bbe\u7f6e\" \/>\n<\/p>\n<blockquote><p>\n  <strong>\u26a0\ufe0f \u91cd\u8981\u63d0\u793a1\uff1a<\/strong><br \/>\n  \u6570\u636e\u5468\u671f\u548c\u89e6\u53d1\u65b9\u5f0f\u7684\u5339\u914d\u81f3\u5173\u91cd\u8981\u3002\u5bf9\u4e8e\u65e5\u7ebf\u7b56\u7565\uff0c\u4f7f\u7528 <code>1d<\/code> \u6570\u636e\u548c <code>\u65e5K\u7ebf\u89e6\u53d1<\/code> \u662f\u6700\u5408\u7406\u3001\u6700\u9ad8\u6548\u7684\u7ec4\u5408\u3002\u5982\u679c\u9519\u8bef\u5730\u4f7f\u7528\u4e86 <code>tick<\/code> \u6570\u636e\u6216 <code>tick\u89e6\u53d1<\/code>\uff0c\u4f1a\u5bfc\u81f4\u7b56\u7565\u5728\u6bcf\u4e2atick\u90fd\u8fdb\u884c\u4e00\u6b21\u4e0d\u5fc5\u8981\u7684\u65e5\u7ebf\u8ba1\u7b97\uff0c\u6781\u5927\u5730\u62d6\u6162\u56de\u6d4b\u901f\u5ea6\u4e14\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n<p>  \u26a0\ufe0f \u91cd\u8981\u63d0\u793a2\uff1a<\/p>\n<p>  \u5728\u8fd0\u884c\u7b56\u7565\u524d\uff0c\u52a1\uff01\u5fc5\uff01\u786e\uff01\u8ba4\uff01\u6240\u9009\u80a1\u7968\u5728\u6307\u5b9a\u7684\u65f6\u95f4\u6bb5\u5185\u6210\u529f\u8865\u5145\u4e86\u76f8\u5e94\u5468\u671f\u7684\u6570\u636e\u3002\n<\/p><\/blockquote>\n<p>\u5b8c\u6210\u4ee5\u4e0a\u8bbe\u7f6e\u540e\uff0c\u6211\u4eec\u5c31\u6709\u4e86\u4e00\u4e2a\u968f\u65f6\u53ef\u4ee5\u8fd0\u884c\u56de\u6d4b\u7684\u6b63\u786e\u73af\u5883\u3002\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u5e26\u7740\u8fd9\u4e9b\u8bbe\u7f6e\uff0c\u53bb\u6df1\u5165\u7406\u89e3\u7b56\u7565\u4ee3\u7801\u662f\u5982\u4f55\u5b9e\u73b0\u6211\u4eec\u7684\u4ea4\u6613\u601d\u60f3\u7684\u3002<\/p>\n<hr \/>\n<h2>3 \u5355\u80a1\u7968\u7b56\u7565\u5b9e\u73b0 (\u4ee5 <code>\u53cc\u5747\u7ebf\u7cbe\u7b80.py<\/code> \u4e3a\u4f8b)<\/h2>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u5c06\u4e0a\u8ff0\u601d\u60f3\u7ffb\u8bd1\u6210\u4ee3\u7801\u3002\u6211\u4eec\u5c06\u4ee5 <code>\u53cc\u5747\u7ebf\u7cbe\u7b80.py<\/code> \u6587\u4ef6\u4e3a\u4f8b\uff0c\u9010\u884c\u8fdb\u884c\u8bb2\u89e3\u3002<\/p>\n<pre><code class=\"language-python line-numbers\"># coding: utf-8\n# 1. \u5bfc\u5165\u5de5\u5177\u5305\nfrom khQuantImport import *\n\n# 2. \u521d\u59cb\u5316\u51fd\u6570 (\u672c\u6b21\u7b56\u7565\u672a\u4f7f\u7528)\ndef init(stocks=None, data=None):\n    \"\"\"\u7b56\u7565\u521d\u59cb\u5316\"\"\"\n    pass\n\n# 3. \u7b56\u7565\u4e3b\u903b\u8f91\u51fd\u6570\ndef khHandlebar(data: Dict) -&gt; List[Dict]:\n    \"\"\"\u7b56\u7565\u4e3b\u903b\u8f91\uff0c\u5728\u6bcf\u4e2aK\u7ebf\u6216Tick\u6570\u636e\u5230\u6765\u65f6\u6267\u884c\"\"\"\n\n    # 4. \u521d\u59cb\u5316\u4fe1\u53f7\u5217\u8868\n    signals = []\n\n    # 5. \u83b7\u53d6\u6570\u636e\n    stock_code = khGet(data, \"first_stock\")\n    current_price = khPrice(data, stock_code, \"open\")\n    current_date_num = khGet(data, \"date_num\")\n\n    # 6. \u8ba1\u7b97\u6307\u6807\n    ma_short = MA(stock_code, 5, end_time=current_date_num)\n    ma_long = MA(stock_code, 20, end_time=current_date_num)\n\n    # (\u53ef\u9009) \u6253\u5370\u65e5\u5fd7\u7528\u4e8e\u8c03\u8bd5\n    logging.info(f\"\u8ba1\u7b97\u7ed3\u679c - \u77ed\u671f\u5747\u7ebf: {ma_short:.2f}, \u957f\u671f\u5747\u7ebf: {ma_long:.2f}\")\n\n    # 7. \u83b7\u53d6\u6301\u4ed3\u72b6\u6001\n    has_position = khHas(data, stock_code)\n\n    # 8. \u7f16\u5199\u4ea4\u6613\u903b\u8f91\n    if ma_short &gt; ma_long and not has_position:\n        # 9. \u751f\u6210\u4e70\u5165\u4fe1\u53f7\n        signals = generate_signal(data, stock_code, current_price, 1.0, 'buy', \n                                  f\"5\u65e5\u7ebf({ma_short:.2f})\u4e0a\u7a7f20\u65e5\u7ebf({ma_long:.2f})\")\n\n    elif ma_short &lt; ma_long and has_position:\n        # 10. \u751f\u6210\u5356\u51fa\u4fe1\u53f7\n        signals = generate_signal(data, stock_code, current_price, 1.0, 'sell', \n                                  f\"5\u65e5\u7ebf({ma_short:.2f})\u4e0b\u7a7f20\u65e5\u7ebf({ma_long:.2f})\")\n\n    # 11. \u8fd4\u56de\u4fe1\u53f7\n    return signals\n<\/code><\/pre>\n<h3>\u4ee3\u7801\u5206\u6b65\u8be6\u89e3<\/h3>\n<ol>\n<li><strong>\u5bfc\u5165\u5de5\u5177\u5305<\/strong>: <code>from khQuantImport import *<\/code><\/li>\n<\/ol>\n<ul>\n<li>\u8fd9\u662f\u7f16\u5199\u6240\u6709\u7b56\u7565\u7684<strong>\u201c\u9b54\u6cd5\u5492\u8bed\u201d<\/strong>\u3002\u5b83\u5c06\u7b2c\u5341\u4e09\u7ae0\u4e2d\u4ecb\u7ecd\u7684\u6240\u6709\u4fbf\u6377\u51fd\u6570\uff08\u5982 <code>khGet<\/code>, <code>khPrice<\/code>, <code>MA<\/code>, <code>generate_signal<\/code> \u7b49\uff09\u5168\u90e8\u5bfc\u5165\uff0c\u8ba9\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u521d\u59cb\u5316\u51fd\u6570 <code>init<\/code><\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u8fd9\u4e2a\u51fd\u6570\u5728\u6574\u4e2a\u56de\u6d4b\u4efb\u52a1\u5f00\u59cb\u65f6<strong>\u53ea\u6267\u884c\u4e00\u6b21<\/strong>\u3002\u5bf9\u4e8e\u4e00\u4e9b\u590d\u6742\u7684\u7b56\u7565\uff0c\u53ef\u4ee5\u5728\u8fd9\u91cc\u5b9a\u4e49\u5168\u5c40\u53d8\u91cf\u3001\u52a0\u8f7d\u5916\u90e8\u6570\u636e\u7b49\u3002\u4f46\u5bf9\u4e8e\u6211\u4eec\u8fd9\u4e2a\u7b80\u5355\u7684\u53cc\u5747\u7ebf\u7b56\u7565\uff0c\u4e0d\u9700\u8981\u4efb\u4f55\u521d\u59cb\u5316\u64cd\u4f5c\uff0c\u6240\u4ee5\u51fd\u6570\u4f53\u53ea\u6709\u4e00\u884c <code>pass<\/code>\uff0c\u8868\u793a\u201c\u4ec0\u4e48\u90fd\u4e0d\u505a\u201d\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u7b56\u7565\u4e3b\u903b\u8f91\u51fd\u6570 <code>khHandlebar<\/code><\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u8fd9\u662f\u7b56\u7565\u7684\u201c\u5fc3\u810f\u201d\u3002\u6846\u67b6\u4f1a\u6839\u636e\u4f60\u5728\u4e3b\u754c\u9762\u8bbe\u7f6e\u7684\u89e6\u53d1\u65b9\u5f0f\uff08\u5982\u201c\u65e5K\u7ebf\u89e6\u53d1\u201d\uff09\uff0c\u5728\u6bcf\u4e2a\u4ea4\u6613\u65e5\u5f00\u76d8\u65f6\u8c03\u7528\u4e00\u6b21\u8fd9\u4e2a\u51fd\u6570\u3002\u6240\u6709\u7684\u5224\u65ad\u548c\u4ea4\u6613\u903b\u8f91\u90fd\u5728\u8fd9\u91cc\u5b8c\u6210\u3002<\/li>\n<li>\u5b83\u63a5\u6536\u4e00\u4e2a\u540d\u4e3a <code>data<\/code> \u7684\u5b57\u5178\u4f5c\u4e3a\u53c2\u6570\uff0c\u8fd9\u4e2a\u5b57\u5178\u5c31\u662f\u6211\u4eec\u4e4b\u524d\u63d0\u8fc7\u7684 <code>context<\/code>\uff0c\u5305\u542b\u4e86\u5f53\u524d\u65f6\u95f4\u70b9\u6240\u6709\u9700\u8981\u7684\u4fe1\u606f\u3002<\/li>\n<li>\u5b83\u5fc5\u987b\u8fd4\u56de\u4e00\u4e2a\u5217\u8868\uff08<code>List[Dict]<\/code>\uff09\uff0c\u8fd9\u4e2a\u5217\u8868\u91cc\u88c5\u7740\u4ea4\u6613\u4fe1\u53f7\u3002<\/li>\n<\/ul>\n<ol start=\"4\">\n<li><strong>\u521d\u59cb\u5316\u4fe1\u53f7\u5217\u8868<\/strong>: <code>signals = []<\/code><\/li>\n<\/ol>\n<ul>\n<li>\u6211\u4eec\u9996\u5148\u521b\u5efa\u4e00\u4e2a\u7a7a\u7684\u5217\u8868\uff0c\u7528\u6765\u5b58\u653e\u672c\u8f6e\u53ef\u80fd\u4ea7\u751f\u7684\u4ea4\u6613\u4fe1\u53f7\u3002\u8fd9\u662f\u4e00\u4e2a\u597d\u4e60\u60ef\u3002<\/li>\n<\/ul>\n<ol start=\"5\">\n<li><strong>\u83b7\u53d6\u6570\u636e<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li><code>stock_code = khGet(data, \"first_stock\")<\/code>: \u5bf9\u4e8e\u5355\u80a1\u7968\u7b56\u7565\uff0c\u6211\u4eec\u901a\u5e38\u53ea\u5173\u5fc3\u80a1\u7968\u6c60\u91cc\u7684\u7b2c\u4e00\u53ea\uff08\u4e5f\u662f\u552f\u4e00\u4e00\u53ea\uff09\u80a1\u7968\u3002<code>khGet<\/code> \u51fd\u6570\u53ef\u4ee5\u8f7b\u677e\u5730\u5e2e\u6211\u4eec\u62ff\u5230\u5b83\u7684\u4ee3\u7801\u3002<\/li>\n<li><code>current_price = khPrice(data, stock_code, \"open\")<\/code>: \u6211\u4eec\u83b7\u53d6\u8be5\u80a1\u7968<strong>\u5f53\u5929\u7684\u5f00\u76d8\u4ef7<\/strong>\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u6211\u4eec\u4e70\u5356\u7684\u53c2\u8003\u4ef7\u683c\u3002<\/li>\n<li><code>current_date_num = khGet(data, \"date_num\")<\/code>: \u6211\u4eec\u83b7\u53d6 <code>\"YYYYMMDD\"<\/code> \u683c\u5f0f\u7684\u5f53\u524d\u65e5\u671f\uff0c\u8fd9\u662f\u4e3a\u4e86\u5728\u4e0b\u4e00\u6b65\u8ba1\u7b97\u5386\u53f2\u5747\u7ebf\u65f6\uff0c\u544a\u8bc9\u51fd\u6570\u6570\u636e\u5e94\u8be5\u622a\u6b62\u5230\u54ea\u4e00\u5929\uff0c\u4ee5<strong>\u907f\u514d\u4f7f\u7528\u672a\u6765\u6570\u636e<\/strong>\u3002<\/li>\n<\/ul>\n<ol start=\"6\">\n<li><strong>\u8ba1\u7b97\u6307\u6807<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li><code>ma_short = MA(stock_code, 5, end_time=current_date_num)<\/code>: \u8c03\u7528 <code>MA<\/code> \u51fd\u6570\u8ba1\u7b975\u65e5\u77ed\u671f\u5747\u7ebf\u3002<\/li>\n<li><code>ma_long = MA(stock_code, 20, end_time=current_date_num)<\/code>: \u8ba1\u7b9720\u65e5\u957f\u671f\u5747\u7ebf\u3002<\/li>\n<li><strong>\u26a0\ufe0f \u6ce8\u610f<\/strong>\uff1a\u8fd9\u91cc\u4f20\u5165 <code>end_time<\/code> \u53c2\u6570\u81f3\u5173\u91cd\u8981\uff01\u5b83\u786e\u4fdd\u4e86\u5728\u8ba1\u7b97\u5747\u7ebf\u65f6\uff0c\u53ea\u4f7f\u7528\u622a\u6b62\u5230 <code>current_date_num<\/code> <strong>\u4e4b\u524d<\/strong>\u7684\u6570\u636e\uff0c\u5b8c\u7f8e\u5730\u907f\u514d\u4e86\u672a\u6765\u51fd\u6570\u95ee\u9898\uff0c\u4fdd\u8bc1\u4e86\u56de\u6d4b\u7684\u516c\u5e73\u6027\u3002<\/li>\n<\/ul>\n<ol start=\"7\">\n<li><strong>\u83b7\u53d6\u6301\u4ed3\u72b6\u6001<\/strong>: <code>has_position = khHas(data, stock_code)<\/code><\/li>\n<\/ol>\n<ul>\n<li>\u4f7f\u7528 <code>khHas<\/code> \u51fd\u6570\u5224\u65ad\u6211\u4eec\u5f53\u524d\u662f\u5426\u6301\u6709\u8fd9\u53ea\u80a1\u7968\u7684\u4ed3\u4f4d\u3002<\/li>\n<\/ul>\n<ol start=\"8\">\n<li><strong>\u7f16\u5199\u4ea4\u6613\u903b\u8f91<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li><code>if ma_short &gt; ma_long and not has_position:<\/code>: \u8fd9\u662f<strong>\u91d1\u53c9\u4e70\u5165<\/strong>\u7684\u5224\u65ad\u6761\u4ef6\u3002<code>ma_short &gt; ma_long<\/code> \u8868\u793a\u77ed\u671f\u5747\u7ebf\u5728\u957f\u671f\u5747\u7ebf\u4e0a\u65b9\uff08\u5373\u91d1\u53c9\u72b6\u6001\uff09\uff0c<code>not has_position<\/code> \u8868\u793a\u6211\u4eec\u5f53\u524d\u6ca1\u6709\u6301\u4ed3\u3002\u4e24\u4e2a\u6761\u4ef6\u540c\u65f6\u6ee1\u8db3\uff0c\u624d\u4f1a\u89e6\u53d1\u4e70\u5165\u3002<\/li>\n<li><code>elif ma_short &lt; ma_long and has_position:<\/code>: \u8fd9\u662f<strong>\u6b7b\u53c9\u5356\u51fa<\/strong>\u7684\u5224\u65ad\u6761\u4ef6\u3002<code>ma_short &lt; ma_long<\/code> \u8868\u793a\u6b7b\u53c9\u72b6\u6001\uff0c<code>has_position<\/code> \u8868\u793a\u6211\u4eec\u5f53\u524d\u6301\u6709\u4ed3\u4f4d\u3002<\/li>\n<\/ul>\n<ol start=\"9\">\n<li><strong>\u751f\u6210\u4e70\u5165\u4fe1\u53f7<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u6211\u4eec\u8c03\u7528 <code>generate_signal<\/code> \u51fd\u6570\u3002<\/li>\n<li><code>data<\/code>: \u4f20\u5165\u5b8c\u6574\u7684 <code>context<\/code>\u3002<\/li>\n<li><code>stock_code<\/code>, <code>current_price<\/code>: \u4f20\u5165\u80a1\u7968\u4ee3\u7801\u548c\u8ba1\u5212\u4ea4\u6613\u7684\u4ef7\u683c\u3002<\/li>\n<li><code>1.0<\/code>: \u8d44\u91d1\u4f7f\u7528\u6bd4\u4f8b\u3002<code>1.0<\/code> \u8868\u793a\u4f7f\u7528<strong>\u5168\u90e8\u53ef\u7528\u8d44\u91d1<\/strong>\u3002\u51fd\u6570\u4f1a\u81ea\u52a8\u8ba1\u7b97\u80fd\u4e70\u591a\u5c11\u80a1\u3002<\/li>\n<li><code>'buy'<\/code>: \u4ea4\u6613\u65b9\u5411\u3002<\/li>\n<li><code>f\"...\"<\/code>: \u4ea4\u6613\u539f\u56e0\uff0c\u4f7f\u7528f-string\u53ef\u4ee5\u52a8\u6001\u5730\u5c06\u5f53\u524d\u7684\u5747\u7ebf\u503c\u8bb0\u5f55\u4e0b\u6765\uff0c\u65b9\u4fbf\u590d\u76d8\u3002<\/li>\n<\/ul>\n<ol start=\"10\">\n<li><strong>\u751f\u6210\u5356\u51fa\u4fe1\u53f7<\/strong>:\n<ul>\n<li>\u540c\u6837\u8c03\u7528 <code>generate_signal<\/code> \u51fd\u6570\u3002<\/li>\n<li><code>1.0<\/code>: \u6301\u4ed3\u5356\u51fa\u6bd4\u4f8b\u3002<code>1.0<\/code> \u8868\u793a<strong>\u5356\u51fa\u5168\u90e8\u6301\u4ed3<\/strong>\u3002<\/li>\n<li><code>'sell'<\/code>: \u4ea4\u6613\u65b9\u5411\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8fd4\u56de\u4fe1\u53f7<\/strong>: <code>return signals<\/code>\n<ul>\n<li>\u5c06\u5305\u542b\u4ea4\u6613\u4fe1\u53f7\u7684\u5217\u8868\u8fd4\u56de\u7ed9\u6846\u67b6\u3002\u6846\u67b6\u6536\u5230\u540e\u4f1a\u81ea\u52a8\u6267\u884c\u4e0b\u5355\u3002\u5982\u679c\u6574\u4e2a\u8fc7\u7a0b\u6ca1\u6709\u6ee1\u8db3\u4efb\u4f55\u6761\u4ef6\uff0c\u8fd4\u56de\u7684\u5c31\u662f\u4e00\u4e2a\u7a7a\u5217\u8868\uff0c\u8868\u793a\u672c\u8f6e\u65e0\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h2>4 \u591a\u80a1\u7968\u7b56\u7565\u8fdb\u9636 (\u4ee5 <code>\u53cc\u5747\u7ebf\u591a\u80a1\u7968.py<\/code> \u4e3a\u4f8b)<\/h2>\n<p>\u5b66\u4f1a\u4e86\u5355\u80a1\u7968\u7b56\u7565\u540e\uff0c\u5c06\u5176\u6269\u5c55\u4e3a\u80fd\u540c\u65f6\u5904\u7406\u4e00\u4e2a\u80a1\u7968\u6c60\u7684\u591a\u80a1\u7968\u7b56\u7565\uff0c\u5176\u5b9e\u975e\u5e38\u7b80\u5355\u3002\u6838\u5fc3\u601d\u60f3\u5c31\u662f<strong>\u5c06\u539f\u6709\u7684\u903b\u8f91\u653e\u5165\u4e00\u4e2a\u5faa\u73af\u4e2d\uff0c\u5bf9\u80a1\u7968\u6c60\u91cc\u7684\u6bcf\u4e00\u53ea\u80a1\u7968\u90fd\u72ec\u7acb\u5730\u6267\u884c\u4e00\u904d<\/strong>\u3002<\/p>\n<p>\u5728\u52a8\u624b\u4fee\u6539\u4ee3\u7801\u4e4b\u524d\uff0c\u8bf7\u5148\u5728<strong>\u4e3b\u754c\u9762<\/strong>\u4e0a\u505a\u597d\u51c6\u5907\uff1a<\/p>\n<ul>\n<li><strong>\u9009\u62e9\u7b56\u7565\u6587\u4ef6<\/strong>\uff1a\u5c06\u7b56\u7565\u6587\u4ef6\u5207\u6362\u4e3a <code>\u53cc\u5747\u7ebf\u591a\u80a1\u7968.py<\/code>\u3002<\/li>\n<li><strong>\u4fee\u6539\u80a1\u7968\u6c60<\/strong>\uff1a\u8fd9\u662f\u5173\u952e\u4e00\u6b65\u3002\u60a8\u9700\u8981<strong>\u6e05\u7a7a<\/strong>\u4e4b\u524d\u53ea\u5305\u542b\u5355\u53ea\u80a1\u7968\u7684\u80a1\u7968\u6c60\uff0c\u7136\u540e\u901a\u8fc7\u201c\u6dfb\u52a0\u80a1\u7968\u201d\u6216\u201c\u5bfc\u5165\u80a1\u7968\u6c60\u201d\u529f\u80fd\uff0c<strong>\u52a0\u5165\u591a\u53ea\u80a1\u7968<\/strong>\uff0c\u4f8b\u5982\u5bfc\u5165\u201c\u6caa\u6df1300\u6210\u5206\u80a1\u201d\u5217\u8868\u3002<\/li>\n<\/ul>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/07\/\u53cc\u5747\u7ebf\u591a\u80a1\u7968\u7b56\u7565\u8bbe\u7f6e\u754c\u9762.png\" alt=\"\u591a\u80a1\u7968\u7b56\u7565\u56de\u6d4b\u8bbe\u7f6e\" \/>\n<\/p>\n<p>\u505a\u5b8c\u4ee5\u4e0a\u51c6\u5907\u540e\uff0c\u8ba9\u6211\u4eec\u770b\u770b <code>\u53cc\u5747\u7ebf\u591a\u80a1\u7968.py<\/code> \u662f\u5982\u4f55\u5b9e\u73b0\u7684\u3002<\/p>\n<pre><code class=\"language-python line-numbers\"># coding: utf-8\nfrom khQuantImport import *\n\ndef init(stocks=None, data=None):\n    \"\"\"\u7b56\u7565\u521d\u59cb\u5316\"\"\"\n    pass\n\ndef khHandlebar(data: Dict) -&gt; List[Dict]:\n    \"\"\"\u7b56\u7565\u4e3b\u903b\u8f91\uff0c\u652f\u6301\u591a\u53ea\u80a1\u7968\u7684\u53cc\u5747\u7ebf\u7b56\u7565\"\"\"\n    signals = []\n\n    # 1. \u83b7\u53d6\u6574\u4e2a\u80a1\u7968\u6c60\n    stock_list = khGet(data, \"stocks\")\n    current_date_num = khGet(data, \"date_num\")\n\n    # 2. \u904d\u5386\u80a1\u7968\u6c60\n    for stock_code in stock_list:\n        # --- \u5faa\u73af\u5185\u90e8\u7684\u903b\u8f91\u4e0e\u5355\u80a1\u7968\u7b56\u7565\u51e0\u4e4e\u5b8c\u5168\u76f8\u540c ---\n\n        current_price = khPrice(data, stock_code, \"open\")\n        ma_short = MA(stock_code, 5, end_time=current_date_num)\n        ma_long = MA(stock_code, 20, end_time=current_date_num)\n\n        has_position = khHas(data, stock_code)\n\n        if ma_short &gt; ma_long and not has_position:\n            # 3. \u8c03\u6574\u4ed3\u4f4d\u7ba1\u7406\n            buy_signal = generate_signal(data, stock_code, current_price, 0.5, 'buy', \n                                       f\"{stock_code[:6]} \u91d1\u53c9\u4e70\u5165\")\n            # 4. \u4f7f\u7528 extend \u6dfb\u52a0\u4fe1\u53f7\n            signals.extend(buy_signal)\n\n        elif ma_short &lt; ma_long and has_position:\n            sell_signal = generate_signal(data, stock_code, current_price, 1, 'sell', \n                                        f\"{stock_code[:6]} \u6b7b\u53c9\u5356\u51fa\")\n            signals.extend(sell_signal)\n\n    return signals\n<\/code><\/pre>\n<h3>\u4e0e\u5355\u80a1\u7968\u7b56\u7565\u7684\u6838\u5fc3\u533a\u522b<\/h3>\n<ol>\n<li><strong>\u83b7\u53d6\u6574\u4e2a\u80a1\u7968\u6c60<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u4e0d\u518d\u4f7f\u7528 <code>khGet(data, \"first_stock\")<\/code>\uff0c\u800c\u662f <code>stock_list = khGet(data, \"stocks\")<\/code>\uff0c\u4e00\u6b21\u6027\u83b7\u53d6\u4f60\u5728\u4e3b\u754c\u9762\u80a1\u7968\u6c60\u4e2d\u6dfb\u52a0\u7684\u6240\u6709\u80a1\u7968\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u904d\u5386\u80a1\u7968\u6c60<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u4f7f\u7528 <code>for stock_code in stock_list:<\/code> \u5faa\u73af\uff0c\u5bf9\u5217\u8868\u4e2d\u7684\u6bcf\u4e00\u53ea\u80a1\u7968\u91cd\u590d\u6267\u884c\u540e\u7eed\u7684\u903b\u8f91\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u8c03\u6574\u4ed3\u4f4d\u7ba1\u7406<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li>\u5728\u5355\u80a1\u7968\u7b56\u7565\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u5168\u4ed3\u4e70\u5165\uff08<code>ratio=1.0<\/code>\uff09\u3002\u4f46\u5728\u591a\u80a1\u7968\u7b56\u7565\u4e2d\uff0c\u5982\u679c\u5bf9\u7b2c\u4e00\u53ea\u6ee1\u8db3\u6761\u4ef6\u7684\u80a1\u7968\u5c31\u5168\u4ed3\u4e70\u5165\uff0c\u540e\u9762\u5373\u4f7f\u6709\u66f4\u597d\u7684\u673a\u4f1a\u4e5f\u6ca1\u6709\u8d44\u91d1\u4e86\u3002<\/li>\n<li>\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u4e70\u5165\u7684\u8d44\u91d1\u6bd4\u4f8b\u8c03\u6574\u4e3a\u4e00\u4e2a\u8f83\u5c0f\u7684\u503c\uff0c\u4f8b\u5982 <code>0.5<\/code> (\u537350%)\u3002\u8fd9\u610f\u5473\u7740\u6bcf\u53ea\u80a1\u7968\u6700\u591a\u4f7f\u7528\u5f53\u524d\u53ef\u7528\u8d44\u91d1\u768450%\u6765\u5efa\u4ed3\uff0c\u8fd9\u6837\u53ef\u4ee5\u5c06\u8d44\u91d1\u5206\u6563\u6295\u8d44\u5230\u591a\u53ea\u80a1\u7968\u4e0a\uff0c\u964d\u4f4e\u5355\u4e00\u4e2a\u80a1\u7684\u98ce\u9669\u3002<\/li>\n<\/ul>\n<ol start=\"4\">\n<li><strong>\u4f7f\u7528 <code>extend<\/code> \u6dfb\u52a0\u4fe1\u53f7<\/strong>:<\/li>\n<\/ol>\n<ul>\n<li><code>generate_signal<\/code> \u8fd4\u56de\u7684\u662f\u4e00\u4e2a\u5217\u8868\u3002\u5728\u5faa\u73af\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u5c06\u6bcf\u6b21\u65b0\u751f\u6210\u7684\u4fe1\u53f7\u5217\u8868<strong>\u8ffd\u52a0<\/strong>\u5230\u603b\u7684 <code>signals<\/code> \u5217\u8868\u4e2d\u3002\u8fd9\u91cc\u4f7f\u7528 <code>signals.extend(buy_signal)<\/code> \u800c\u4e0d\u662f <code>signals.append(buy_signal)<\/code>\u3002<\/li>\n<li><strong>\u533a\u522b<\/strong>: <code>append<\/code> \u4f1a\u5c06\u6574\u4e2a\u5217\u8868\u4f5c\u4e3a\u4e00\u4e2a\u5143\u7d20\u6dfb\u52a0\u8fdb\u53bb\uff0c\u5f62\u6210 <code>[[signal1], [signal2]]<\/code> \u8fd9\u6837\u7684\u5d4c\u5957\u7ed3\u6784\uff0c\u8fd9\u662f\u9519\u8bef\u7684\u3002\u800c <code>extend<\/code> \u4f1a\u5c06\u65b0\u5217\u8868\u4e2d\u7684\u5143\u7d20\u9010\u4e2a\u53d6\u51fa\uff0c\u6dfb\u52a0\u5230\u73b0\u6709\u5217\u8868\u4e2d\uff0c\u5f62\u6210 <code>[signal1, signal2]<\/code> \u8fd9\u6837\u7684\u6241\u5e73\u7ed3\u6784\uff0c\u8fd9\u624d\u662f\u6846\u67b6\u9700\u8981\u7684\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u5f53\u7136\u4e86\uff0c\u4f7f\u7528\u591a\u80a1\u7968\u7684\u7b56\u7565\u662f\u53ef\u4ee5\u517c\u5bb9\u5355\u652f\u80a1\u7968\u7684\u3002<\/p>\n<p>\u8fd0\u884c\u4e0a\u8ff0\u4e24\u4e2a\u7b56\u7565\uff0c\u5f97\u5230\u7684\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/07\/\u5355\u80a1\u7968\u56de\u6d4b\u7ed3\u679c.png\" alt=\"\u5355\u80a1\u7968\u7b56\u7565\u56de\u6d4b\u7ed3\u679c\" \/>\n<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/07\/\u591a\u80a1\u7968\u56de\u6d4b\u7ed3\u679c.png\" alt=\"\u591a\u80a1\u7968\u7b56\u7565\u56de\u6d4b\u7ed3\u679c\" \/>\n<\/p>\n<hr \/>\n<h2>5 \u603b\u7ed3\u4e0e\u5c55\u671b<\/h2>\n<p>\u606d\u559c\u4f60\uff01\u901a\u8fc7\u672c\u7ae0\u7684\u5b66\u4e60\uff0c\u4f60\u5df2\u7ecf\u638c\u63e1\u4e86\uff1a<\/p>\n<ul>\n<li>\u2705 \u5c06\u4e00\u4e2a\u4ea4\u6613\u601d\u8def\uff08\u53cc\u5747\u7ebf\u4ea4\u53c9\uff09\u8f6c\u5316\u4e3a\u4ee3\u7801\u7684\u5168\u8fc7\u7a0b\u3002<\/li>\n<li>\u2705 \u7f16\u5199\u4e00\u4e2a\u7b80\u6d01\u4e14\u529f\u80fd\u5b8c\u5907\u7684\u5355\u80a1\u7968\u7b56\u7565\u3002<\/li>\n<li>\u2705 \u5c06\u5355\u80a1\u7968\u7b56\u7565\u8f7b\u677e\u6269\u5c55\u4e3a\u652f\u6301\u80a1\u7968\u6c60\u7684\u591a\u80a1\u7968\u7b56\u7565\u3002<\/li>\n<li>\u2705 \u7406\u89e3\u4e86\u4e24\u79cd\u7b56\u7565\u5728\u56de\u6d4b\u8bbe\u7f6e\u4e0a\u7684\u6839\u672c\u533a\u522b\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u53ea\u662f\u4f60\u91cf\u5316\u4ea4\u6613\u4e4b\u65c5\u7684\u5f00\u59cb\u3002\u57fa\u4e8e\u672c\u7ae0\u6240\u5b66\u7684\u77e5\u8bc6\uff0c\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u8fdb\u884c\u5404\u79cd\u6269\u5c55\uff1a<\/p>\n<ul>\n<li><strong>\u66f4\u6362\u6307\u6807<\/strong>\uff1a\u5c06 <code>MA<\/code> \u6362\u6210 <code>EMA<\/code>, <code>BOLL<\/code>, <code>MACD<\/code> \u7b49\u5176\u4ed6\u4f60\u719f\u6089\u7684\u6280\u672f\u6307\u6807\u3002<\/li>\n<li><strong>\u4f18\u5316\u53c2\u6570<\/strong>\uff1a\u5c1d\u8bd5\u4e0d\u540c\u7684\u5747\u7ebf\u5468\u671f\u7ec4\u5408\uff08\u598210\u65e5 vs 30\u65e5\uff09\uff0c\u770b\u770b\u56de\u6d4b\u6548\u679c\u6709\u4f55\u4e0d\u540c\u3002<\/li>\n<li><strong>\u6539\u8fdb\u4ed3\u4f4d\u7ba1\u7406<\/strong>\uff1a\u5c1d\u8bd5\u66f4\u590d\u6742\u7684\u4ed3\u4f4d\u7ba1\u7406\u6a21\u578b\uff0c\u4f8b\u5982\u6839\u636e\u5e02\u573a\u6ce2\u52a8\u7387\u52a8\u6001\u8c03\u6574\u4ed3\u4f4d\u5927\u5c0f\u3002<\/li>\n<li><strong>\u589e\u52a0\u8fc7\u6ee4\u6761\u4ef6<\/strong>\uff1a\u5728\u4e70\u5165\u524d\u589e\u52a0\u5176\u4ed6\u8fc7\u6ee4\u6761\u4ef6\uff0c\u4f8b\u5982\u8981\u6c42\u6210\u4ea4\u91cf\u653e\u5927\uff0c\u6216\u8005\u8981\u6c42\u80a1\u7968\u5904\u4e8e\u4e0a\u6da8\u8d8b\u52bf\u7b49\u3002<\/li>\n<\/ul>\n<p>\u73b0\u5728\uff0c\u6253\u5f00\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u5e73\u53f0\uff0c\u5f00\u59cb\u6784\u5efa\u5c5e\u4e8e\u4f60\u81ea\u5df1\u7684\u7b2c\u4e00\u4e2a\u7b56\u7565\u5427\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u524d\u9762\u7684\u7ae0\u8282\u4e2d\uff0c\u6211\u4eec\u5df2\u7ecf\u719f\u6089\u4e86\u770b\u6d77\u91cf\u5316\uff08KHQuant\uff09\u7684\u754c\u9762\u64cd\u4f5c\u548c\u6838\u5fc3\u529f\u80fd\u3002\u73b0\u5728\uff0c\u8981\u4eb2\u624b\u7f16\u5199\u4e00\u4e2a\u5c5e\u4e8e\u81ea\u5df1\u7684\u91cf [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-574","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/574","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=574"}],"version-history":[{"count":8,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/574\/revisions"}],"predecessor-version":[{"id":749,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/574\/revisions\/749"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=574"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}