{"id":5174,"date":"2026-11-05T07:54:00","date_gmt":"2026-11-04T23:54:00","guid":{"rendered":"https:\/\/laoyulaoyu.com\/?p=5174"},"modified":"2026-10-27T15:27:50","modified_gmt":"2026-10-27T07:27:50","slug":"%e6%8b%92%e7%bb%9d%e4%b8%80%e9%94%ae%e5%ae%9e%e7%9b%98%ef%bc%8c%e5%8f%8d%e8%80%8c%e8%ae%a9%e8%bf%99%e4%b8%aa%e9%87%8f%e5%8c%96%e6%a1%86%e6%9e%b6%e6%b4%bb%e4%ba%8614%e5%b9%b4","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2026\/11\/05\/%e6%8b%92%e7%bb%9d%e4%b8%80%e9%94%ae%e5%ae%9e%e7%9b%98%ef%bc%8c%e5%8f%8d%e8%80%8c%e8%ae%a9%e8%bf%99%e4%b8%aa%e9%87%8f%e5%8c%96%e6%a1%86%e6%9e%b6%e6%b4%bb%e4%ba%8614%e5%b9%b4\/","title":{"rendered":"\u62d2\u7edd\u4e00\u952e\u5b9e\u76d8\uff0c\u53cd\u800c\u8ba9\u8fd9\u4e2a\u91cf\u5316\u6846\u67b6\u6d3b\u4e8614\u5e74"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4f5c \u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\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 class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"2026\" height=\"688\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_151654_312@2x.png\" alt=\"\" class=\"wp-image-5175\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_151654_312@2x.png 2026w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_151654_312@2x-300x102.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_151654_312@2x-766x260.png 766w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_151654_312@2x-1024x348.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_151654_312@2x-1536x522.png 1536w\" sizes=\"(max-width: 2026px) 100vw, 2026px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6280\u672f\u8ba8\u8bba\u4e0d\u6784\u6210\u4efb\u4f55\u64cd\u4f5c\u5efa\u8bae\u3002<br>\u6a21\u578b\u8bc4\u6d4b\u4e0d\u7b49\u4e8e\u6295\u8d44\u5efa\u8bae\u3002<br>\u4e0d\u8350\u80a1\u3001\u4e0d\u5356\u8bfe\u3001\u4e0d\u627f\u8bfa\u6536\u76ca\u3002<br>\u5e02\u573a\u6709\u98ce\u9669\uff0c\u8bf7\u5408\u6cd5\u5408\u89c4\u6295\u8d44\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u672c\u6587\u7ea6 2300 \u5b57 | \u9884\u8ba1\u9605\u8bfb 6 \u5206\u949f<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u770b\u4e24\u4e2a\u653e\u5728\u4e00\u8d77\u5f88\u522b\u626d\u7684\u6570\u5b57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u662f\u5b98\u65b9\u6027\u80fd\u6570\u636e\u3002A \u80a1\u5168\u5e02\u573a&nbsp;<strong>1913 \u4e07\u6761<\/strong>\u65e5 K \u7ebf\uff0c\u9884\u70ed\u4e4b\u540e\uff0c\u7b97\u4e00\u904d 20 \u65e5\u5747\u7ebf\u518d\u6c42\u548c\uff0c<strong>166 \u6beb\u79d2<\/strong>\u3002\u53e6\u4e00\u4e2a\u662f\u70ed\u5ea6\u3002\u8fd9\u4e2a\u9879\u76ee\u5728 GitHub \u4e0a\u6512\u4e86 14 \u5e74\uff0c<strong>3631 \u4e2a<\/strong>&nbsp;star\u3002\u6bd4 Qlib\u3001vnpy \u8fd9\u4e9b\u5934\u90e8\u6846\u67b6\uff0c\u4f4e\u4e86\u4e00\u4e2a\u91cf\u7ea7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6027\u80fd\u6392\u7b2c\u4e00\u68af\u961f\uff0c\u70ed\u5ea6\u5374\u6ca1\u8ddf\u4e0a\uff0c\u4e2d\u95f4\u5dee\u7684\u8fd9\u70b9\u8ba4\u77e5\uff0c\u5c31\u662f\u6211\u4eca\u5929\u60f3\u8865\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5199\u8fd9\u7bc7\u7684\u7531\u5934\u662f\u6211\u81ea\u5df1\u6311\u56de\u6d4b\u6846\u67b6\u65f6\u8e29\u8fc7\u7684\u5751\u3002\u6d77\u5916\u6846\u67b6\u62ff\u5230 A \u80a1\uff0cT+1 \u548c\u9664\u6743\u9664\u606f\u5904\u7406\u4e0d\u5bf9\uff0c\u66f2\u7ebf\u770b\u7740\u6f02\u4eae\uff0c\u53e3\u5f84\u4ece\u6839\u4e0a\u5c31\u662f\u9519\u7684\u3002\u6240\u4ee5\u6211\u628a\u8fd9\u4e2a\u53eb Hikyuu \u7684\u8001\u9879\u76ee\u4ece\u5934\u7ffb\u4e86\u4e00\u904d\uff0c\u53c8\u4eb2\u624b\u88c5\u4e86\u4e00\u904d\u3002\u8fd9\u7bc7\u62c6\u4e94\u4e2a\u95ee\u9898\uff0c\u5b83\u662f\u4ec0\u4e48\uff0c\u7b56\u7565\u600e\u4e48\u7ec4\u7ec7\uff0c\u6027\u80fd\u6570\u5b57\u7684\u53e3\u5f84\uff0c\u88c5\u673a\u8e29\u7684\u5751\uff0c\u5b83\u54ea\u91cc\u4e0d\u884c\u3002\u7b49\u4e0d\u53ca\u7684\u53ef\u4ee5\u76f4\u63a5\u8df3\u5230\u7b2c\u56db\u8282\u770b\u5751\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u5b83\u662f\u4ec0\u4e48\uff0c\u5148\u770b\u57fa\u672c\u76d8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hikyuu \u662f\u4e00\u4e2a C++\/Python \u7684\u5f00\u6e90\u91cf\u5316\u7814\u7a76\u6846\u67b6\uff0c\u4f5c\u8005\u7f51\u540d fasiondog\u3002\u4ed3\u5e93 2012 \u5e74 7 \u6708\u521b\u5efa\uff0c\u5230\u4eca\u5929&nbsp;<strong>6970 \u6b21\u63d0\u4ea4<\/strong>\u3002\u6700\u8fd1\u4e00\u6b21\u63d0\u4ea4\u5728 2026 \u5e74 10 \u6708 26 \u65e5\u3002\u534f\u8bae Apache-2.0\uff0c\u5141\u8bb8\u5546\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"539\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_150922_972@2x-1024x539.png\" alt=\"\" class=\"wp-image-5176\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_150922_972@2x-1024x539.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_150922_972@2x-300x158.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_150922_972@2x-766x403.png 766w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_150922_972@2x-1536x808.png 1536w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/ScreenShot_2026-10-27_150922_972@2x-2048x1077.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u5b98\u65b9\u4ecb\u7ecd\u622a\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ea4\u4ee3\u4e00\u4e2a\u67e5\u8d44\u6599\u65f6\u7684\u5c0f\u63d2\u66f2\u3002\u6211\u4e00\u5f00\u59cb\u5728 GitHub \u4ed3\u5e93\u9875\u9762\u4e0a\u627e star \u6570\uff0c\u7ffb\u4e86\u4e24\u904d\u6ca1\u627e\u7740\u3002\u540e\u6765\u624d\u53cd\u5e94\u8fc7\u6765\uff0c\u76f4\u63a5\u8c03\u63a5\u53e3\u95ee\u5c31\u884c\uff0c3631 star\u3001850 fork\u3001131 \u4e2a\u5173\u6ce8\u8005\u3002\u6570\u5b57\u62ff\u5230\u624b\uff0c\u753b\u50cf\u5c31\u51fa\u6765\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e09\u4e2a\u4e8b\u5b9e\u653e\u5728\u4e00\u8d77\u770b\uff0c\u57fa\u672c\u76d8\u5c31\u6e05\u695a\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\uff0c\u5b83\u662f\u771f\u8001<\/strong>\uff0c\u4e0d\u662f\u90a3\u79cd\u706b\u4e24\u5e74\u5c31\u5f03\u5751\u7684\u9879\u76ee\u300214 \u5e74\u7684\u63d0\u4ea4\u8bb0\u5f55\u6446\u5728\u90a3\u91cc\uff0copen issue \u53ea\u6709 5 \u4e2a\uff0c\u5904\u7406\u5f97\u5f88\u5e72\u51c0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/01-concept-1024x585.png\" alt=\"\" class=\"wp-image-5177\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/01-concept-1024x585.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/01-concept-300x171.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/01-concept-767x438.png 767w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/01-concept.png 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\uff0c\u5b83\u662f\u5355\u4eba\u4e1a\u4f59\u7ef4\u62a4\u3002<\/strong>\u4f5c\u8005\u5728\u9879\u76ee\u9875\u660e\u8bf4\u4e86\uff0c\u8fd9\u662f\u7528\u4e1a\u4f59\u65f6\u95f4\u5199\u548c\u7ef4\u62a4\u7684\uff0c\u9760\u77e5\u8bc6\u661f\u7403\u8fd9\u7c7b\u4ed8\u8d39\u793e\u533a\u652f\u6491\u3002\u8fd9\u4ef6\u4e8b\u662f\u53cc\u5203\u5251\uff0c\u540e\u9762\u7b2c\u4e94\u8282\u7ec6\u8bf4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\uff0c\u5b83\u7684\u5b9a\u4f4d\u5f88\u514b\u5236\u3002<\/strong>\u4e3b\u8bed\u8a00\u662f C++\uff0c\u5185\u6838\u7ba1\u8ba1\u7b97\uff0cPython \u7ba1\u7b56\u7565\u5f00\u53d1\uff0c\u4e24\u8005\u6253\u901a\u3002\u5b83\u7ba1\u81ea\u5df1\u53eb\u91cf\u5316\u7814\u7a76\u6846\u67b6\uff0c\u91cd\u5fc3\u653e\u5728\u56de\u6d4b\u548c\u7b56\u7565\u5206\u6790\u4e0a\uff0c\u5b9e\u76d8\u53ea\u7559\u4e86\u63a5\u53e3\u4f4d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83 README \u91cc\u6709\u4e00\u53e5\u8bdd\uff0c\u6211\u8ba4\u4e3a\u662f\u7406\u89e3\u6574\u4e2a\u9879\u76ee\u7684\u94a5\u5319\u3002\u5b98\u65b9\u8bf4\uff0c\u7edd\u4e0d\u8ba9\u4e00\u4e2a\u80fd\u8dd1\u4f46\u7ecf\u4e0d\u8d77\u63a8\u6572\u7684\u7b56\u7565\u88ab\u5f53\u4f5c\u7ed3\u8bba\u3002\u7ffb\u8bd1\u6210\u4eba\u8bdd\uff0c\u624b\u7eed\u8d39\u600e\u4e48\u7b97\u3001\u9664\u6743\u9664\u606f\u65e5\u6301\u4ed3\u600e\u4e48\u53d8\u3001\u7a7a\u503c\u600e\u4e48\u4f20\u64ad\uff0c\u8fd9\u4e9b\u5bb9\u6613\u7cca\u5f04\u8fc7\u53bb\u7684\u5730\u65b9\uff0c\u6846\u67b6\u91cc\u5168\u6709\u660e\u786e\u5b9a\u4e49\uff0c\u7cca\u5f04\u4e0d\u8fc7\u53bb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u628a\u4ea4\u6613\u7cfb\u7edf\u62c6\u6210\u96f6\u4ef6\uff0c\u662f\u5b83\u6700\u503c\u94b1\u7684\u8bbe\u8ba1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u5b8c\u6574\u7684\u4ea4\u6613\u7cfb\u7edf\uff0c\u5176\u5b9e\u8981\u56de\u7b54\u516d\u4e2a\u95ee\u9898\u3002\u5e02\u573a\u73af\u5883\u5141\u4e0d\u5141\u8bb8\u505a\uff0c\u4ec0\u4e48\u6761\u4ef6\u624d\u505a\uff0c\u4ec0\u4e48\u65f6\u5019\u8fdb\u51fa\uff0c\u6bcf\u6b21\u52a8\u591a\u5c11\u4ed3\u4f4d\uff0c\u9519\u4e86\u600e\u4e48\u9000\uff0c\u6210\u4ea4\u4ef7\u6309\u4ec0\u4e48\u7b97\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u591a\u6570\u4eba\u7684\u505a\u6cd5\u662f\u628a\u8fd9\u4e9b\u6405\u5728\u4e00\u4e2a\u811a\u672c\u91cc\u3002Hikyuu \u7684\u505a\u6cd5\u662f\u6bcf\u4e2a\u95ee\u9898\u5bf9\u5e94\u4e00\u4e2a\u96f6\u4ef6\uff0c\u4fe1\u53f7\u3001\u8d44\u91d1\u7ba1\u7406\u3001\u6b62\u635f\u6b62\u76c8\u3001\u6ed1\u70b9\u3001\u5e02\u573a\u73af\u5883\u5224\u65ad\uff0c\u6bcf\u4e2a\u96f6\u4ef6\u804c\u8d23\u5355\u4e00\uff0c\u53ef\u4ee5\u5355\u72ec\u66ff\u6362\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u65b9\u7684\u5feb\u901f\u4e0a\u624b\u793a\u4f8b\uff0c\u51e0\u884c\u5c31\u662f\u4e00\u4e2a\u5b8c\u6574\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u7801 1\uff0c\u5b98\u65b9\u5feb\u901f\u4e0a\u624b\u793a\u4f8b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6a21\u62df\u8d26\u6237\uff0c\u521d\u59cb\u8d44\u91d1 30 \u4e07\nmy_tm = crtTM(init_cash=300000)\n# \u4fe1\u53f7\uff0c\u5feb\u6162\u53cc\u5747\u7ebf\nmy_sg = SG_Flex(EMA(CLOSE(), n=5), slow_n=10)\n# \u6bcf\u6b21\u56fa\u5b9a\u6210\u4ea4 1000 \u80a1\nmy_mm = MM_FixedCount(1000)\n# \u7ec4\u88c5\u6210\u7cfb\u7edf\uff0c\u5bf9\u5e73\u5b89\u94f6\u884c\u6700\u8fd1 150 \u6839\u65e5K\u8dd1\u4e00\u904d\nsys = SYS_Simple(tm=my_tm, sg=my_sg, mm=my_mm)\nsys.run(sm&#91;'sz000001'], Query(-150))<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6bb5\u4ee3\u7801\u7684\u4ef7\u503c\u4e0d\u5728\u7b56\u7565\u672c\u8eab\uff0c\u53cc\u5747\u7ebf\u53ea\u662f\u6f14\u793a\u3002\u4ef7\u503c\u5728\u4e8e\u96f6\u4ef6\u53ef\u4ee5\u6362\u3002\u628a\u4fe1\u53f7\u6362\u6210\u7a81\u7834\u7c7b\uff0c\u8d44\u91d1\u7ba1\u7406\u6362\u6210\u6309\u6bd4\u4f8b\uff0c\u7cfb\u7edf\u5176\u4f59\u90e8\u5206\u4e00\u884c\u4e0d\u7528\u52a8\u3002\u7528\u5f97\u4e45\u4e86\uff0c\u4f60\u4f1a\u6512\u51fa\u81ea\u5df1\u7684\u96f6\u4ef6\u5e93\uff0c\u65b0\u7b56\u7565\u5c31\u662f\u91cd\u65b0\u914d\u4e00\u6b21\u96f6\u4ef6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/02-concept-2-1024x585.png\" alt=\"\" class=\"wp-image-5178\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/02-concept-2-1024x585.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/02-concept-2-300x171.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/02-concept-2-767x438.png 767w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/02-concept-2.png 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u96f6\u4ef6\u6446\u5728\u53f0\u9762\u4e0a\uff0c\u574f\u54ea\u4e2a\u6362\u54ea\u4e2a<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u5f80\u4e0a\u4e00\u5c42\u662f\u7ec4\u5408\u3002\u591a\u4e2a\u7b56\u7565\u53ef\u4ee5\u7ec4\u6210 Portfolio\uff0c\u9009\u80a1\u3001\u8d44\u91d1\u5206\u914d\u3001\u591a\u56e0\u5b50\u8bc4\u5206\u5404\u662f\u4e00\u4e2a\u4f4d\u5b50\uff0c\u7ec4\u5408\u8fd8\u80fd\u5957\u7ec4\u5408\uff0c\u5b98\u65b9\u7ba1\u8fd9\u4e2a\u53eb\u7ec4\u5408\u5373\u7b56\u7565\u3002\u505a\u8d44\u4ea7\u914d\u7f6e\u6216\u8005\u591a\u7b56\u7565\u6df7\u5408\u56de\u6d4b\uff0c\u8fd9\u4e00\u5c42\u662f\u73b0\u6210\u7684\uff0c\u4e0d\u7528\u81ea\u5df1\u624b\u5199\u8c03\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001166 \u6beb\u79d2\u8fd9\u4e2a\u6570\u5b57\uff0c\u53e3\u5f84\u8981\u8bf4\u6e05<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u9762\u63d0\u5230\u7684 166 \u6beb\u79d2\uff0c\u51fa\u5904\u662f\u5b98\u65b9 README\u3002\u6d4b\u8bd5\u5e73\u53f0 AMD 7950x\uff0c\u4efb\u52a1\u662f\u5bf9\u5168\u5e02\u573a 1913 \u4e07\u6761\u65e5 K \u7ebf\u7b97 20 \u65e5\u5747\u7ebf\u6c42\u548c\u3002\u9996\u6b21\u52a0\u8f7d\u7ea6&nbsp;<strong>6 \u79d2<\/strong>\uff0c\u9884\u70ed\u540e&nbsp;<strong>166 \u6beb\u79d2<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">166 \u6beb\u79d2\u662f\u4ec0\u4e48\u6982\u5ff5\uff1f\u4e00\u6b21\u7728\u773c\u5927\u7ea6\u4e09\u767e\u6beb\u79d2\uff0c\u5168\u5e02\u573a\u7b97\u5b8c\uff0c\u7728\u773c\u90fd\u7528\u4e0d\u6ee1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/03-result-1024x585.png\" alt=\"\" class=\"wp-image-5179\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/03-result-1024x585.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/03-result-300x171.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/03-result-767x438.png 767w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/03-result.png 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u9884\u70ed\u524d\u540e\uff0c\u5dee\u7740\u91cf\u7ea7<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5feb\u7684\u539f\u7406\u4e0d\u590d\u6742\u3002C++ \u5185\u6838\u539f\u751f\u591a\u7ebf\u7a0b\uff0c\u7b97\u8fc7\u7684\u6307\u6807\u6709\u7f13\u5b58\uff0c\u7b2c\u4e8c\u6b21\u76f4\u63a5\u53d6\u3002\u793e\u533a\u7684\u516c\u5f00\u53cd\u9988\u548c\u8fd9\u4e2a\u91cf\u7ea7\u5bf9\u5f97\u4e0a\uff0c\u5341\u5e74\u65e5\u7ebf\u7ea7\u522b\u7684\u7b56\u7565\u9a8c\u8bc1\uff0c\u51e0\u5206\u949f\u51fa\u7ed3\u679c\uff0c\u7eaf Python \u6846\u67b6\u540c\u6837\u7684\u6d3b\u8981\u8dd1\u66f4\u4e45\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e00\u8bf4\u4e00\uff0c166 \u6beb\u79d2\u662f\u5b98\u65b9\u673a\u5668\u4e0a\u7684\u6570\u5b57\uff0c\u6211\u6ca1\u6709\u5728\u540c\u914d\u7f6e\u673a\u5668\u4e0a\u590d\u6d4b\u8fc7\uff0c\u6211\u7684\u7b14\u8bb0\u672c\u4e0a\u5177\u4f53\u5feb\u591a\u5c11\uff0c\u6211\u4e0d\u6562\u6253\u5305\u7968\u3002\u4f46\u52a0\u901f\u7684\u6765\u6e90\u662f\u5b9e\u6253\u5b9e\u7684\uff0cC++ \u5185\u6838\u52a0\u7f13\u5b58\u52a0\u591a\u7ebf\u7a0b\uff0c\u8fd9\u4e09\u6837\u6ca1\u6709\u4e00\u6837\u662f\u865a\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u5c42\u4e5f\u4ea4\u4ee3\u4e00\u4e0b\u3002\u56db\u79cd\u5b58\u50a8\u540e\u7aef\uff0cHDF5\u3001MySQL\u3001ClickHouse\u3001SQLite\uff0c\u9ed8\u8ba4 HDF5\uff0c\u8f7b\u91cf\u597d\u5907\u4efd\u3002\u884c\u60c5\u6570\u636e\u5168\u90e8\u843d\u5728\u672c\u5730\uff0c\u4e0d\u7ecf\u8fc7\u4efb\u4f55\u7b2c\u4e09\u65b9\u5e73\u53f0\uff0c\u8fd9\u4e00\u70b9\u5bf9\u5728\u610f\u6570\u636e\u9690\u79c1\u7684\u4eba\u662f\u52a0\u5206\u9879\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u6211\u88c5\u4e86\u4e00\u904d\uff0c\u574e\u5728\u6570\u636e\u8fd9\u4e00\u6b65<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u6b65\u88c5\u5e93\u3002\u6211\u4e00\u5f00\u59cb\u4f30\u4e94\u5206\u949f\u641e\u5b9a\uff0c\u7528\u9ed8\u8ba4\u5b98\u65b9\u6e90\u8dd1 pip\uff0c\u7ed3\u679c\u5361\u4e86&nbsp;<strong>25 \u5206\u949f<\/strong>\u6ca1\u52a8\u9759\uff0c52MB \u7684\u4e3b\u5305\u8fdb\u5ea6\u6761\u90fd\u6ca1\u632a\u4e00\u4e0b\u3002\u6362\u6e05\u534e\u955c\u50cf\u3002\u51e0\u5206\u949f\u88c5\u5b8c\u3002\u8fd9\u4e0d\u602a\u9879\u76ee\uff0c\u9505\u5728\u7f51\u901f\uff0c\u4f46\u4e3b\u5305\u52a0\u4e0a\u4e00\u5806\u4f9d\u8d56\uff0c\u88f8\u88c5\u786e\u5b9e\u662f\u4e2a\u4f53\u529b\u6d3b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u6b65\u770b\u88c5\u8fdb\u6765\u7684\u4e1c\u897f\uff0c\u6211\u76ef\u7740\u4f9d\u8d56\u6e05\u5355\u770b\u4e86\u534a\u5929\u3002PySide6 \u6574\u4e2a Qt \u5168\u5bb6\u6876\uff0c\u8fde WebEngine \u90fd\u5728\u91cc\u9762\u3002\u518d\u7b97\u4e0a akshare\u3001bokeh\u3001clickhouse-connect\u3001tables\uff0c\u4e00\u4e2a\u56de\u6d4b\u6846\u67b6\u88c5\u5b8c\uff0c\u865a\u62df\u73af\u5883\u91cc\u591a\u51fa&nbsp;<strong>107 \u4e2a\u5305<\/strong>\uff0c\u5360\u4e862GB\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2GB\uff0c\u4e00\u4e2a\u56de\u6d4b\u6846\u67b6\u3002\u5b83\u81ea\u5e26\u4e00\u5957 Qt \u5199\u7684\u56fe\u5f62\u754c\u9762\uff0c\u529f\u80fd\u4e0a\u662f\u52a0\u5206\uff0c\u4ee3\u4ef7\u662f\u88c5\u5e93\u53d8\u91cd\u3002\u53ea\u60f3\u7528 Python \u63a5\u53e3\u8dd1\u56de\u6d4b\u7684\u4eba\uff0c\u8fd9\u4e2a\u5305\u4f53\u6709\u70b9\u8d85\u91cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u6b65 import\u3002\u9996\u6b21\u5bfc\u5165\u5b83\u8981\u5728\u7528\u6237\u76ee\u5f55\u5efa\u4e00\u4e2a .hikyuu \u6587\u4ef6\u5939\uff0c\u521d\u59cb\u5316 SQLite\uff0c\u5b58\u96f6\u4ef6\u4ed3\u5e93\u7684\u914d\u7f6e\u3002\u6211\u7684\u73af\u5883\u5bf9\u8fd9\u4e2a\u76ee\u5f55\u7684\u5199\u5165\u6709\u5b89\u5168\u9650\u5236\uff0c\u521d\u59cb\u5316\u6ca1\u8dd1\u901a\uff0c\u7529\u51fa\u4e00\u957f\u4e32\u6570\u636e\u5e93\u62a5\u9519\u3002\u540e\u6765\u624d\u770b\u660e\u767d\uff0c\u662f\u73af\u5883\u62e6\u4e86\u5199\u5165\uff0c\u4e0d\u662f\u9879\u76ee\u7684\u95ee\u9898\u3002\u666e\u901a\u7535\u8111\u4e0a\u6ca1\u6709\u8fd9\u5c42\u9650\u5236\uff0c\u4e00\u822c\u9047\u4e0d\u4e0a\u3002\u4f46\u6709\u4e00\u70b9\u662f\u786e\u5b9a\u7684\uff0c\u7b2c\u4e00\u6b21\u8dd1\u4e4b\u524d\uff0c\u5f97\u5148\u628a\u884c\u60c5\u6570\u636e\u5bfc\u5165\u672c\u5730\u5e93\uff0c\u5b98\u65b9\u7ed9\u4e86\u4ece\u901a\u8fbe\u4fe1\u7b49\u6765\u6e90\u5bfc\u5165\u7684\u5de5\u5177\uff0c\u8fd9\u4e00\u6b65\u8df3\u4e0d\u8fc7\u53bb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/04-concept-1-1024x585.png\" alt=\"\" class=\"wp-image-5180\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/04-concept-1-1024x585.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/04-concept-1-300x171.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/04-concept-1-767x438.png 767w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/04-concept-1.png 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88c5\u5e93\u3001\u6570\u636e\u5bfc\u5165\uff0c\u4e2d\u95f4\u9694\u7740\u4e00\u9053\u574e<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u88c5\u673a\u73af\u8282\u7684\u7ed3\u8bba\uff0c\u88c5\u5f97\u4e0a\uff0c\u4f46\u4e0d\u662f\u65e0\u8111\u987a\u7545\u3002\u955c\u50cf\u3001\u4f9d\u8d56\u3001\u6570\u636e\u5bfc\u5165\uff0c\u4e09\u4ef6\u4e8b\u90fd\u8981\u81ea\u5df1\u8fc7\u4e00\u904d\u3002\u5bf9\u76ee\u6807\u7528\u6237\u8fd9\u4e0d\u7b97\u969c\u788d\uff0c\u5bf9\u60f3\u5341\u5206\u949f\u8dd1\u901a\u7684\u4eba\uff0c\u8fd9\u662f\u4e2a\u529d\u9000\u70b9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5b83\u54ea\u91cc\u4e0d\u884c\uff0c\u8fd9\u4e09\u6761\u662f\u786c\u7684<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f18\u70b9\u8bf4\u4e86\u4e0d\u5c11\uff0c\u77ed\u677f\u66f4\u503c\u5f97\u770b\u6e05\u695a\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/05-concept-1024x585.png\" alt=\"\" class=\"wp-image-5182\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/05-concept-1024x585.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/05-concept-300x171.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/05-concept-767x438.png 767w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/05-concept.png 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u4e09\u6839\u67f1\u5b50\u90fd\u6709\u88c2\u7f1d\uff0c\u4f46\u90fd\u8fd8\u7acb\u7740<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u6761\uff0c\u751f\u6001\u5c0f\u3002<\/strong>3600 \u591a\u4e2a star \u7684\u793e\u533a\u89c4\u6a21\uff0c\u610f\u5473\u7740\u4f60\u9047\u5230\u95ee\u9898\u65f6\uff0c\u80fd\u641c\u5230\u7684\u4e2d\u6587\u6559\u7a0b\u548c\u7b54\u7591\u5e16\u6709\u9650\uff0c\u5f88\u591a\u65f6\u5019\u8981\u81ea\u5df1\u5543\u6e90\u7801\u548c\u6587\u6863\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u6761\uff0c\u5355\u4eba\u7ef4\u62a4\u3002<\/strong>14 \u5e74\u7684\u6d3b\u8dc3\u662f\u4f5c\u8005\u4e00\u4e2a\u4eba\u625b\u4e0b\u6765\u7684\uff0c\u9760\u4e1a\u4f59\u65f6\u95f4\u548c\u4ed8\u8d39\u793e\u533a\u652f\u6491\u3002\u9879\u76ee\u73b0\u5728\u662f\u6d3b\u7684\uff0c\u4f46\u5b83\u7684\u547d\u8109\u7cfb\u5728\u4e00\u4e2a\u4eba\u8eab\u4e0a\uff0c\u8fd9\u662f\u5ba2\u89c2\u98ce\u9669\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\u6761\uff0c\u5b9e\u76d8\u57fa\u7840\u3002<\/strong>\u56de\u6d4b\u548c\u7814\u7a76\u8fd9\u5757\u5b83\u505a\u5f97\u5f88\u91cd\uff0c\u5b9e\u76d8\u53ea\u7559\u4e86\u4e8b\u4ef6\u9a71\u52a8\u6846\u67b6\u548c\u8ba2\u5355\u63a5\u53e3\u4f4d\uff0c\u63a5\u5238\u5546\u3001\u505a\u98ce\u63a7\uff0c\u8fd9\u4e9b\u5de5\u7a0b\u91cf\u90fd\u5f97\u81ea\u5df1\u4e0a\u3002\u60f3\u8981\u4e00\u952e\u5b9e\u76d8\u7684\u4eba\uff0c\u5b83\u7ed9\u4e0d\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6709\u4e00\u6761\u8f6f\u7684\uff0c\u5b66\u4e60\u66f2\u7ebf\u3002\u96f6\u4ef6\u5316\u7684\u601d\u7ef4\u548c\u5199\u811a\u672c\u8dd1\u56de\u6d4b\u7684\u4e60\u60ef\u4e0d\u4e00\u6837\uff0c\u521a\u5f00\u59cb\u8981\u8f6c\u5f2f\u3002\u5b98\u65b9\u751a\u81f3\u660e\u8bf4\uff0c\u8fd9\u4e2a\u95e8\u69db\u662f\u6709\u610f\u4fdd\u7559\u7684\uff0c\u539f\u8bdd\u662f\u6846\u67b6\u4e0d\u4f1a\u7528\u6f02\u4eae\u7684\u66f2\u7ebf\uff0c\u53bb\u5f25\u8865\u4f60\u6ca1\u6709\u601d\u8003\u8fc7\u7684\u524d\u63d0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\u5b83\u4e3b\u8981\u8986\u76d6 A \u80a1\uff0c\u671f\u8d27\u3001\u671f\u6743\u548c\u6d77\u5916\u5e02\u573a\u8981\u81ea\u5df1\u6269\u5c55\uff0c\u591a\u5e02\u573a\u9700\u6c42\u91cd\u7684\u4eba\u4e0d\u7528\u770b\u4e86\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u9002\u5408\u8c01\uff0c\u4e00\u53e5\u8bdd\u8bf4\u5b8c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba4\u771f\u505a A 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class=\"wp-block-paragraph\">\u5f00\u5934\u7684\u4e24\u4e2a\u6570\u5b57\uff0c\u73b0\u5728\u53ef\u4ee5\u5bf9\u4e0a\u4e86\u300214 \u5e74\u6512 7000 \u6b21\u63d0\u4ea4\u548c 166 \u6beb\u79d2\u7b97\u5b8c\u5168\u5e02\u573a\uff0c\u5176\u5b9e\u662f\u540c\u4e00\u4ef6\u4e8b\uff0c\u6162\u529f\u592b\u5806\u51fa\u7684\u5feb\u3002\u8fd9\u79cd\u9879\u76ee\u70ed\u5ea6\u4e0d\u4f1a\u7206\uff0c\u4f46\u4e00\u76f4\u5728\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/06-concept-1024x585.png\" alt=\"\" class=\"wp-image-5181\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/06-concept-1024x585.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/06-concept-300x171.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/06-concept-767x438.png 767w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/10\/06-concept.png 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