{"id":3324,"date":"2026-01-08T07:52:00","date_gmt":"2026-01-07T23:52:00","guid":{"rendered":"https:\/\/www.laoyulaoyu.com\/?p=3324"},"modified":"2025-12-27T16:56:06","modified_gmt":"2025-12-27T08:56:06","slug":"%e6%8a%80%e6%9c%af%e7%ac%94%e8%ae%b0%ef%bc%9a%e7%94%a8python%e5%ae%9e%e7%8e%b0%e5%80%ba%e5%88%b8etf%e6%97%a5%e5%8e%86%e4%ba%a4%e6%98%93%e7%9a%84%e9%87%8f%e5%8c%96%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2026\/01\/08\/%e6%8a%80%e6%9c%af%e7%ac%94%e8%ae%b0%ef%bc%9a%e7%94%a8python%e5%ae%9e%e7%8e%b0%e5%80%ba%e5%88%b8etf%e6%97%a5%e5%8e%86%e4%ba%a4%e6%98%93%e7%9a%84%e9%87%8f%e5%8c%96%e6%96%b9%e6%b3%95\/","title":{"rendered":"\u6280\u672f\u7b14\u8bb0\uff1a\u7528Python\u5b9e\u73b0\u503a\u5238ETF\u65e5\u5386\u4ea4\u6613\u7684\u91cf\u5316\u65b9\u6cd5"},"content":{"rendered":"\n

\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n

\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\n
\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u6700\u8fd1\u7814\u7a76\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u503a\u5238ETF\u4ea4\u6613\u6a21\u5f0f\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u4e0d\u4f9d\u8d56\u590d\u6742\u7684\u6280\u672f\u6307\u6807\uff0c\u800c\u662f\u57fa\u4e8e\u6708\u521d\u6708\u672b\u7684\u8d44\u91d1\u6d41\u52a8\u89c4\u5f8b<\/mark>\u3002\u901a\u8fc7Python\u91cf\u5316\u56de\u6d4b\uff0c\u6211\u53d1\u73b0\u8fd9\u4e2a\u7b80\u5355\u7684\u65e5\u5386\u7b56\u7565\u5728\u8fc7\u53bb20\u5e74\u8868\u73b0\u76f8\u5f53\u4eae\u773c\u3002\u4eca\u5929\u5c31\u628a\u8fd9\u4e2a\u65b9\u6cd5\u5206\u4eab\u51fa\u6765\uff0c\u4ec5\u4f9b\u5927\u5bb6\u5b66\u4e60\u53c2\u8003\u3002<\/pre>\n<\/blockquote>\n\n\n\n
\u4e00\u3001\u7b56\u7565\u7075\u611f\u6765\u6e90<\/strong><\/h2>\n\n\n\n
\u524d\u6bb5\u65f6\u95f4\u5728\u7814\u7a76\u503a\u5238ETF\u65f6\uff0c\u6211\u6ce8\u610f\u5230\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff1aTLT\uff08\u7f8e\u56fd\u957f\u671f\u56fd\u503aETF\uff09\u5728\u6bcf\u4e2a\u6708\u7684\u5f00\u59cb\u548c\u7ed3\u675f\u9636\u6bb5\uff0c\u4ef7\u683c\u8d70\u52bf\u4f3c\u4e4e\u6709\u4e00\u5b9a\u7684\u89c4\u5f8b\u6027<\/strong>\u3002\u8fd9\u79cd\u89c4\u5f8b\u5e76\u4e0d\u662f\u5076\u7136\u7684\uff0c\u800c\u662f\u7531\u5927\u578b\u673a\u6784\u7684\u8d44\u91d1\u6d41\u52a8\u9020\u6210\u7684\u3002<\/p>\n\n\n\n
\u517b\u8001\u91d1\u3001\u516c\u52df\u57fa\u91d1\u7b49\u5927\u578b\u673a\u6784\u901a\u5e38\u4f1a\u5728\u56fa\u5b9a\u65f6\u95f4\u8fdb\u884c\u8d44\u4ea7\u8c03\u6574\uff1a<\/p>\n\n\n\n
    \n
  • \u6708\u521d<\/strong>\uff1a\u65b0\u8d44\u91d1\u6d41\u5165\uff0c\u9700\u8981\u914d\u7f6e\u503a\u5238\u8d44\u4ea7<\/li>\n\n\n\n
  • \u6708\u672b<\/strong>\uff1a\u8fdb\u884c\u6708\u5ea6\u7ed3\u7b97\u548c\u4ed3\u4f4d\u8c03\u6574<\/li>\n<\/ul>\n\n\n\n
    \"\"
    \u56fe1\uff1a\u503a\u5238ETF\u6708\u5ea6\u65e5\u5386\u6548\u5e94\u793a\u610f<\/figcaption><\/figure>\n\n\n\n
    \u57fa\u4e8e\u8fd9\u4e2a\u89c2\u5bdf\uff0c\u6211\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u4ea4\u6613\u601d\u8def\uff1a<\/p>\n\n\n\n
    \u6838\u5fc3\u4ea4\u6613\u903b\u8f91<\/strong><\/h4>\n\n\n\n
    \u5728\u6708\u521d\u91c7\u53d6\u770b\u7a7a\u64cd\u4f5c\uff0c\u5728\u6708\u672b\u91c7\u53d6\u770b\u591a\u64cd\u4f5c\uff0c\u6bcf\u6b21\u6301\u4ed3\u51e0\u5929\u540e\u9000\u51fa\u3002\u6574\u4e2a\u7b56\u7565\u53ea\u4f9d\u8d56\u65e5\u5386\uff0c\u4e0d\u4f9d\u8d56\u4efb\u4f55\u6280\u672f\u6307\u6807\u3002<\/p>\n\n\n\n
    \u4e8c\u3001\u7b56\u7565\u5f00\u53d1\u5de5\u5177\u4ecb\u7ecd<\/strong><\/h2>\n\n\n\n
    \u8981\u5b9e\u73b0\u8fd9\u4e2a\u7b56\u7565\uff0c\u6211\u4eec\u9700\u8981\u7528\u5230Python\u91cf\u5316\u5de5\u5177\u3002\u8fd9\u91cc\u6211\u9009\u62e9\u7684\u662fVectorBT<\/strong>\u8fd9\u4e2a\u5f00\u6e90\u5e93\u3002<\/p>\n\n\n\n
    \u4e3a\u4ec0\u4e48\u9009\u62e9VectorBT\uff1f<\/strong><\/p>\n\n\n\n
      \n
    • \u901f\u5ea6\u5feb<\/strong>\uff1a\u91c7\u7528\u5411\u91cf\u5316\u8ba1\u7b97\uff0c\u6bd4\u4f20\u7edf\u56de\u6d4b\u5de5\u5177\u5feb\u5f88\u591a<\/li>\n\n\n\n
    • \u7528\u6cd5\u7b80\u5355<\/strong>\uff1a\u4ee3\u7801\u7b80\u6d01\uff0c\u9002\u5408\u521d\u5b66\u8005\u4e0a\u624b<\/li>\n\n\n\n
    • \u529f\u80fd\u5168<\/strong>\uff1a\u96c6\u6210\u4e86\u6570\u636e\u5904\u7406\u3001\u56de\u6d4b\u3001\u53ef\u89c6\u5316\u7b49\u529f\u80fd<\/li>\n<\/ul>\n\n\n\n
      \"\"
      \u56fe2\uff1aPython\u91cf\u5316\u7b56\u7565\u56de\u6d4b\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n
      \u4e09\u3001\u7b56\u7565\u5b9e\u73b0\u6b65\u9aa4<\/strong><\/h2>\n\n\n\n

      \u7b2c\u4e00\u6b65\uff1a\u51c6\u5907\u73af\u5883<\/strong><\/h3>\n\n\n\n
      \u9996\u5148\u9700\u8981\u5b89\u88c5\u5fc5\u8981\u7684Python\u5e93\uff1a<\/p>\n\n\n\n
      # \u5b89\u88c5vectorbt\u5e93\n\u00a0pip install vectorbt\n\n# \u5bfc\u5165\u5fc5\u8981\u7684\u5e93\nimport\u00a0pandas\u00a0as\u00a0pd\u00a0\nimport\u00a0numpy\u00a0as\u00a0np\nimport\u00a0vectorbt\u00a0as\u00a0vbt\nimport\u00a0matplotlib.pyplot\u00a0as\u00a0plt<\/code><\/pre>\n\n\n\n
      \u7b2c\u4e8c\u6b65\uff1a\u83b7\u53d6\u5386\u53f2\u6570\u636e<\/strong><\/h3>\n\n\n\n
      \u4eceYahoo Finance\u4e0b\u8f7dTLT\u7684\u5386\u53f2\u4ef7\u683c\u6570\u636e\uff1a<\/p>\n\n\n\n
      # \u4e0b\u8f7dTLT\u4ece2004\u5e74\u52302024\u5e74\u7684\u6570\u636e<\/code>\u00a0tlt = vbt.YFData.download(\u00a0\"TLT\", start=\"2004-01-01\", end=<\/code>\"2024-12-01\"\u00a0).get(\"Close\").to_frame() close = tlt.Close\u00a0<\/code>print<\/code>(f\"\u6570\u636e\u5171{len(close)}\u4e2a\u4ea4\u6613\u65e5\")<\/code><\/code><\/pre>\n\n\n\n
      \u7b2c\u4e09\u6b65\uff1a\u751f\u6210\u4ea4\u6613\u4fe1\u53f7<\/strong><\/h3>\n\n\n\n
      \u8fd9\u662f\u7b56\u7565\u7684\u6838\u5fc3\u90e8\u5206\u3002\u6211\u4eec\u9700\u8981\u751f\u6210\u56db\u79cd\u4fe1\u53f7\uff1a<\/p>\n\n\n\n
      # \u521b\u5efa\u7a7a\u7684\u4fe1\u53f7\u5bb9\u5668<\/code>short_entries = pd.DataFrame.vbt.signals.empty_like(close) <\/code>short_exits = pd.DataFrame.vbt.signals.empty_like(close) <\/code>long_entries = pd.DataFrame.vbt.signals.empty_like(close) <\/code>long_exits = pd.DataFrame.vbt.signals.empty_like(close) <\/code><\/code># 1. \u6708\u521d\u770b\u7a7a\u4fe1\u53f7\uff08\u6bcf\u6708\u7b2c1\u4e2a\u4ea4\u6613\u65e5\uff09<\/code>short_entry_mask = ~tlt.index.tz_convert(None).to_period(\"M\"<\/code>).duplicated() short_entries.iloc[short_entry_mask] = True<\/code> <\/code># 2. 5\u5929\u540e\u9000\u51fa\u770b\u7a7a<\/code>short_exit_mask = short_entries.shift(5).fillna(False) short_exits.iloc[short_exit_mask] = <\/code>True<\/code> <\/code># 3. \u6708\u672b\u770b\u591a\u4fe1\u53f7\uff08\u6708\u7ec8\u524d7\u5929\uff09<\/code>long_entry_mask = short_entries.shift(-7).fillna(<\/code>False<\/code>) long_entries.iloc[long_entry_mask] = <\/code>True<\/code> <\/code># 4. \u6708\u7ec8\u524d1\u5929\u9000\u51fa\u770b\u591a<\/code> long_exit_mask = short_entries.shift(-1).fillna(<\/code>False<\/code>) long_exits.iloc[long_exit_mask] = <\/code>True<\/code><\/code><\/pre>\n\n\n\n
      \"\"
      \u56fe3\uff1a\u7b56\u7565\u6838\u5fc3\u4ee3\u7801\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n
      \u7b2c\u56db\u6b65\uff1a\u6267\u884c\u56de\u6d4b<\/strong><\/h3>\n\n\n\n
      \u4f7f\u7528VectorBT\u7684Portfolio\u529f\u80fd\u6267\u884c\u56de\u6d4b\uff1a<\/p>\n\n\n\n
      # \u521b\u5efa\u6295\u8d44\u7ec4\u5408\u5e76\u56de\u6d4b<\/code>\u00a0pf = vbt.Portfolio.from_signals(\u00a0close=close, entries=long_entries, exits=long_exits, short_entries=short_entries, short_exits=short_exits, freq=<\/code>\"1d\"<\/code>\u00a0)\u00a0<\/code># \u67e5\u770b\u56de\u6d4b\u7ed3\u679c<\/code>print<\/code>(pf.stats()) pf.plot().show()<\/code><\/code><\/pre>\n\n\n\n
      \u56db\u3001\u56de\u6d4b\u7ed3\u679c\u5206\u6790<\/strong><\/h2>\n\n\n\n
      \u7ecf\u8fc720\u5e74\u7684\u5386\u53f2\u6570\u636e\u56de\u6d4b\uff082004-2024\u5e74\uff09\uff0c\u8fd9\u4e2a\u7b80\u5355\u7684\u65e5\u5386\u7b56\u7565\u7ed9\u51fa\u4e86\u4ee5\u4e0b\u7ed3\u679c\uff1a<\/p>\n\n\n\n
      \u6307\u6807<\/th>\u6570\u503c<\/th>\u8bf4\u660e<\/th><\/tr><\/thead>
      \u603b\u56de\u62a5<\/td>11850%<\/strong><\/td>20\u5e74\u7d2f\u8ba1\u6536\u76ca<\/td><\/tr>
      \u590f\u666e\u6bd4\u7387<\/td>60+<\/strong><\/td>\u98ce\u9669\u8c03\u6574\u540e\u6536\u76ca\u8868\u73b0<\/td><\/tr>
      \u4ea4\u6613\u6b21\u6570<\/td>501\u6b21<\/strong><\/td>\u5e73\u5747\u6bcf\u5e74\u7ea625\u6b21<\/td><\/tr>
      \u76c8\u4e8f\u6bd4<\/td>1.55<\/strong><\/td>\u76c8\u5229\u4e0e\u4e8f\u635f\u7684\u6bd4\u503c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
      \"\"
      \u56fe4\uff1a\u7b56\u7565\u8868\u73b0\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n
      \u8865\u5145\u8bf4\u660e\uff1a<\/strong>\u590f\u666e\u6bd4\u7387\u662f\u8861\u91cf\u7b56\u7565\u98ce\u9669\u8c03\u6574\u540e\u6536\u76ca\u7684\u91cd\u8981\u6307\u6807\uff0c\u6570\u503c\u8d8a\u9ad8\u8bf4\u660e\u7b56\u7565\u5728\u627f\u62c5\u76f8\u540c\u98ce\u9669\u7684\u60c5\u51b5\u4e0b\u6536\u76ca\u8d8a\u9ad8\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u590f\u666e\u6bd4\u7387\u5927\u4e8e2\u5c31\u7b97\u4e0d\u9519\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n
      \u4e94\u3001\u7b56\u7565\u539f\u7406\u6df1\u5ea6\u89e3\u6790<\/strong><\/h2>\n\n\n\n

      \u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u7b56\u7565\u6709\u6548\uff1f<\/h3>\n\n\n\n
      \u8fd9\u4e2a\u7b56\u7565\u7684\u6709\u6548\u6027\u4e3b\u8981\u6765\u6e90\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n
      1. \u673a\u6784\u8d44\u91d1\u7684\u89c4\u5f8b\u6027\u6d41\u52a8<\/strong><\/p>\n\n\n\n
      \u5927\u578b\u673a\u6784\u6295\u8d44\u8005\u901a\u5e38\u6709\u56fa\u5b9a\u7684\u6708\u5ea6\u8d44\u91d1\u6d41\u52a8\u6a21\u5f0f\u3002\u517b\u8001\u91d1\u6bcf\u6708\u9700\u8981\u652f\u4ed8\u9000\u4f11\u91d1\uff0c\u4fdd\u9669\u516c\u53f8\u9700\u8981\u5904\u7406\u6708\u5ea6\u7406\u8d54\uff0c\u8fd9\u4e9b\u90fd\u4f1a\u5f71\u54cd\u5230\u503a\u5238\u5e02\u573a\u7684\u4f9b\u9700\u5173\u7cfb\u3002<\/p>\n\n\n\n
      2. \u6708\u5ea6\u518d\u5e73\u8861\u6548\u5e94<\/strong><\/p>\n\n\n\n
      \u5f88\u591a\u57fa\u91d1\u4ea7\u54c1\u5728\u6708\u672b\u4f1a\u8fdb\u884c\u8d44\u4ea7\u518d\u5e73\u8861\uff0c\u5356\u51fa\u8868\u73b0\u597d\u7684\u8d44\u4ea7\uff0c\u4e70\u5165\u8868\u73b0\u5dee\u7684\u8d44\u4ea7\uff0c\u4ee5\u7ef4\u6301\u9884\u8bbe\u7684\u8d44\u4ea7\u914d\u7f6e\u6bd4\u4f8b\u3002\u8fd9\u4f1a\u9020\u6210\u6708\u672b\u7684\u8d44\u91d1\u6d41\u52a8\u3002<\/p>\n\n\n\n
      3. \u5b63\u8282\u6027\u56e0\u7d20<\/strong><\/p>\n\n\n\n
      \u503a\u5238\u5e02\u573a\u4e5f\u5b58\u5728\u4e00\u5b9a\u7684\u5b63\u8282\u6027\u89c4\u5f8b\uff0c\u6bd4\u5982\u67d0\u4e9b\u6708\u4efd\u7684\u6d41\u52a8\u6027\u4f1a\u7279\u522b\u597d\u6216\u7279\u522b\u5dee\u3002<\/p>\n\n\n\n
      \"\"
      \u56fe5\uff1a\u7b56\u7565\u7efc\u5408\u6307\u6807\u8bc4\u4f30<\/figcaption><\/figure>\n\n\n\n
      <\/p>\n\n\n\n
      \u516d\u3001\u7b56\u7565\u4f18\u7f3a\u70b9\u5206\u6790<\/strong><\/h2>\n\n\n\n
      \u4f18\u70b9<\/th>\u7f3a\u70b9<\/th><\/tr><\/thead>
      \u903b\u8f91\u7b80\u5355\uff0c\u6613\u4e8e\u7406\u89e3\u548c\u5b9e\u73b0<\/td>\u4f9d\u8d56\u7279\u5b9a\u7684\u5e02\u573a\u73af\u5883<\/td><\/tr>
      \u4e0d\u9700\u8981\u590d\u6742\u7684\u6280\u672f\u6307\u6807<\/td>\u53ef\u80fd\u5728\u67d0\u4e9b\u5e74\u4efd\u8868\u73b0\u5e73\u6de1<\/td><\/tr>
      \u56de\u6d4b\u65f6\u95f4\u957f\uff0c\u6570\u636e\u53ef\u9760<\/td>\u9700\u8981\u6301\u7eed\u5173\u6ce8\u5e02\u573a\u53d8\u5316<\/td><\/tr>
      \u4ea4\u6613\u9891\u7387\u9002\u4e2d\uff0c\u4e0d\u4f1a\u8fc7\u4e8e\u9891\u7e41<\/td>\u5355\u4e00\u6807\u7684\uff0c\u5206\u6563\u5316\u4e0d\u8db3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
      \u4e03\u3001\u5982\u4f55\u6539\u8fdb\u8fd9\u4e2a\u7b56\u7565<\/strong><\/h2>\n\n\n\n
      \u5982\u679c\u4f60\u5bf9\u7b56\u7565\u5f00\u53d1\u611f\u5174\u8da3\uff0c\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u6539\u8fdb\u65b9\u5411\uff1a<\/p>\n\n\n\n
      1. \u591a\u6807\u7684\u6269\u5c55<\/strong><\/p>\n\n\n\n
      \u4e0d\u5c40\u9650\u4e8eTLT\uff0c\u53ef\u4ee5\u6d4b\u8bd5\u5176\u4ed6\u503a\u5238ETF\uff0c\u6bd4\u5982IEF\uff08\u4e2d\u671f\u56fd\u503a\uff09\u3001SHY\uff08\u77ed\u671f\u56fd\u503a\uff09\u7b49\u3002<\/p>\n\n\n\n
      2. \u52a8\u6001\u53c2\u6570\u4f18\u5316<\/strong><\/p>\n\n\n\n
      \u4f7f\u7528\u6eda\u52a8\u7a97\u53e3\u8fdb\u884c\u53c2\u6570\u4f18\u5316\uff0c\u8ba9\u7b56\u7565\u53c2\u6570\u80fd\u591f\u9002\u5e94\u5e02\u573a\u53d8\u5316\u3002<\/p>\n\n\n\n
      3. \u52a0\u5165\u98ce\u9669\u63a7\u5236<\/strong><\/p>\n\n\n\n
      \u589e\u52a0\u6b62\u635f\u903b\u8f91\u3001\u4ed3\u4f4d\u7ba1\u7406\u7b49\u98ce\u9669\u63a7\u5236\u6a21\u5757\u3002<\/p>\n\n\n\n
      4. \u7ed3\u5408\u5176\u4ed6\u4fe1\u53f7<\/strong><\/p>\n\n\n\n
      \u5c06\u65e5\u5386\u6548\u5e94\u4e0e\u5176\u4ed6\u4fe1\u53f7\u7ed3\u5408\uff0c\u6bd4\u5982\u6ce2\u52a8\u7387\u3001\u5b8f\u89c2\u7ecf\u6d4e\u6570\u636e\u7b49\u3002<\/p>\n\n\n\n
      \u98ce\u9669\u63d0\u793a\uff1a<\/strong>\u672c\u6587\u4ecb\u7ecd\u7684\u65b9\u6cd5\u4ec5\u4f9b\u5b66\u4e60\u548c\u7814\u7a76\u53c2\u8003\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002\u5e02\u573a\u6709\u98ce\u9669\uff0c\u51b3\u7b56\u9700\u8c28\u614e\u3002\u8fc7\u53bb\u7684\u8868\u73b0\u4e0d\u4ee3\u8868\u672a\u6765\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n
      \u516b\u3001\u5b66\u4e60\u91cf\u5316\u4ea4\u6613\u7684\u5efa\u8bae<\/strong><\/h2>\n\n\n\n
      \u5982\u679c\u4f60\u60f3\u7cfb\u7edf\u5730\u5b66\u4e60\u91cf\u5316\u4ea4\u6613\uff0c\u53ef\u4ee5\u6309\u7167\u8fd9\u4e2a\u8def\u5f84\u8fdb\u884c\uff1a<\/p>\n\n\n\n
        \n
      1. \u5b66\u4e60Python\u57fa\u7840<\/strong>\uff1a\u638c\u63e1pandas\u3001numpy\u7b49\u6570\u636e\u5904\u7406\u5e93\u3002<\/li>\n\n\n\n
      2. \u7406\u89e3\u91d1\u878d\u5e02\u573a<\/strong>\uff1a\u5b66\u4e60\u57fa\u672c\u7684\u91d1\u878d\u77e5\u8bc6\u548c\u4ea4\u6613\u539f\u7406\u3002<\/li>\n\n\n\n
      3. \u638c\u63e1\u56de\u6d4b\u65b9\u6cd5<\/strong>\uff1a\u5b66\u4f1a\u4f7f\u7528VectorBT\u3001backtrader\u7b49\u5de5\u5177\u3002<\/li>\n\n\n\n
      4. \u7814\u7a76\u7b56\u7565\u903b\u8f91<\/strong>\uff1a\u4ece\u7b80\u5355\u7684\u7b56\u7565\u5f00\u59cb\uff0c\u9010\u6b65\u6df1\u5165\u3002<\/li>\n\n\n\n
      5. \u5b9e\u76d8\u6a21\u62df<\/strong>\uff1a\u5728\u6a21\u62df\u73af\u5883\u4e2d\u6d4b\u8bd5\u7b56\u7565\u3002<\/li>\n\n\n\n
      6. \u6301\u7eed\u5b66\u4e60<\/strong>\uff1a\u5173\u6ce8\u5e02\u573a\u53d8\u5316\uff0c\u4e0d\u65ad\u4f18\u5316\u7b56\u7565\u3002<\/li>\n<\/ol>\n\n\n\n
        \u4e5d\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n
        \u672c\u6587\u6838\u5fc3\u8981\u70b9\uff1a<\/strong><\/p>\n\n\n\n