{"id":251,"date":"2025-06-05T07:41:54","date_gmt":"2025-06-04T23:41:54","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/?page_id=251"},"modified":"2026-01-13T00:05:43","modified_gmt":"2026-01-12T16:05:43","slug":"chapter1","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/chapter1\/","title":{"rendered":"1.1 \u5f15\u8a00"},"content":{"rendered":"<h2>1 \u5173\u4e8e\u6211<\/h2>\n<p>\u5728\u5168\u8eab\u5fc3\u6295\u5165\u8fd9\u6b3e\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u7684\u7814\u53d1\u4e4b\u524d\uff0c\u6211\u6df7\u8ff9\u4e8e\u77e5\u4e4e\u548c\u516c\u4f17\u53f7\uff0c\u4e13\u6ce8\u4e8e\u4fe1\u53f7\u5904\u7406\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u5206\u4eab\u4e0e\u63a2\u8ba8\u3002\u540e\u6765\u5728\u7814\u7a76\u7b97\u6cd5\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ea7\u751f\u4e86\u65b0\u7684\u60f3\u6cd5\uff0c\u51b3\u5b9a\u5c06\u8fd9\u4e9b\u5e74\u5728\u4fe1\u53f7\u5904\u7406\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u79ef\u7d2f\u7684\u601d\u7ef4\u4e0e\u65b9\u6cd5\uff0c\u8de8\u754c\u5e94\u7528\u4e8e\u5145\u6ee1\u6311\u6218\u4e0e\u673a\u9047\u7684\u80a1\u7968\u5e02\u573a\u548c\u91cf\u5316\u4ea4\u6613\u4e2d\u3002<\/p>\n<p>\u5f53\u524d\u6559\u7a0b\u662fMr.\u770b\u6d77\u2014\u2014\u4e5f\u5c31\u662f\u6211\uff0c\u642d\u5efa\u7684\u552f\u4e00\u5b98\u65b9\u6559\u7a0b\uff0c\u540e\u7eed\u6559\u7a0b\u90fd\u662f\u5728\u6b64\u5904\u6700\u5148\u66f4\u65b0\u3002<\/p>\n<p>\u4e3a\u4e86\u65b9\u4fbf\u548c\u5927\u5bb6\u4ea4\u6d41\uff0c\u6211\u5728\u4ee5\u4e0b\u5e73\u53f0\u90fd\u5f00\u8bbe\u4e86\u8d26\u53f7\uff0c\u6b22\u8fce\u5173\u6ce8\uff1a<\/p>\n<ul>\n<li><strong>\u5fae\u4fe1\u516c\u4f17\u53f7<\/strong>\uff1a<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/mp.weixin.qq.com\/s\/l_06l72N8WFnbM5_4Ns4Dw\">\u770b\u6d77\u7684\u57ce\u5821<\/a><\/li>\n<li><strong>\u77e5\u4e4e<\/strong>\uff1a<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/www.zhihu.com\/people\/feng-zhu-38\">Mr.\u770b\u6d77<\/a><\/li>\n<li><strong>\u6296\u97f3<\/strong>\uff1aMr.\u770b\u6d77\uff08\u6296\u97f3\u53f7\uff1a31281929369\uff09<\/li>\n<li><strong>\u5feb\u624b<\/strong>\uff1aMr.\u770b\u6d77\uff08\u5feb\u624b\u53f7\uff1a4775269996\uff09<\/li>\n<li><strong>B\u7ad9 (\u54d4\u54e9\u54d4\u54e9)<\/strong>\uff1a<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/space.bilibili.com\/3546667687086777\">Mr\u770b\u6d77<\/a><\/li>\n<li><strong>\u5934\u6761<\/strong>\uff1a<a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/www.toutiao.com\/c\/user\/token\/MS4wLjABAAAAzyc56KI8pUK0LEasGJ88GQ7YOog-eiSLihjiYFUUUh32URE2tUnJpiPITu4uhJCQ\/?\">Mr.\u770b\u6d77<\/a><\/li>\n<\/ul>\n<p>\u4e00\u76f4\u4ee5\u6765\uff0c\u6211\u90fd\u81f4\u529b\u4e8e\u4e3a\u5927\u5bb6\u63d0\u4f9b\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u3002\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u662f\u7528\u7231\u53d1\u7535\u7684\u4ea7\u7269\u3002\u76ee\u524d\uff0c\u7cfb\u7edf\u5f00\u53d1\u548c\u7ef4\u62a4\u7684\u5fae\u8584\u6536\u5165\u4e3b\u8981\u6765\u6e90\u4e8e\u901a\u8fc7\u6211\u63a8\u8350\u6e20\u9053\u5f00\u6237\u7684\u670b\u53cb\u4eec\u6240\u5e26\u6765\u7684\u4e9b\u8bb8\u8fd4\u4f63\uff0c\u4ee5\u53ca\u70ed\u5fc3\u7528\u6237\u7684\u6177\u6168\u6253\u8d4f\u3002\u5982\u679c\u60a8\u89c9\u5f97\u8fd9\u6b3e\u7cfb\u7edf\u5bf9\u60a8\u6709\u6240\u5e2e\u52a9\uff0c\u4e0d\u59a8\u8bf7\u4f5c\u8005\u559d\u676f\u5496\u5561\uff0c\u60a8\u7684\u8fd9\u4efd\u652f\u6301\uff0c\u662f\u6211\u6301\u7eed\u66f4\u65b0\u4e0e\u5b8c\u5584\u7684\u6700\u5927\u52a8\u529b\uff01<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/06\/%E5%BE%AE%E4%BF%A1%E5%9B%BE%E7%89%87_20250606235710-300x300.png\" alt=\"\u5fae\u4fe1\u6253\u8d4f\" width=\"300\"\/>\n<\/p>\n<hr \/>\n<h2>2 \u6211\u4e3a\u4ec0\u4e48\u8981\u505a\u8fd9\u6837\u4e00\u6b3e\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\uff1f<\/h2>\n<p>\u5e02\u9762\u4e0a\u7684\u91cf\u5316\u5de5\u5177\u4e0d\u5c11\uff0c\u4e3a\u4f55\u8fd8\u8981&#8221;\u91cd\u590d\u9020\u8f6e\u5b50&#8221;\uff1f\u6838\u5fc3\u5728\u4e8e\u5bf9\u73b0\u6709\u5de5\u5177\u7684\u4e9b\u8bb8\u4e0d\u6ee1\uff0c\u4ee5\u53ca\u4e00\u4e9b\u4e9f\u5f85\u5b9e\u73b0\u7684\u529f\u80fd\u4e0e\u7406\u5ff5\u3002<\/p>\n<p>\u56de\u6d4b\u7cfb\u7edf\u662f\u91cf\u5316\u4ea4\u6613\u7684\u57fa\u77f3\uff0c\u5b83\u5141\u8bb8\u7b56\u7565\u5728\u5386\u53f2\u6570\u636e\u4e2d&#8221;\u6f14\u7ec3&#8221;\uff0c\u8bc4\u4f30\u53ef\u884c\u6027\u3002\u7136\u800c\uff0c\u4e0d\u5c11\u73b0\u6709\u5de5\u5177\uff0c\u5982QMT\uff0c\u867d\u5177\u5907\u56de\u6d4b\u529f\u80fd\uff0c\u4f46\u5728\u7b56\u7565\u5f00\u53d1\u7684\u7075\u6d3b\u6027\u4e0a\uff08\u5982Python\u7b2c\u4e09\u65b9\u5e93\u7684\u8c03\u7528\uff09\u5b58\u5728\u9650\u5236\uff0c\u8fd9\u675f\u7f1a\u4e86AI\u7b49\u524d\u6cbf\u7b97\u6cd5\u7684\u5e94\u7528\u3002khQuant\u7684\u521d\u8877\u4fbf\u662f<strong>\u6253\u7834\u8fd9\u4e9b\u67b7\u9501\uff0c\u8d4b\u4e88\u5f00\u53d1\u8005\u6700\u5927\u7684\u7b56\u7565\u5b9e\u73b0\u81ea\u7531\u5ea6<\/strong>\uff0c\u8ba9Python\u7684\u5f3a\u5927\u751f\u6001\u5145\u5206\u52a9\u529b\u521b\u65b0\u3002<\/p>\n<p><strong>\u5173\u952e\u8003\u91cf\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u7b56\u7565\u5b89\u5168\u4e0e\u672c\u5730\u8fd0\u884c<\/strong>\uff1a\u7b56\u7565\u662f\u6838\u5fc3\u8d44\u4ea7\u3002KHQuant\u57fa\u4e8eMiniQMT\u5f00\u53d1\uff0c\u786e\u4fdd\u7b56\u7565\u4ee3\u7801\u548c\u6570\u636e\u5728\u672c\u5730\u8fd0\u884c\uff0c\u4fdd\u969c\u5b89\u5168\u4e0e\u9690\u79c1\uff0c\u540c\u65f6\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u6216\u590d\u6742\u6a21\u578b\u65f6\u66f4\u5177\u6027\u80fd\u4e0e\u6210\u672c\u4f18\u52bf\u3002<\/li>\n<li><strong>\u6253\u9020\u8d81\u624b\u7684&#8221;\u5175\u5668&#8221;<\/strong>\uff1a\u5de5\u5177\u5e94\u4fdd\u8bc1\u4e13\u4e1a\u6027\u7684\u540c\u65f6\uff0c\u8ffd\u6c42\u9ad8\u6548\u6613\u7528\u3002\u4f5c\u4e3a\u4e00\u540d\u957f\u671f\u4ece\u4e8b\u4fe1\u53f7\u5904\u7406\u4e0e\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7814\u7a76\u7684\u5f00\u53d1\u8005\uff0c\u6df1\u8c19\u6b64\u9053\u3002KHQuant\u529b\u6c42\u6210\u4e3a\u4e00\u6b3e\u79f0\u624b\u597d\u7528\u7684\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u80fd\u66f4\u4e13\u6ce8\u4e8e\u7b56\u7565\u7814\u7a76\u672c\u8eab\u3002<\/li>\n<li><strong>\u586b\u8865MiniQMT\u751f\u6001\u7a7a\u767d<\/strong>\uff1a\u76ee\u524d\u5e02\u573a\u7f3a\u4e4f\u9488\u5bf9MiniQMT\u5b8c\u5584\u6613\u7528\u7684\u56de\u6d4b\u4e0e\u6a21\u62df\u5e73\u53f0\u3002KHQuant\u613f\u505a&#8221;\u7b2c\u4e00\u4e2a\u5403\u8783\u87f9\u7684\u4eba&#8221;\uff0c\u4e3aMiniQMT\u7528\u6237\u548c\u91cf\u5316\u7231\u597d\u8005\u63d0\u4f9b\u65b0\u9009\u62e9\u3002<\/li>\n<\/ul>\n<p><strong>KHQuant\u7684\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\uff1a<\/strong><\/p>\n<ol>\n<li><strong>\u6a21\u5757\u4f4e\u8026\u5408\u2014\u2014\u63d0\u5347\u7075\u6d3b\u6027\u4e0e\u53ef\u7ef4\u62a4\u6027<\/strong>\uff1a<br \/>\n\u501f\u9274&#8221;\u4e50\u9ad8\u79ef\u6728&#8221;\u7684\u7406\u5ff5\uff0cKHQuant\u8ffd\u6c42UI\u3001\u6570\u636e\u3001\u7b56\u7565\u4e0e\u6838\u5fc3\u6846\u67b6\u7684\u5206\u79bb\u3002\u5982\u6b64\uff0c\u5404\u6a21\u5757\u53ef\u72ec\u7acb\u5347\u7ea7\u3001\u66ff\u6362\uff0c\u907f\u514d&#8221;\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab&#8221;\uff0c\u4fdd\u8bc1\u7cfb\u7edf\u672a\u6765\u7684\u8fed\u4ee3\u4e0e\u6269\u5c55\u80fd\u529b\u3002<\/li>\n<li><strong>\u7b56\u7565\u9ad8\u5185\u805a\u2014\u2014\u805a\u7126\u7b56\u7565\uff0c\u63d0\u5347\u6548\u7387<\/strong>\uff1a<br \/>\n\u4f7f\u7528\u8005\u5e94\u4e13\u6ce8\u4e8e\u7b56\u7565\u903b\u8f91\u3002KHQuant\u81f4\u529b\u4e8e\u63d0\u4f9b\u7a33\u5b9a\u7684\u5e95\u5c42\u652f\u6491\u548c\u6e05\u6670\u7684\u63a5\u53e3\u89c4\u8303\uff0c\u76ee\u6807\u662f\u5b9e\u73b0\u7b56\u7565\u6587\u4ef6\u5728\u56de\u6d4b\u3001\u6a21\u62df\u3001\u5b9e\u76d8\u95f4\u65e0\u7f1d\u5207\u6362\uff0c\u5e76\u5171\u4eab\u7edf\u4e00\u7684\u56fe\u5f62\u5316\u914d\u7f6e\u754c\u9762\uff0c\u6700\u5927\u7a0b\u5ea6\u51cf\u8f7b\u7528\u6237\u8d1f\u62c5\u3002\u672a\u6765\uff0c\u751a\u81f3\u671f\u671b\u901a\u8fc7\u6807\u51c6\u5316\u7684\u63a5\u53e3\uff0c\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\u8f85\u52a9\u7b56\u7565\u751f\u6210\u3002<\/li>\n<\/ol>\n<blockquote><p>\n  \ud83d\udca1 <strong>\u4e00\u8a00\u4ee5\u853d\u4e4b<\/strong>\uff1aKHQuant\u5e76\u975e\u8ffd\u6c42&#8221;\u5927\u800c\u5168&#8221;\uff0c\u800c\u662f\u529b\u6c42\u5728<strong>\u56fe\u5f62\u5316\u3001\u672c\u5730\u5316\u3001\u7075\u6d3b\u6027\u548c\u5b9e\u7528\u6027<\/strong>\u8fd9\u4e9b\u6838\u5fc3\u75db\u70b9\u4e0a\u505a\u5230&#8221;\u7cbe\u800c\u6df1&#8221;\uff0c\u4e3a\u4e2a\u4eba\u6295\u8d44\u8005\u63d0\u4f9b\u4e00\u6b3e\u514d\u8d39\u3001\u5f3a\u5927\u4e14\u79f0\u624b\u7684\u91cf\u5316\u7814\u7a76\u5229\u5668\u3002\n<\/p><\/blockquote>\n<hr \/>\n<h2>3 \u770b\u6d77\u91cf\u5316\u7cfb\u7edf\uff1a\u7279\u70b9\u4e0e\u6bd4\u8f83<\/h2>\n<p>\u4e3a\u4e86\u8ba9\u5927\u5bb6\u66f4\u6e05\u6670\u5730\u7406\u89e3KHQuant\u7684\u5b9a\u4f4d\uff0c\u8fd9\u91cc\u901a\u8fc7\u4e00\u4e2a\u7b80\u660e\u627c\u8981\u7684\u8868\u683c\u6765\u5bf9\u6bd4\u5176\u4e0e\u5e02\u9762\u4e0a\u5176\u4ed6\u4e3b\u6d41\u7c7b\u578b\u91cf\u5316\u5de5\u5177\u7684\u7279\u70b9\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u7279\u6027\u7ef4\u5ea6<\/th>\n<th align=\"left\">\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf (KHQuant)<\/th>\n<th align=\"left\">\u56fd\u5185\u5238\u5546\u5e73\u53f0 (\u5982\uff1aQMT\u81ea\u5e26, \u901a\u8fbe\u4fe1)<\/th>\n<th align=\"left\">\u5f00\u6e90\u56de\u6d4b\u6846\u67b6 (\u5982\uff1aBacktrader, vn.py)<\/th>\n<th align=\"left\">\u5728\u7ebf\u91cf\u5316\u5e73\u53f0 (\u5982\uff1a\u805a\u5bbd, BigQuant)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\"><strong>\u7cfb\u7edf\u8bbe\u8ba1\u4fa7\u91cd<\/strong><\/td>\n<td align=\"left\">GUI\u53cb\u597d\uff0c\u4e0eMiniQMT\u6df1\u5ea6\u96c6\u6210\uff0c\u5b9e\u73b0\u6570\u636e\u63a5\u53e3<strong>\u5f00\u7bb1\u5373\u7528<\/strong><\/td>\n<td align=\"left\">\u8d26\u6237\u76f4\u8fde\uff0c\u884c\u60c5\u4ea4\u6613\u4fbf\u6377\uff0c\u4f4e\u6210\u672c<\/td>\n<td align=\"left\">\u9ad8\u5ea6\u7075\u6d3b\u5b9a\u5236\uff0c\u514d\u8d39\u5f00\u6e90\uff0c\u793e\u533a\u652f\u6301<\/td>\n<td align=\"left\">\u4e91\u7aef\u8fd0\u884c\uff0c\u63d0\u4f9b\u6570\u636e\uff0c\u5b66\u4e60\u8d44\u6e90\u4e30\u5bcc<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u7cfb\u7edf\u5f53\u524d\u5c40\u9650<\/strong><\/td>\n<td align=\"left\">\u751f\u6001\u521d\u671f\uff0c\u529f\u80fd\u5f85\u5b8c\u5584\uff0c\u4f9d\u8d56MiniQMT\uff0c\u4e2a\u4eba\u7ef4\u62a4<\/td>\n<td align=\"left\">\u7b56\u7565\u81ea\u7531\u5ea6\u4f4e\uff0c\u56de\u6d4b\u529f\u80fd\u8f83\u5f31<\/td>\n<td align=\"left\">\u4e0a\u624b\u95e8\u69db\u9ad8\uff0c\u9700\u81ea\u884c\u5bfb\u627e\u3001\u914d\u7f6e\u548c\u7ef4\u62a4\u6570\u636e\/\u4ea4\u6613\u63a5\u53e3<\/td>\n<td align=\"left\">\u6838\u5fc3\u4ee3\u7801\/\u6570\u636e\u4e0d\u53ef\u63a7\uff0c\u9ad8\u7ea7\u529f\u80fd\u6536\u8d39<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u76ee\u6807\u7528\u6237\u753b\u50cf<\/strong><\/td>\n<td align=\"left\">\u6ce8\u91cd\u6613\u7528\u6027\u7684\u4e2a\u4eba\u91cf\u5316\u7231\u597d\u8005\uff0c\u5e0c\u671b\u6570\u636e\u7b56\u7565\u672c\u5730\u5316<\/td>\n<td align=\"left\">\u666e\u901a\u4ea4\u6613\u8005\uff0c\u7f16\u7a0b\u80fd\u529b\u8981\u6c42\u4e0d\u9ad8<\/td>\n<td align=\"left\">\u7f16\u7a0b\u80fd\u529b\u5f3a\u7684\u5f00\u53d1\u8005\uff0c\u9700\u6df1\u5ea6\u5b9a\u5236<\/td>\n<td align=\"left\">\u91cf\u5316\u521d\u5b66\u8005\uff0c\u504f\u597d\u4e91\u7aef\u670d\u52a1<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u7b56\u7565\u7f16\u7a0b<\/strong><\/td>\n<td align=\"left\">Python<\/td>\n<td align=\"left\">\u5e73\u53f0\u7279\u5b9a\u8bed\u8a00\u6216\u811a\u672c<\/td>\n<td align=\"left\">Python<\/td>\n<td align=\"left\">Python\u4e3a\u4e3b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u6570\u636e\u83b7\u53d6<\/strong><\/td>\n<td align=\"left\"><strong>\u5185\u7f6eMiniQMT\u63a5\u53e3\uff0c\u5f00\u7bb1\u5373\u7528<\/strong><\/td>\n<td align=\"left\">\u63d0\u4f9b\u591a\u54c1\u79cd\u884c\u60c5\u6570\u636e<\/td>\n<td align=\"left\">\u9700\u7528\u6237\u81ea\u884c\u5bf9\u63a5\u548c\u7ef4\u62a4\u6570\u636e\u6e90<\/td>\n<td align=\"left\">\u5e73\u53f0\u63d0\u4f9b\u5e38\u7528\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u754c\u9762\u5f62\u6001<\/strong><\/td>\n<td align=\"left\">PyQt5\u6784\u5efa\u7684\u684c\u9762GUI<\/td>\n<td align=\"left\">\u6807\u51c6\u7684\u884c\u60c5\u4ea4\u6613\u8f6f\u4ef6\u754c\u9762<\/td>\n<td align=\"left\">\u90e8\u5206\u6846\u67b6\u63d0\u4f9bGUI\uff08\u5982vn.py\uff09\uff0c\u5176\u4ed6\u9700\u81ea\u884c\u7ed8\u56fe<\/td>\n<td align=\"left\">Web\u754c\u9762\uff0c\u56fe\u8868\u53cb\u597d<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u4f7f\u7528\u6210\u672c<\/strong><\/td>\n<td align=\"left\">\u514d\u8d39<\/td>\n<td align=\"left\">\u5f00\u6237\u540e\u514d\u8d39\u4f7f\u7528<\/td>\n<td align=\"left\">\u514d\u8d39<\/td>\n<td align=\"left\">\u514d\u8d39\u5165\u95e8\uff0c\u589e\u503c\u670d\u52a1\u6536\u8d39<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\n  \u7b80\u5355\u6765\u8bf4\uff0cKHQuant\u81f4\u529b\u4e8e\u4e3aA\u80a1\u4e2a\u4eba\u6295\u8d44\u8005\uff0c\u63d0\u4f9b\u4e00\u4e2a\u5728<strong>\u56fe\u5f62\u5316\u3001\u672c\u5730\u5316\u3001\u7b80\u5355\u5b9e\u7528<\/strong>\u65b9\u9762\u8868\u73b0\u51fa\u8272\u7684\u91cf\u5316\u5de5\u5177\u3002\u5176\u4e0eMiniQMT\u7684\u6df1\u5ea6\u6574\u5408\uff0c\u8ba9\u7528\u6237\u514d\u53bb\u4e86\u5bfb\u627e\u548c\u914d\u7f6e\u6570\u636e\u6e90\u7684\u7e41\u7410\u5de5\u4f5c\uff0c\u53ef\u4ee5\u66f4\u4e13\u6ce8\u4e8e\u7b56\u7565\u5f00\u53d1\u672c\u8eab\u3002\u5b83\u6216\u8bb8\u5e76\u975e\u5b8c\u7f8e\u65e0\u7455\uff0c\u4f46\u4f1a\u6301\u7eed\u6253\u78e8\u4e0e\u8fdb\u5316\uff0c\u529b\u6c42\u5e2e\u52a9\u6bcf\u4e00\u4f4d\u4f7f\u7528\u8005\u66f4\u9ad8\u6548\u5730\u8fdb\u884c\u7b56\u7565\u7814\u7a76\u4e0e\u4ea4\u6613\u5b9e\u8df5\u3002\n<\/p><\/blockquote>\n<hr \/>\n<p>\u9009\u62e9&#8221;\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf&#8221;\uff0c\u5c06\u80fd\u6df1\u5165\u4f53\u9a8c\u5230\u4ee5\u4e0b\u51e0\u70b9\u6838\u5fc3\u4f18\u52bf\u6240\u5e26\u6765\u7684\u4fbf\u5229\u4e0e\u4ef7\u503c\uff1a<\/p>\n<p><strong>\ud83c\udfa8 \u5b8c\u5168\u5f00\u6e90\u514d\u8d39\uff0c\u62e5\u62b1\u793e\u533a\u5171\u5efa\u751f\u6001<\/strong>\uff1a<br \/>\nKHQuant 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\/>\n\u8bb8\u591a\u91cf\u5316\u5e73\u53f0\u4f1a\u5bf9\u53ef\u4f7f\u7528\u7684Python\u7b2c\u4e09\u65b9\u5e93\u65bd\u52a0\u8bf8\u591a\u9650\u5236\uff0c\u8fd9\u65e0\u7591\u675f\u7f1a\u4e86\u7b56\u7565\u7684\u521b\u65b0\u7a7a\u95f4\u3002KHQuant \u5219\u81f4\u529b\u4e8e\u6253\u7834\u8fd9\u4e9b&#8221;\u67b7\u9501&#8221;\uff0c\u5141\u8bb8\u5728\u7b56\u7565\u4e2d\u65e0\u62d8\u65e0\u675f\u5730\u5f15\u5165\u548c\u4f7f\u7528Python\u751f\u6001\u4e2d\u51e0\u4e4e\u6240\u6709\u7684\u516c\u5f00\u5e93\u3002\u65e0\u8bba\u662f\u7528\u4e8e\u9ad8\u7ea7\u6570\u636e\u5206\u6790\u7684Pandas\u3001NumPy\u3001SciPy\uff0c\u8fd8\u662f\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u7684Scikit-learn\u3001TensorFlow\u3001PyTorch\uff0c\u4ea6\u6216\u662f\u5176\u4ed6\u4e13\u4e1a\u9886\u57df\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u53ea\u8981\u8ba4\u4e3a\u5bf9\u7b56\u7565\u6709\u76ca\uff0c\u90fd\u53ef\u4ee5\u81ea\u7531\u96c6\u6210\uff0c\u4ece\u800c\u5c06\u6700\u524d\u6cbf\u7684\u6280\u672f\u548c\u7b97\u6cd5\u5e94\u7528\u4e8e\u91cf\u5316\u5b9e\u8df5\u4e2d\u3002<\/p>\n<hr \/>\n<h2>4 \u4f7f\u7528&#8221;\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u5e73\u53f0&#8221;\u7684\u80cc\u666f\u77e5\u8bc6\u6e05\u5355<\/h2>\n<p>\u4e3a\u4e86\u5e2e\u52a9\u4e0d\u540c\u9700\u6c42\u7684\u7528\u6237\u66f4\u597d\u5730\u4f7f\u7528&#8221;\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u5e73\u53f0&#8221;\uff0c\u8fd9\u91cc\u68b3\u7406\u4e86\u4e00\u4efd\u80cc\u666f\u77e5\u8bc6\u6e05\u5355\uff0c\u5206\u4e3a\u5165\u95e8\u3001\u8fdb\u9636\u548c\u9ad8\u7ea7\u4e09\u4e2a\u5c42\u6b21\u3002\u60a8\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u76ee\u6807\u548c\u73b0\u6709\u57fa\u7840\uff0c\u6309\u56fe\u7d22\u9aa5\uff0c\u9010\u6b65\u63d0\u5347\u3002<\/p>\n<h3>4.1 \u5165\u95e8\uff1a\u7f16\u5199\u5f00\u73af\u7b56\u7565\u5b9e\u73b0\u56de\u6d4b<\/h3>\n<p>\u6b64\u9636\u6bb5\u7684\u76ee\u6807\u662f\u80fd\u591f\u4f7f\u7528\u5df2\u7ecf\u6253\u5305\u597d\u7684&#8221;\u770b\u6d77\u91cf\u5316\u5e73\u53f0&#8221;\uff0c\u7f16\u5199\u5e76\u8fd0\u884c\u5f00\u73af\u7b56\u7565\uff08\u5373\u7b56\u7565\u903b\u8f91\u76f8\u5bf9\u7b80\u5355\uff0c\u4e0d\u6d89\u53ca\u590d\u6742\u7684\u6a21\u578b\u8bad\u7ec3\u548c\u52a8\u6001\u8c03\u4f18\uff09\uff0c\u5e76\u5bf9\u7b56\u7565\u8fdb\u884c\u5386\u53f2\u56de\u6d4b\uff0c\u5206\u6790\u56de\u6d4b\u7ed3\u679c\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u638c\u63e1\u7a0b\u5ea6<\/th>\n<th align=\"left\">\u6280\u80fd<\/th>\n<th align=\"left\">\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">Python\u7f16\u7a0b\u57fa\u7840\uff08\u542bPandas\/NumPy\u5e93\uff09<\/td>\n<td align=\"left\">\u7406\u89e3Python\u6838\u5fc3\u8bed\u6cd5\u3001\u63a7\u5236\u6d41\u3001\u51fd\u6570\uff0c\u5e76\u638c\u63e1Pandas\u8fdb\u884c\u6570\u636e\u5904\u7406\u53caNumPy\u8fdb\u884c\u6570\u503c\u8ba1\u7b97\u7684\u57fa\u672c\u64cd\u4f5c\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u57fa\u672c\u7684\u91d1\u878d\u5e02\u573a\u77e5\u8bc6<\/td>\n<td align=\"left\">\u4e86\u89e3\u80a1\u7968\u3001K\u7ebf\u3001\u4ea4\u6613\u89c4\u5219\u3001\u5e38\u7528\u6280\u672f\u6307\u6807\uff08\u5982\u5747\u7ebf\u3001MACD\u3001\u5e03\u6797\u5e26\u7b49\uff09\u7684\u57fa\u672c\u6982\u5ff5\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u7406\u89e3\u56de\u6d4b\u62a5\u544a\u4e2d\u7684\u5173\u952e\u6307\u6807<\/td>\n<td align=\"left\">\u5982\u6536\u76ca\u7387\u3001\u6700\u5927\u56de\u64a4\u3001\u590f\u666e\u6bd4\u7387\u7b49\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u4ee3\u7801\u7f16\u8f91\u5668\/IDE\u7684\u4f7f\u7528<\/td>\n<td align=\"left\">\u719f\u7ec3\u4f7f\u7528\u81f3\u5c11\u4e00\u79cd\u4ee3\u7801\u7f16\u8f91\u5de5\u5177\uff08\u5982VS Code, PyCharm\u7b49\uff09\u8fdb\u884c\u7b56\u7565\u811a\u672c\u7684\u7f16\u5199\u4e0e\u7ba1\u7406\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4.2 \u8fdb\u9636\uff1a\u7f16\u5199\u9700\u6a21\u578b\u8bad\u7ec3\u7684\u95ed\u73af\u7b56\u7565\u5b9e\u73b0\u56de\u6d4b<\/h3>\n<p>\u6b64\u9636\u6bb5\u7684\u76ee\u6807\u662f\u80fd\u591f\u5728\u5165\u95e8\u57fa\u7840\u4e0a\uff0c\u8fdb\u4e00\u6b65\u7f16\u5199\u5305\u542b\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7b49\u6a21\u578b\u8bad\u7ec3\u7684\u95ed\u73af\u7b56\u7565\u3002\u8fd9\u7c7b\u7b56\u7565\u901a\u5e38\u9700\u8981\u6839\u636e\u5e02\u573a\u53cd\u9988\u52a8\u6001\u8c03\u6574\u6a21\u578b\u53c2\u6570\u6216\u4ea4\u6613\u903b\u8f91\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u638c\u63e1\u7a0b\u5ea6<\/th>\n<th align=\"left\">\u6280\u80fd<\/th>\n<th align=\"left\">\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u624e\u5b9e\u7684Python\u7f16\u7a0b\u80fd\u529b<\/td>\n<td align=\"left\">\u5305\u62ec\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\uff08OOP\uff09\u601d\u60f3\u3001\u6a21\u5757\u5316\u7f16\u7a0b\u7b49\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">Pandas\/NumPy\u9ad8\u7ea7\u5e94\u7528<\/td>\n<td align=\"left\">\u80fd\u591f\u8fdb\u884c\u66f4\u590d\u6742\u7684\u6570\u636e\u8f6c\u6362\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6027\u80fd\u4f18\u5316\u7b49\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u673a\u5668\u5b66\u4e60\/\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\u7406\u8bba<\/td>\n<td align=\"left\">\u7406\u89e3\u5e38\u89c1\u7684\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u539f\u7406\uff0c\u5982\u7ebf\u6027\u56de\u5f52\u3001\u903b\u8f91\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001SVM\u3001\u795e\u7ecf\u7f51\u7edc\u7b49\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5efa\u8bae\u638c\u63e1<\/td>\n<td align=\"left\">TensorFlow\/PyTorch\u7b49\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff08\u81f3\u5c11\u4e00\u79cd\uff09<\/td>\n<td align=\"left\">\u5982\u679c\u7b56\u7565\u6d89\u53ca\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u9700\u8981\u638c\u63e1\u81f3\u5c11\u4e00\u4e2a\u4e3b\u6d41\u6846\u67b6\u7684\u4f7f\u7528\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5efa\u8bae\u638c\u63e1<\/td>\n<td align=\"left\">\u7279\u5f81\u5de5\u7a0b\u65b9\u6cd5<\/td>\n<td align=\"left\">\u5982\u4f55\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u3001\u6784\u5efa\u5bf9\u6a21\u578b\u6709\u6548\u7684\u7279\u5f81\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5efa\u8bae\u638c\u63e1<\/td>\n<td align=\"left\">\u6a21\u578b\u8bc4\u4f30\u4e0e\u8c03\u4f18\u6280\u5de7<\/td>\n<td align=\"left\">\u4e86\u89e3\u8fc7\u62df\u5408\u3001\u6b20\u62df\u5408\uff0c\u638c\u63e1\u4ea4\u53c9\u9a8c\u8bc1\u3001\u7f51\u683c\u641c\u7d22\u7b49\u6a21\u578b\u8c03\u4f18\u65b9\u6cd5\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4.3 \u9ad8\u7ea7\uff1a\u4f7f\u7528\u5f00\u6e90\u4ee3\u7801\uff0c\u5b9a\u5236\u5316\u4fee\u6539\u5e73\u53f0<\/h3>\n<p>\u6b64\u9636\u6bb5\u7684\u76ee\u6807\u662f\u5177\u5907\u6df1\u5165\u7406\u89e3\u5e76\u4fee\u6539&#8221;\u770b\u6d77\u91cf\u5316\u5e73\u53f0&#8221;\u6e90\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u6839\u636e\u81ea\u8eab\u7279\u6b8a\u9700\u6c42\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\u548c\u529f\u80fd\u5b9a\u5236\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u638c\u63e1\u7a0b\u5ea6<\/th>\n<th align=\"left\">\u6280\u80fd<\/th>\n<th align=\"left\">\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u7cbe\u901aPython\u9ad8\u7ea7\u7f16\u7a0b<\/td>\n<td align=\"left\">\u6df1\u5165\u7406\u89e3Python\u7684\u5185\u90e8\u673a\u5236\uff0c\u5982\u88c5\u9970\u5668\u3001\u751f\u6210\u5668\u3001\u5143\u7c7b\u3001\u5f02\u6b65\u7f16\u7a0b\u7b49\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">PyQt5 GUI\u7f16\u7a0b\u6846\u67b6<\/td>\n<td align=\"left\">\u6df1\u5165\u7406\u89e3PyQt5\u7684\u4e8b\u4ef6\u5faa\u73af\u3001\u5e03\u5c40\u7ba1\u7406\u3001\u4fe1\u53f7\u4e0e\u69fd\u673a\u5236\u3001\u81ea\u5b9a\u4e49\u63a7\u4ef6\u7b49\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u6df1\u5165\u7406\u89e3<code>xtquant<\/code>\u00a0\u5e93 (MiniQMT\u63a5\u53e3)<\/td>\n<td align=\"left\">\u638c\u63e1MiniQMT\u7684\u6838\u5fc3API\u8c03\u7528\uff0c\u5305\u62ec\u884c\u60c5\u8ba2\u9605\u3001\u4ea4\u6613\u6307\u4ee4\u53d1\u9001\u3001\u8d26\u6237\u4fe1\u606f\u67e5\u8be2\u7b49\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u8f6f\u4ef6\u67b6\u6784\u8bbe\u8ba1\u80fd\u529b<\/td>\n<td align=\"left\">\u80fd\u591f\u7406\u89e3\u548c\u8bbe\u8ba1\u6a21\u5757\u5316\u3001\u53ef\u6269\u5c55\u3001\u53ef\u7ef4\u62a4\u7684\u8f6f\u4ef6\u7cfb\u7edf\uff0c\u7406\u89e3KHQuant\u7684\u73b0\u6709\u67b6\u6784\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">Git\u7248\u672c\u63a7\u5236<\/td>\n<td align=\"left\">\u719f\u7ec3\u4f7f\u7528Git\u8fdb\u884c\u4ee3\u7801\u7248\u672c\u7ba1\u7406\u4e0e\u534f\u4f5c\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u5fc5\u5907<\/strong><\/td>\n<td align=\"left\">\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u6838\u5fc3\u7ec4\u4ef6\u7684\u7406\u89e3<\/td>\n<td align=\"left\">\u6df1\u5165\u7406\u89e3\u4e8b\u4ef6\u9a71\u52a8\u3001\u884c\u60c5\u5904\u7406\u3001\u8ba2\u5355\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u3001\u7ee9\u6548\u8ba1\u7b97\u7b49\u6838\u5fc3\u6a21\u5757\u7684\u539f\u7406\u4e0e\u5b9e\u73b0\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5efa\u8bae\u638c\u63e1<\/td>\n<td align=\"left\">Python\u591a\u7ebf\u7a0b\/\u5f02\u6b65\u7f16\u7a0b<\/td>\n<td align=\"left\">\u7528\u4e8e\u4f18\u5316GUI\u54cd\u5e94\u3001\u5904\u7406\u8017\u65f6\u64cd\u4f5c\u7b49\uff0c\u63d0\u9ad8\u5e73\u53f0\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5efa\u8bae\u638c\u63e1<\/td>\n<td align=\"left\">\u4e8b\u4ef6\u9a71\u52a8\u7f16\u7a0b\u6a21\u578b<\/td>\n<td align=\"left\">\u6df1\u5165\u7406\u89e3\u4e8b\u4ef6\u9a71\u52a8\u67b6\u6784\uff0c\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u7406\u89e3\u548c\u4fee\u6539\u5e73\u53f0\u7684\u6838\u5fc3\u903b\u8f91\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\n  \u2728 <strong>\u5c0f\u8d34\u58eb<\/strong>\uff1a\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u5e0c\u671b\u8fdb\u884c\u7b56\u7565\u56de\u6d4b\u548c\u7814\u7a76\u7684\u7528\u6237\u6765\u8bf4\uff0c\u8fbe\u5230&#8221;\u5165\u95e8&#8221;\u7ea7\u522b\u5e76\u9010\u6b65\u719f\u6089\u5e73\u53f0\u529f\u80fd\uff0c\u5c31\u5df2\u7ecf\u80fd\u591f\u6ee1\u8db3\u5927\u90e8\u5206\u9700\u6c42\u3002&#8221;\u770b\u6d77\u91cf\u5316\u5e73\u53f0&#8221;\u4e5f\u4f1a\u6301\u7eed\u63a8\u51fa\u66f4\u591a\u7b56\u7565\u793a\u4f8b\u548c\u6559\u7a0b\uff0c\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u5730\u7406\u89e3\u548c\u5e94\u7528\u3002\n<\/p><\/blockquote>\n<hr \/>\n<h2>5 &#8220;\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf&#8221;\u9002\u5408\u505a\u4ec0\u4e48\uff1f<\/h2>\n<p>&#8220;\u770b\u6d77\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf&#8221;\u4ee5\u5176\u7075\u6d3b\u6027\u548c\u6613\u7528\u6027\uff0c\u80fd\u591f\u5f88\u597d\u5730\u652f\u6301\u591a\u79cd\u7c7b\u578b\u7684\u4e2d\u4f4e\u9891\u91cf\u5316\u4ea4\u6613\u7b56\u7565\u7684\u7814\u53d1\u4e0e\u5b9e\u8df5\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5178\u578b\u7684\u9002\u7528\u573a\u666f\uff1a<\/p>\n<ul>\n<li>\u2705 <strong>\u5404\u7c7b\u56e0\u5b50\u9009\u80a1\u4e0e\u8f6e\u52a8\u7b56\u7565<\/strong>\uff1a\u65e0\u8bba\u662f\u57fa\u4e8e\u7ecf\u5178\u7684\u4ef7\u503c\u3001\u6210\u957f\u3001\u8d28\u91cf\u3001\u52a8\u91cf\u7b49\u56e0\u5b50\uff0c\u8fd8\u662f\u81ea\u884c\u6784\u5efa\u7684\u7279\u8272\u56e0\u5b50\uff0c\u7cfb\u7edf\u90fd\u80fd\u65b9\u4fbf\u5730\u8fdb\u884c\u591a\u56e0\u5b50\u6a21\u578b\u7684\u9009\u80a1\u3001\u6253\u5206\u3001\u56de\u6d4b\u4e0e\u7ec4\u5408\u8f6e\u52a8\u3002<\/li>\n<li>\u2705 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<strong>\u6295\u8d44\u7ec4\u5408\u7ba1\u7406\u4e0e\u52a8\u6001\u518d\u5e73\u8861<\/strong>\uff1a\u5b9e\u73b0\u57fa\u4e8e\u7279\u5b9a\u98ce\u9669\u504f\u597d\u6216\u8d44\u4ea7\u914d\u7f6e\u6a21\u578b\u7684\u6295\u8d44\u7ec4\u5408\u6784\u5efa\uff0c\u5e76\u6839\u636e\u5e02\u573a\u53d8\u5316\u6216\u9884\u8bbe\u89c4\u5219\u8fdb\u884c\u5b9a\u671f\u7684\u52a8\u6001\u8c03\u4ed3\u548c\u518d\u5e73\u8861\u3002<\/li>\n<li>\u2705 <strong>\u81ea\u5b9a\u4e49\u6307\u6570\u6784\u5efa\u4e0e\u589e\u5f3a<\/strong>\uff1a\u6839\u636e\u7279\u5b9a\u7684\u6295\u8d44\u7406\u5ff5\u6216\u884c\u4e1a\u504f\u597d\uff0c\u81ea\u884c\u7f16\u5236\u6307\u6570\u5e76\u8fdb\u884c\u8ddf\u8e2a\uff0c\u6216\u8005\u5728\u73b0\u6709\u6307\u6570\u57fa\u7840\u4e0a\u8fdb\u884cAlpha\u589e\u5f3a\u3002<\/li>\n<li>\u2705 <strong>\u91cf\u5316\u77e5\u8bc6\u5b66\u4e60\u4e0e\u7b56\u7565\u601d\u60f3\u9a8c\u8bc1<\/strong>\uff1a\u7cfb\u7edf\u53cb\u597d\u7684\u754c\u9762\u548c\u5f00\u653e\u7684\u7279\u6027\uff0c\u4f7f\u5176\u6210\u4e3a\u5b66\u4e60\u91cf\u5316\u4ea4\u6613\u3001\u5feb\u901f\u9a8c\u8bc1\u7b56\u7565\u601d\u8def\u7684\u7406\u60f3\u5e73\u53f0\u3002<\/li>\n<li>\u2705 <strong>\u6210\u719f\u4ea4\u6613\u903b\u8f91\u7684\u81ea\u52a8\u5316\u6267\u884c<\/strong>\uff1a\u5c06\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u3001\u7cfb\u7edf\u5316\u7684\u624b\u52a8\u4ea4\u6613\u7ecf\u9a8c\u548c\u89c4\u5219\uff0c\u901a\u8fc7\u4ee3\u7801\u5b9e\u73b0\u81ea\u52a8\u5316\u6267\u884c\uff0c\u89e3\u653e\u4eba\u529b\uff0c\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n<\/ul>\n<blockquote><p>\n  \u603b\u800c\u8a00\u4e4b\uff0c\u53ea\u8981\u7b56\u7565\u7684\u6267\u884c\u9891\u7387\u548c\u5bf9\u5ef6\u8fdf\u7684\u8981\u6c42\u4e0d\u662f\u6781\u7aef\u4e25\u82db\uff0cKHQuant 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