{"id":3548,"date":"2026-03-09T13:12:07","date_gmt":"2026-03-09T05:12:07","guid":{"rendered":"http:\/\/xuebuwan.com\/wp\/archives\/3548"},"modified":"2026-03-09T14:20:19","modified_gmt":"2026-03-09T06:20:19","slug":"a%e8%82%a1%e9%87%8f%e5%8c%96%e5%9b%9e%e6%b5%8b%e5%b9%b3%e5%8f%b0%e6%8e%a8%e8%8d%90","status":"publish","type":"post","link":"http:\/\/xuebuwan.com\/wp\/?p=3548","title":{"rendered":"A\u80a1\u91cf\u5316\u56de\u6d4b\u5e73\u53f0\u63a8\u8350"},"content":{"rendered":"

\u5728\u91cf\u5316\u4ea4\u6613\u7684\u4e16\u754c\u91cc\uff0c\u7b56\u7565\u56de\u6d4b\u662f\u9a8c\u8bc1\u4ea4\u6613\u60f3\u6cd5\u7684\u5173\u952e\u73af\u8282\u3002\u4e00\u4e2a\u597d\u7684\u56de\u6d4b\u5e73\u53f0\u80fd\u8ba9\u7b56\u7565\u9a8c\u8bc1\u4e8b\u534a\u529f\u500d\uff0c\u5e2e\u52a9\u4ea4\u6613\u8005\u5728\u5b9e\u76d8\u524d\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\u3001\u4f18\u5316\u53c2\u6570\u3001\u8bc4\u4f30\u98ce\u9669\u3002\u7136\u800c\uff0c\u5e02\u9762\u4e0a\u7684\u56de\u6d4b\u5e73\u53f0\u7433\u7405\u6ee1\u76ee\uff0c\u5982\u4f55\u9009\u62e9\u9002\u5408\u81ea\u5df1\u7684\u5de5\u5177\uff1f\u4ee5\u4e0b\u662f\u6211\u4f7f\u7528\u8fc7\u7684\u4e94\u5927\u56de\u6d4b\u5e73\u53f0\u63a8\u8350\uff0c\u5e0c\u671b\u80fd\u5e2e\u4f60\u505a\u51fa\u660e\u667a\u7684\u9009\u62e9\u3002<\/p>\n

1. Backtrader<\/h3>\n

Backtrader \u662f\u4e00\u6b3e\u5f00\u6e90\u7684 Python \u56de\u6d4b\u6846\u67b6\uff0c\u5728\u5168\u7403\u91cf\u5316\u793e\u533a\u62e5\u6709\u5e7f\u6cdb\u7528\u6237\u3002\u5b83\u7684\u6700\u5927\u4f18\u52bf\u662f\u7075\u6d3b\u5ea6\u6781\u9ad8\uff0c\u51e0\u4e4e\u53ef\u4ee5\u5b9a\u5236\u4efb\u4f55\u4ea4\u6613\u7b56\u7565\u3002\u4ece\u7b80\u5355\u7684\u5747\u7ebf\u4ea4\u53c9\u5230\u590d\u6742\u7684\u591a\u56e0\u5b50\u6a21\u578b\uff0cBacktrader \u90fd\u80fd\u80dc\u4efb\u3002<\/p>\n

Backtrader \u652f\u6301\u591a\u79cd\u6570\u636e\u683c\u5f0f\uff0c\u53ef\u4ee5\u63a5\u5165\u5168\u7403\u5404\u5927\u5e02\u573a\u7684\u6570\u636e\u3002\u5b83\u7684\u56de\u6d4b\u5f15\u64ce\u529f\u80fd\u5f3a\u5927\uff0c\u652f\u6301\u591a\u6807\u7684\u3001\u591a\u7b56\u7565\u540c\u65f6\u56de\u6d4b\uff0c\u8fd8\u80fd\u8fdb\u884c\u53c2\u6570\u4f18\u5316\u548c Walk-Forward \u5206\u6790\u3002\u6b64\u5916\uff0cBacktrader \u62e5\u6709\u4e30\u5bcc\u7684\u6280\u672f\u6307\u6807\u5e93\u548c\u56fe\u8868\u7ed8\u5236\u529f\u80fd\uff0c\u56de\u6d4b\u7ed3\u679c\u53ef\u89c6\u5316\u6548\u679c\u51fa\u8272\u3002<\/p>\n

\u4e0d\u8fc7\uff0cBacktrader \u5bf9\u7f16\u7a0b\u57fa\u7840\u8981\u6c42\u8f83\u9ad8\uff0c\u9700\u8981\u719f\u6089 Python \u548c\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u3002\u5b83\u7684\u5b66\u4e60\u66f2\u7ebf\u76f8\u5bf9\u9661\u5ced\uff0c\u6587\u6863\u4ee5\u82f1\u6587\u4e3a\u4e3b\uff0c\u5bf9\u65b0\u624b\u4e0d\u592a\u53cb\u597d\u3002\u9002\u5408\u6709\u4e00\u5b9a\u7f16\u7a0b\u7ecf\u9a8c\u7684\u8fdb\u9636\u7528\u6237\u3002<\/p>\n

2. RQAlpha<\/h3>\n

RQAlpha \u662f\u4e00\u6b3e\u56fd\u4ea7\u56de\u6d4b\u6846\u67b6\uff0c\u7531\u56fd\u5185\u91cf\u5316\u56e2\u961f\u5f00\u53d1\uff0c\u5bf9 A \u80a1\u5e02\u573a\u652f\u6301\u975e\u5e38\u597d\u3002\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u662f\u672c\u571f\u5316\uff0c\u5185\u7f6e\u4e86 A \u80a1\u7684\u4ea4\u6613\u89c4\u5219\uff0c\u5982\u6da8\u8dcc\u505c\u9650\u5236\u3001T+1 \u5236\u5ea6\u3001\u505c\u724c\u5904\u7406\u7b49\uff0c\u56de\u6d4b\u7ed3\u679c\u66f4\u8d34\u8fd1\u5b9e\u76d8\u3002<\/p>\n

RQAlpha \u7684\u6587\u6863\u975e\u5e38\u4e30\u5bcc\uff0c\u4e14\u6709\u5b8c\u5584\u7684\u4e2d\u6587\u6559\u7a0b\u548c\u793a\u4f8b\u4ee3\u7801\uff0c\u4e0a\u624b\u96be\u5ea6\u8f83\u4f4e\u3002\u5b83\u652f\u6301\u80a1\u7968\u3001\u671f\u8d27\u7b49\u591a\u79cd\u54c1\u79cd\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u63a5\u5165 Tushare\u3001Baostock \u7b49\u56fd\u5185\u6570\u636e\u6e90\u3002\u5bf9\u4e8e\u4e13\u6ce8 A \u80a1\u7684\u91cf\u5316\u4ea4\u6613\u8005\u6765\u8bf4\uff0cRQAlpha \u662f\u4e0d\u9519\u7684\u9009\u62e9\u3002<\/p>\n

3. Zipline<\/h3>\n

Zipline \u662f Quantopian \u516c\u53f8\u5f00\u6e90\u7684\u56de\u6d4b\u5f15\u64ce\uff0c\u66fe\u662f\u7f8e\u80a1\u91cf\u5316\u793e\u533a\u7684\u6807\u51c6\u5de5\u5177\u3002\u5b83\u7684\u67b6\u6784\u8bbe\u8ba1\u4f18\u79c0\uff0c\u56de\u6d4b\u901f\u5ea6\u5feb\uff0c\u652f\u6301\u5206\u949f\u7ea7\u548c\u65e5\u9891\u6570\u636e\u3002Zipline \u4e0e pandas \u6df1\u5ea6\u96c6\u6210\uff0c\u6570\u636e\u5904\u7406\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n

\u7136\u800c\uff0cZipline \u4e3b\u8981\u4ee5\u7f8e\u80a1\u6570\u636e\u4e3a\u4e3b\uff0c\u5bf9 A \u80a1\u652f\u6301\u6709\u9650\u3002\u7531\u4e8e Quantopian \u5df2\u5173\u95ed\uff0cZipline \u7684\u66f4\u65b0\u7ef4\u62a4\u4e5f\u53d7\u5230\u5f71\u54cd\u3002\u5982\u679c\u4f60\u4e3b\u8981\u4ea4\u6613\u7f8e\u80a1\uff0cZipline \u4ecd\u7136\u503c\u5f97\u5c1d\u8bd5\uff1b\u4f46\u5982\u679c\u662f A \u80a1\u73a9\u5bb6\uff0c\u53ef\u80fd\u9700\u8981\u8003\u8651\u5176\u4ed6\u9009\u9879\u3002<\/p>\n

4. QuickMiner<\/h3>\n

QuickMiner \u662f\u4e00\u6b3e\u56fd\u4ea7\u4e91\u56de\u6d4b\u5e73\u53f0\uff0c\u6700\u5927\u7279\u70b9\u662f\u65e0\u9700\u7f16\u7a0b\uff0c\u5728\u7ebf\u5373\u53ef\u5b8c\u6210\u56de\u6d4b\u3002\u7528\u6237\u901a\u8fc7\u56fe\u5f62\u5316\u754c\u9762\u9009\u62e9\u7b56\u7565\u6a21\u677f\u3001\u8bbe\u7f6e\u53c2\u6570\uff0c\u5c31\u80fd\u5feb\u901f\u5f97\u5230\u56de\u6d4b\u7ed3\u679c\u3002\u8fd9\u5bf9\u4e8e\u6ca1\u6709\u7f16\u7a0b\u57fa\u7840\u7684\u4ea4\u6613\u8005\u6765\u8bf4\u975e\u5e38\u53cb\u597d\u3002<\/p>\n

QuickMiner \u5185\u7f6e\u4e86\u4e30\u5bcc\u7684\u7b56\u7565\u6a21\u677f\uff0c\u5982\u5747\u7ebf\u7b56\u7565\u3001MACD \u7b56\u7565\u3001\u5e03\u6797\u5e26\u7b56\u7565\u7b49\uff0c\u65b0\u624b\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u6216\u7a0d\u4f5c\u4fee\u6539\u3002\u4e91\u7aef\u8fd0\u884c\u610f\u5473\u7740\u65e0\u9700\u914d\u7f6e\u672c\u5730\u73af\u5883\uff0c\u968f\u65f6\u968f\u5730\u90fd\u80fd\u56de\u6d4b\u3002\u4f46\u7f3a\u70b9\u662f\u7075\u6d3b\u6027\u53d7\u9650\uff0c\u590d\u6742\u7b56\u7565\u96be\u4ee5\u5b9e\u73b0\uff0c\u4e14\u6570\u636e\u5b89\u5168\u6027\u9700\u8981\u8003\u8651\u3002<\/p>\n

5. \u7c73\u7b50 RiceQuant<\/h3>\n

\u7c73\u7b50\u662f\u56fd\u5185\u4e13\u4e1a\u7684\u91cf\u5316\u4ea4\u6613\u5e73\u53f0\uff0c\u63d0\u4f9b\u4ece\u56de\u6d4b\u5230\u5b9e\u76d8\u7684\u4e00\u7ad9\u5f0f\u670d\u52a1\u3002\u5b83\u7684\u56de\u6d4b\u5f15\u64ce\u529f\u80fd\u5f3a\u5927\uff0c\u6570\u636e\u8d28\u91cf\u9ad8\uff0c\u652f\u6301\u80a1\u7968\u3001\u671f\u8d27\u3001\u57fa\u91d1\u7b49\u591a\u79cd\u54c1\u79cd\u3002\u7c73\u7b50\u6700\u5927\u7684\u4f18\u52bf\u662f\u6709\u6d3b\u8dc3\u7684\u793e\u533a\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u793e\u533a\u4ea4\u6d41\u7b56\u7565\u3001\u5206\u4eab\u7ecf\u9a8c\u3002<\/p>\n

\u7c73\u7b50\u63d0\u4f9b\u5728\u7ebf\u7814\u7a76\u548c\u56de\u6d4b\u73af\u5883\uff0c\u5185\u7f6e\u4e86\u5927\u91cf\u91d1\u878d\u6570\u636e\u548c\u56e0\u5b50\u5e93\u3002\u5bf9\u4e8e\u4e13\u4e1a\u91cf\u5316\u56e2\u961f\uff0c\u7c73\u7b50\u8fd8\u63d0\u4f9b\u673a\u6784\u7248\u670d\u52a1\uff0c\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\u548c\u5b9a\u5236\u5f00\u53d1\u3002\u4e0d\u8fc7\uff0c\u90e8\u5206\u9ad8\u7ea7\u529f\u80fd\u9700\u8981\u4ed8\u8d39\uff0c\u514d\u8d39\u7528\u6237\u6709\u4e00\u5b9a\u9650\u5236\u3002<\/p>\n

\u9009\u62e9\u5efa\u8bae<\/h3>\n

\u6839\u636e\u4e0d\u540c\u7528\u6237\u7fa4\u4f53\uff0c\u6211\u7684\u5efa\u8bae\u5982\u4e0b\uff1a<\/p>\n

\u65b0\u624b\uff1a\u63a8\u8350 RQAlpha \u6216 QuickMiner \u7b49\u4e91\u5e73\u53f0\u3002RQAlpha \u6587\u6863\u4e30\u5bcc\u3001\u4e0a\u624b\u5feb\uff1b\u4e91\u5e73\u53f0\u65e0\u9700\u7f16\u7a0b\uff0c\u53ef\u4ee5\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5\u3002<\/p>\n

\u8fdb\u9636\uff1a\u63a8\u8350 Backtrader\u3002\u7075\u6d3b\u5ea6\u9ad8\uff0c\u53ef\u4ee5\u6df1\u5165\u7406\u89e3\u56de\u6d4b\u539f\u7406\uff0c\u5b9e\u73b0\u590d\u6742\u7b56\u7565\u3002<\/p>\n

\u4e13\u4e1a\uff1a\u5efa\u8bae\u81ea\u5efa\u7cfb\u7edf\u3002\u6839\u636e\u5b9e\u9645\u9700\u6c42\u5b9a\u5236\u56de\u6d4b\u5f15\u64ce\uff0c\u5b8c\u5168\u638c\u63a7\u6570\u636e\u548c\u903b\u8f91\u3002<\/p>\n

\u6ce8\u610f\u4e8b\u9879<\/h3>\n

\u6700\u540e\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u56de\u6d4b\u4e0d\u7b49\u4e8e\u5b9e\u76d8\u3002\u56de\u6d4b\u7ed3\u679c\u518d\u597d\uff0c\u4e5f\u4e0d\u80fd\u4fdd\u8bc1\u5b9e\u76d8\u76c8\u5229\u3002\u56de\u6d4b\u65f6\u9700\u8981\u8003\u8651\u6ed1\u70b9\u3001\u624b\u7eed\u8d39\u3001\u51b2\u51fb\u6210\u672c\u7b49\u73b0\u5b9e\u56e0\u7d20\uff0c\u5426\u5219\u5bb9\u6613\u51fa\u73b0”\u56de\u6d4b\u65e0\u654c\u3001\u5b9e\u76d8\u4e8f\u94b1”\u7684\u60c5\u51b5\u3002\u6b64\u5916\uff0c\u8fd8\u8981\u8b66\u60d5\u8fc7\u62df\u5408\u95ee\u9898\uff0c\u907f\u514d\u7b56\u7565\u5728\u5386\u53f2\u6570\u636e\u4e0a\u8868\u73b0\u5b8c\u7f8e\uff0c\u5728\u5b9e\u76d8\u4e2d\u5931\u6548\u3002<\/p>\n

\n

\u514d\u8d23\u8bf4\u660e<\/strong>\uff1a\u672c\u6587\u4ec5\u4f9b\u63a8\u8350\u53c2\u8003\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002\u9009\u62e9\u5e73\u53f0\u65f6\u8bf7\u6839\u636e\u81ea\u8eab\u9700\u6c42\u8c28\u614e\u51b3\u7b56\u3002<\/p>","protected":false},"excerpt":{"rendered":"

\u5728\u91cf\u5316\u4ea4\u6613\u7684\u4e16\u754c\u91cc\uff0c\u7b56\u7565\u56de\u6d4b\u662f\u9a8c\u8bc1\u4ea4\u6613\u60f3\u6cd5\u7684\u5173\u952e\u73af\u8282\u3002\u4e00\u4e2a\u597d\u7684\u56de\u6d4b\u5e73\u53f0\u80fd\u8ba9\u7b56\u7565\u9a8c\u8bc1\u4e8b\u534a\u529f\u500d\uff0c\u5e2e\u52a9\u4ea4\u6613\u8005\u5728\u5b9e\u76d8\u524d … \u9605\u8bfb\u66f4\u591a<\/a><\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-3548","post","type-post","status-publish","format-standard","hentry","category-python-quant"],"_links":{"self":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3548","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3548"}],"version-history":[{"count":1,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3548\/revisions"}],"predecessor-version":[{"id":3556,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3548\/revisions\/3556"}],"wp:attachment":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3548"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3548"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3548"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}