{"id":3298,"date":"2026-10-10T16:00:31","date_gmt":"2026-10-10T08:00:31","guid":{"rendered":"https:\/\/randengzhe.cn\/wordpress\/?p=3298"},"modified":"2026-10-10T16:03:40","modified_gmt":"2026-10-10T08:03:40","slug":"xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an","status":"publish","type":"post","link":"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/","title":{"rendered":"\u5c0f\u89c4\u6a21\u6307\u7eb9\u6bd4\u5bf9\u7cfb\u7edf\u8bbe\u8ba1\u65b9\u6848_v1.00"},"content":{"rendered":"<div class=\"gfmr-markdown-container\"><div class=\"gfmr-markdown-rendered\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\r\n<div class=\"ez-toc-title-container\">\r\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\r\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\r\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#%E6%8C%87%E7%BA%B9%E6%AF%94%E5%AF%B9%E7%B3%BB%E7%BB%9F%E8%AE%BE%E8%AE%A1%E6%96%B9%E6%A1%88\" >\u6307\u7eb9\u6bd4\u5bf9\u7cfb\u7edf\u8bbe\u8ba1\u65b9\u6848<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#1_%E9%A1%B9%E7%9B%AE%E6%A6%82%E8%BF%B0\" >1 \u9879\u76ee\u6982\u8ff0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#11_%E9%9C%80%E6%B1%82%E8%AF%B4%E6%98%8E\" >1.1 \u9700\u6c42\u8bf4\u660e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#12_%E6%9C%AF%E8%AF%AD%E5%AE%9A%E4%B9%89\" >1.2 \u672f\u8bed\u5b9a\u4e49<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#2_%E6%80%BB%E4%BD%93%E6%9E%B6%E6%9E%84%E8%AE%BE%E8%AE%A1\" >2 \u603b\u4f53\u67b6\u6784\u8bbe\u8ba1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#21_%E6%A8%A1%E5%9D%97%E8%81%8C%E8%B4%A3\" >2.1 \u6a21\u5757\u804c\u8d23<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#3_%E6%A0%B8%E5%BF%83%E7%AE%97%E6%B3%95%E8%AE%BE%E8%AE%A1%EF%BC%88%E6%8C%87%E7%BA%B9%E6%AF%94%E5%AF%B9%E7%AE%97%E6%B3%95%EF%BC%89\" >3 \u6838\u5fc3\u7b97\u6cd5\u8bbe\u8ba1\uff08\u6307\u7eb9\u6bd4\u5bf9\u7b97\u6cd5\uff09<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#31_%E6%8C%87%E7%BA%B9%E6%A8%A1%E6%9D%BF%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E7%A4%BA%E4%BE%8B\" >3.1 \u6307\u7eb9\u6a21\u677f\u6570\u636e\u7ed3\u6784\u793a\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#32_%E6%AF%94%E5%AF%B9%E6%B5%81%E7%A8%8B%E4%BC%AA%E4%BB%A3%E7%A0%81\" >3.2 \u6bd4\u5bf9\u6d41\u7a0b\u4f2a\u4ee3\u7801<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#33_1_N_%E6%A3%80%E7%B4%A2%E9%80%BB%E8%BE%91%E4%BC%AA%E4%BB%A3%E7%A0%81\" >3.3 1:N \u68c0\u7d22\u903b\u8f91\u4f2a\u4ee3\u7801<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#4_%E6%95%B0%E6%8D%AE%E5%BA%93%E8%AE%BE%E8%AE%A1\" >4 \u6570\u636e\u5e93\u8bbe\u8ba1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#%E8%A1%A8_1%EF%BC%9A%E4%BA%BA%E5%91%98%E4%BF%A1%E6%81%AF%E8%A1%A8_person\" >\u8868 1\uff1a\u4eba\u5458\u4fe1\u606f\u8868 person<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#%E8%A1%A8_2%EF%BC%9A%E6%8C%87%E7%BA%B9%E6%A8%A1%E6%9D%BF%E8%A1%A8_fp_template\" >\u8868 2\uff1a\u6307\u7eb9\u6a21\u677f\u8868 fp_template<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#%E8%A1%A8_3%EF%BC%9A%E6%AF%94%E5%AF%B9%E5%AE%A1%E8%AE%A1%E6%97%A5%E5%BF%97_fp_log\" >\u8868 3\uff1a\u6bd4\u5bf9\u5ba1\u8ba1\u65e5\u5fd7 fp_log<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#5_%E6%8E%A5%E5%8F%A3%E8%AE%BE%E8%AE%A1%EF%BC%88REST_%E9%A3%8E%E6%A0%BC%EF%BC%89\" >5 \u63a5\u53e3\u8bbe\u8ba1\uff08REST \u98ce\u683c\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#6_%E5%AE%89%E5%85%A8%E8%AE%BE%E8%AE%A1\" >6 \u5b89\u5168\u8bbe\u8ba1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#7_%E9%83%A8%E7%BD%B2%E6%96%B9%E6%A1%88\" >7 \u90e8\u7f72\u65b9\u6848<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#71_%E5%8D%95%E6%9C%BA%E9%83%A8%E7%BD%B2%EF%BC%88%E5%B0%8F%E8%A7%84%E6%A8%A1%EF%BC%8C\" >7.1 \u5355\u673a\u90e8\u7f72\uff08\u5c0f\u89c4\u6a21\uff0c&lt;1000 \u4eba\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#72_%E6%9C%8D%E5%8A%A1%E5%8C%96%E9%83%A8%E7%BD%B2%EF%BC%88%E4%BC%81%E4%B8%9A%E5%A4%A7%E8%A7%84%E6%A8%A1%EF%BC%89\" >7.2 \u670d\u52a1\u5316\u90e8\u7f72\uff08\u4f01\u4e1a\u5927\u89c4\u6a21\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#8_%E6%B5%8B%E8%AF%95%E6%96%B9%E6%A1%88\" >8 \u6d4b\u8bd5\u65b9\u6848<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#9_%E9%A3%8E%E9%99%A9%E4%B8%8E%E4%BC%98%E5%8C%96%E6%96%B9%E5%90%91\" >9 \u98ce\u9669\u4e0e\u4f18\u5316\u65b9\u5411<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/randengzhe.cn\/wordpress\/xiao-gui-mo-zhi-wen-bi-dui-xi-tong-she-ji-fang-an\/#10_%E4%BA%A4%E4%BB%98%E7%89%A9%E6%B8%85%E5%8D%95\" >10 \u4ea4\u4ed8\u7269\u6e05\u5355<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\r\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8C%87%E7%BA%B9%E6%AF%94%E5%AF%B9%E7%B3%BB%E7%BB%9F%E8%AE%BE%E8%AE%A1%E6%96%B9%E6%A1%88\"><\/span>\u6307\u7eb9\u6bd4\u5bf9\u7cfb\u7edf\u8bbe\u8ba1\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6587\u6863\u7248\u672c<\/strong>\uff1av1.00 <strong>\u6587\u6863\u72b6\u6001<\/strong>\uff1a\u8349\u6848 <strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u672c\u5730\u6307\u7eb9\u91c7\u96c6\u3001\u6307\u7eb9\u7279\u5f81\u63d0\u53d6\u30011:1 \u6838\u9a8c \/ 1:N \u68c0\u7d22\u6bd4\u5bf9\uff1b\u53ef\u7528\u4e8e\u8eab\u4efd\u6838\u9a8c\u3001\u95e8\u7981\u3001\u5ba1\u8ba1\u9274\u6743\u573a\u666f <strong>\u8bbe\u8ba1\u76ee\u6807<\/strong>\uff1a\u6784\u5efa\u4e00\u5957\u79bb\u7ebf\u53ef\u7528\u3001\u4f4e\u8bef\u8bc6\u7387\u3001\u53ef\u6269\u5c55\u7684\u6307\u7eb9\u6bd4\u5bf9\u7cfb\u7edf\uff0c\u652f\u6301\u6307\u7eb9\u56fe\u50cf\u91c7\u96c6\u3001\u9884\u5904\u7406\u3001\u7279\u5f81\u63d0\u53d6\u3001\u6307\u7eb9\u6bd4\u5bf9\u3001\u7ed3\u679c\u5224\u5b9a\u3001\u65e5\u5fd7\u5ba1\u8ba1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E9%A1%B9%E7%9B%AE%E6%A6%82%E8%BF%B0\"><\/span>1 \u9879\u76ee\u6982\u8ff0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11_%E9%9C%80%E6%B1%82%E8%AF%B4%E6%98%8E\"><\/span>1.1 \u9700\u6c42\u8bf4\u660e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u6301\u4e24\u79cd\u6bd4\u5bf9\u6a21\u5f0f\uff1a\n<ol class=\"wp-block-list\">\n<li><strong>1:1 \u6bd4\u5bf9<\/strong>\uff1a\u73b0\u573a\u91c7\u96c6\u6307\u7eb9\u4e0e\u9884\u5148\u767b\u8bb0\u7684\u6a21\u677f\u6307\u7eb9\u4e00\u5bf9\u4e00\u6838\u9a8c\uff08\u5e38\u7528\u4e8e\u8eab\u4efd\u786e\u8ba4\uff09<\/li>\n\n\n\n<li><strong>1:N \u6bd4\u5bf9<\/strong>\uff1a\u73b0\u573a\u91c7\u96c6\u6307\u7eb9\uff0c\u5728\u6307\u7eb9\u6a21\u677f\u5e93\u5185\u904d\u5386\u68c0\u7d22\u5339\u914d\uff08\u5e38\u7528\u4e8e\u4eba\u5458\u8eab\u4efd\u68c0\u7d22\uff09<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u652f\u6301\u6307\u7eb9\u6a21\u677f\u6ce8\u518c\u5b58\u50a8\u3001\u6307\u7eb9\u56fe\u50cf\u9884\u5904\u7406\u3001\u7279\u5f81\u70b9\u63d0\u53d6\u3001\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u3001\u9608\u503c\u5224\u5b9a<\/li>\n\n\n\n<li>\u8f93\u51fa\u6bd4\u5bf9\u5206\u6570\u3001\u5339\u914d\u7ed3\u8bba\u3001\u7f6e\u4fe1\u5ea6\uff0c\u5b8c\u6574\u64cd\u4f5c\u65e5\u5fd7\u7559\u5b58<\/li>\n\n\n\n<li>\u5b89\u5168\u8981\u6c42\uff1a\u539f\u59cb\u6307\u7eb9\u56fe\u50cf\u4e0d\u957f\u671f\u6301\u4e45\u5316\u5b58\u50a8\uff0c\u4ec5\u4fdd\u5b58\u6307\u7eb9\u7279\u5f81\u6a21\u677f\uff0c\u4fdd\u62a4\u751f\u7269\u4fe1\u606f\u9690\u79c1<\/li>\n\n\n\n<li>\u6027\u80fd\u6307\u6807\uff08\u53c2\u8003\uff09\n<ul class=\"wp-block-list\">\n<li>1:1 \u6bd4\u5bf9\u8017\u65f6\uff1a\u2264200ms<\/li>\n\n\n\n<li>1:N\uff081000 \u6761\u6a21\u677f\uff09\u68c0\u7d22\u8017\u65f6\uff1a\u22641s<\/li>\n\n\n\n<li>FRR\uff08\u62d2\u771f\u7387\uff09\u22641%\uff0cFAR\uff08\u8ba4\u5047\u7387\uff09\u22640.001%\uff0c\u9608\u503c\u53ef\u914d\u7f6e<\/li>\n\n\n\n<li>\u652f\u6301\u5e38\u89c1\u6307\u7eb9\u4f20\u611f\u5668\uff1a\u5149\u5b66\u6307\u7eb9\u5934\u3001\u7535\u5bb9\u6307\u7eb9\u4f20\u611f\u5668<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"12_%E6%9C%AF%E8%AF%AD%E5%AE%9A%E4%B9%89\"><\/span>1.2 \u672f\u8bed\u5b9a\u4e49<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6307\u7eb9\u539f\u56fe\uff1a\u4f20\u611f\u5668\u91c7\u96c6\u7684\u7070\u5ea6\u6307\u7eb9\u56fe\u50cf<\/li>\n\n\n\n<li>\u6307\u7eb9\u6a21\u677f\uff1a\u4ece\u6307\u7eb9\u63d0\u53d6\u7684 ** minutiae\uff08\u7ec6\u8282\u70b9\uff09** \u96c6\u5408\uff08\u7aef\u70b9\u3001\u5206\u53c9\u70b9\u3001\u65b9\u5411\u3001\u5750\u6807\uff09\uff0c\u4e0d\u5305\u542b\u5b8c\u6574\u56fe\u50cf<\/li>\n\n\n\n<li>Minutiae\uff1a\u6307\u7eb9\u7ec6\u8282\u7279\u5f81\u70b9\uff0c\u6307\u7eb9\u6bd4\u5bf9\u6838\u5fc3\u7279\u5f81<\/li>\n\n\n\n<li>FRR\uff1aFalse Rejection Rate\uff0c\u62d2\u771f\u7387\uff0c\u540c\u4e00\u4e2a\u4eba\u7684\u6307\u7eb9\u88ab\u5224\u5b9a\u4e0d\u5339\u914d<\/li>\n\n\n\n<li>FAR\uff1aFalse Acceptance Rate\uff0c\u8ba4\u5047\u7387\uff0c\u4e0d\u540c\u4eba\u7684\u6307\u7eb9\u88ab\u5224\u5b9a\u5339\u914d<\/li>\n\n\n\n<li>ROI\uff1a\u611f\u5174\u8da3\u533a\u57df\uff0c\u6307\u7eb9\u6709\u6548\u533a\u57df<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E6%80%BB%E4%BD%93%E6%9E%B6%E6%9E%84%E8%AE%BE%E8%AE%A1\"><\/span>2 \u603b\u4f53\u67b6\u6784\u8bbe\u8ba1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u91c7\u7528\u5206\u5c42\u6a21\u5757\u5316\u67b6\u6784\uff0c\u5206\u4e3a 5 \u5c42\uff1a\u91c7\u96c6\u5c42 \u2192 \u9884\u5904\u7406\u5c42 \u2192 \u7279\u5f81\u63d0\u53d6\u5c42 \u2192 \u6bd4\u5bf9\u5f15\u64ce\u5c42 \u2192 \u4e1a\u52a1\u5e94\u7528\u5c42\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u91c7\u96c6\u5c42      \u2502 \u6307\u7eb9\u4f20\u611f\u5668\u9a71\u52a8\u3001\u56fe\u50cf\u6355\u83b7\u3001\u8d28\u91cf\u8bc4\u4f30\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n       \u2502\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u9884\u5904\u7406\u5c42    \u2502 \u7070\u5ea6\u5f52\u4e00\u5316\u3001\u6ee4\u6ce2\u3001\u4e8c\u503c\u5316\u3001\u7ec6\u5316\u3001ROI\u5206\u5272\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n       \u2502\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u7279\u5f81\u63d0\u53d6\u5c42  \u2502 \u65b9\u5411\u573a\u4f30\u8ba1\u3001\u7ec6\u8282\u70b9\u68c0\u6d4b\u3001\u53bb\u566a\u8fc7\u6ee4\uff0c\u751f\u6210\u6307\u7eb9\u6a21\u677f\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n       \u2502\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u6bd4\u5bf9\u5f15\u64ce\u5c42  \u2502 \u6a21\u677f\u5bf9\u9f50\u3001\u7ec6\u8282\u70b9\u5339\u914d\u3001\u76f8\u4f3c\u5ea6\u6253\u5206\u3001\u9608\u503c\u5224\u5b9a\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n       \u2502\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u4e1a\u52a1\u5e94\u7528\u5c42  \u2502 \u6a21\u677f\u5e93\u7ba1\u7406\u3001\u65e5\u5fd7\u3001\u63a5\u53e3\u8f93\u51fa\u3001\u6743\u9650\u63a7\u5236\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_%E6%A8%A1%E5%9D%97%E8%81%8C%E8%B4%A3\"><\/span>2.1 \u6a21\u5757\u804c\u8d23<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u91c7\u96c6\u6a21\u5757<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8c03\u7528\u6307\u7eb9\u8bbe\u5907 SDK\uff0c\u83b7\u53d6\u7070\u5ea6\u6307\u7eb9\u56fe<\/li>\n\n\n\n<li>\u6307\u7eb9\u8d28\u91cf\u8bc4\u4f30\uff1a\u56fe\u50cf\u5bf9\u6bd4\u5ea6\u3001\u7a7a\u767d\u533a\u57df\u3001\u6a21\u7cca\u5ea6\uff0c\u8d28\u91cf\u4e0d\u5408\u683c\u76f4\u63a5\u62d2\u7edd\u91c7\u96c6<\/li>\n\n\n\n<li>\u8f93\u51fa\uff1a\u5408\u683c\u7070\u5ea6\u6307\u7eb9\u56fe\u50cf<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u56fe\u50cf\u9884\u5904\u7406\u6a21\u5757<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5f52\u4e00\u5316\u7070\u5ea6\uff1a\u6d88\u9664\u5149\u7167\u4e0d\u5747<\/li>\n\n\n\n<li>Gabor \u6ee4\u6ce2\u589e\u5f3a\u7eb9\u8def\uff0c\u4fee\u590d\u65ad\u88c2\u810a\u7ebf<\/li>\n\n\n\n<li>\u4e8c\u503c\u5316\uff1a\u810a\u7ebf \/ \u8c37\u7ebf\u5206\u79bb<\/li>\n\n\n\n<li>\u7ec6\u5316\uff1a\u628a\u6307\u7eb9\u810a\u7ebf\u538b\u7f29\u4e3a\u5355\u50cf\u7d20\u9aa8\u67b6<\/li>\n\n\n\n<li>ROI \u63a9\u7801\uff1a\u5254\u9664\u65e0\u6548\u80cc\u666f\u533a\u57df<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7279\u5f81\u63d0\u53d6\u6a21\u5757<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8ba1\u7b97\u6307\u7eb9\u65b9\u5411\u573a\u3001\u9891\u7387\u573a<\/li>\n\n\n\n<li>\u63d0\u53d6\u7ec6\u8282\u70b9\uff08\u7aef\u70b9\u3001\u5206\u53c9\u70b9\uff09\uff0c\u8bb0\u5f55\uff1ax \u5750\u6807\u3001y \u5750\u6807\u3001\u89d2\u5ea6\u3001\u7c7b\u578b<\/li>\n\n\n\n<li>\u4f2a\u7ec6\u8282\u70b9\u8fc7\u6ee4\uff1a\u53bb\u9664\u566a\u58f0\u751f\u6210\u7684\u865a\u5047\u7ec6\u8282\u70b9<\/li>\n\n\n\n<li>\u8f93\u51fa\uff1a\u6807\u51c6\u5316\u6307\u7eb9\u6a21\u677f\uff08JSON \/ \u4e8c\u8fdb\u5236\u7ed3\u6784\uff0c<strong>\u4e0d\u5b58\u50a8\u539f\u56fe<\/strong>\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6bd4\u5bf9\u5f15\u64ce\u6a21\u5757\uff08\u6838\u5fc3\uff09<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6a21\u677f\u7c97\u5bf9\u9f50\uff1a\u57fa\u4e8e\u7ec6\u8282\u70b9\u96c6\u5408\u5e73\u79fb\u3001\u65cb\u8f6c\u5339\u914d<\/li>\n\n\n\n<li>\u7ec6\u8282\u70b9\u914d\u5bf9\uff1a\u5bfb\u627e\u4e24\u4e2a\u6a21\u677f\u7a7a\u95f4\u5185\u53ef\u5339\u914d\u7684\u70b9\u5bf9<\/li>\n\n\n\n<li>\u76f8\u4f3c\u5ea6\u8ba1\u7b97\uff1a\u7edf\u8ba1\u5339\u914d\u70b9\u6570\u91cf\u3001\u89d2\u5ea6\u8bef\u5dee\u3001\u8ddd\u79bb\u8bef\u5dee\u7efc\u5408\u6253\u5206<\/li>\n\n\n\n<li>\u6bd4\u5bf9\u5224\u51b3\uff1a\u5206\u6570\u4e0e\u9884\u8bbe\u9608\u503c\u5bf9\u6bd4\uff0c\u8f93\u51fa\u5339\u914d \/ \u4e0d\u5339\u914d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e1a\u52a1\u6a21\u5757<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6a21\u677f\u5e93\u7ba1\u7406\uff1a\u65b0\u589e\u3001\u5220\u9664\u3001\u67e5\u8be2\u6307\u7eb9\u6a21\u677f\uff0c\u5173\u8054\u4eba\u5458 ID<\/li>\n\n\n\n<li>\u65e5\u5fd7\uff1a\u8bb0\u5f55\u91c7\u96c6\u65f6\u95f4\u3001\u4eba\u5458 ID\u3001\u6bd4\u5bf9\u5206\u6570\u3001\u7ed3\u679c\u3001\u8bbe\u5907\u7f16\u53f7<\/li>\n\n\n\n<li>API \u63a5\u53e3\uff1a\u5bf9\u5916\u63d0\u4f9b\u6ce8\u518c\u63a5\u53e3\u30011:1 \u6bd4\u5bf9\u63a5\u53e3\u30011:N \u68c0\u7d22\u63a5\u53e3<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%E6%A0%B8%E5%BF%83%E7%AE%97%E6%B3%95%E8%AE%BE%E8%AE%A1%EF%BC%88%E6%8C%87%E7%BA%B9%E6%AF%94%E5%AF%B9%E7%AE%97%E6%B3%95%EF%BC%89\"><\/span>3 \u6838\u5fc3\u7b97\u6cd5\u8bbe\u8ba1\uff08\u6307\u7eb9\u6bd4\u5bf9\u7b97\u6cd5\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u91c7\u7528<strong>\u57fa\u4e8e\u7ec6\u8282\u70b9 Minutiae<\/strong>\u7684\u7ecf\u5178\u6bd4\u5bf9\u65b9\u6848\uff0c\u5de5\u4e1a\u6700\u5e38\u7528\u65b9\u6848\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"31_%E6%8C%87%E7%BA%B9%E6%A8%A1%E6%9D%BF%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E7%A4%BA%E4%BE%8B\"><\/span>3.1 \u6307\u7eb9\u6a21\u677f\u6570\u636e\u7ed3\u6784\u793a\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>FingerprintTemplate {\n  template_id: string;\n  person_id: string;\n  minutiae: &#091;\n    { x: int, y: int, angle: float, type: enum{end, bifurcation} }\n  ];\n  create_time: timestamp;\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"32_%E6%AF%94%E5%AF%B9%E6%B5%81%E7%A8%8B%E4%BC%AA%E4%BB%A3%E7%A0%81\"><\/span>3.2 \u6bd4\u5bf9\u6d41\u7a0b\u4f2a\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u8f93\u5165\uff1a\u5f85\u6bd4\u5bf9\u6a21\u677f T1\uff0c\u5e93\u4e2d\u6a21\u677f T2\n\/\/ \u8f93\u51fa\uff1a\u5339\u914d\u5206\u6570\u3001\u5339\u914d\u7ed3\u679c\nFunction FingerprintMatch(T1, T2):\n    \/\/ Step1\uff1a\u5019\u9009\u53d8\u6362\u4f30\u8ba1\uff08\u7c97\u5bf9\u9f50\uff09\n    candidate_transforms = EstimateTransform(T1.minutiae, T2.minutiae)\n\n    max_match_count = 0\n    best_transform = null\n\n    \/\/ Step2\uff1a\u904d\u5386\u5019\u9009\u5e73\u79fb+\u65cb\u8f6c\u53d8\u6362\n    for transform in candidate_transforms:\n        \/\/ \u5c06T2\u6240\u6709\u7ec6\u8282\u70b9\u6309\u7167transform\u6620\u5c04\u5230T1\u5750\u6807\u7cfb\n        T2_aligned = ApplyTransform(T2.minutiae, transform)\n        \n        match_points = 0\n        \/\/ \u5339\u914d\u5224\u5b9a\u89c4\u5219\uff1a\u8ddd\u79bb\u9608\u503c + \u89d2\u5ea6\u9608\u503c\n        for p1 in T1.minutiae:\n            for p2 in T2_aligned.minutiae:\n                dist = EuclideanDistance(p1, p2)\n                angle_diff = AngleDiff(p1.angle, p2.angle)\n                if dist &lt; D_THRESHOLD and angle_diff &lt; A_THRESHOLD:\n                    match_points += 1\n                    \u6807\u8bb0\u70b9\u5df2\u914d\u5bf9\uff0c\u9632\u6b62\u91cd\u590d\u5339\u914d\n        if match_points &gt; max_match_count:\n            max_match_count = match_points\n            best_transform = transform\n\n    \/\/ Step3\uff1a\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u5f97\u5206\n    total_points = max(len(T1.minutiae), len(T2.minutiae))\n    similarity_score = max_match_count \/ total_points * 100\n\n    \/\/ Step4\uff1a\u9608\u503c\u5224\u51b3\n    if similarity_score &gt;= MATCH_THRESHOLD:\n        return (score: similarity_score, result: MATCH)\n    else:\n        return (score: similarity_score, result: NOT_MATCH)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u6570\u8bf4\u660e\uff08\u53ef\u914d\u7f6e\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D_THRESHOLD\uff1a\u7ec6\u8282\u70b9\u8ddd\u79bb\u9608\u503c\uff0c\u50cf\u7d20\u8ddd\u79bb\uff0c\u4e00\u822c 3~8 \u50cf\u7d20<\/li>\n\n\n\n<li>A_THRESHOLD\uff1a\u89d2\u5ea6\u9608\u503c\uff0c\u4e00\u822c 10\u00b0~20\u00b0<\/li>\n\n\n\n<li>MATCH_THRESHOLD\uff1a\u5339\u914d\u5206\u6570\u9608\u503c\uff0c\u6839\u636e FAR\/FRR \u6d4b\u8bd5\u8c03\u53c2\uff0c\u5178\u578b\u53d6\u503c 60~80 \u5206<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"33_1_N_%E6%A3%80%E7%B4%A2%E9%80%BB%E8%BE%91%E4%BC%AA%E4%BB%A3%E7%A0%81\"><\/span>3.3 1:N \u68c0\u7d22\u903b\u8f91\u4f2a\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>Function Fingerprint1NQuery(query_template, template_list):\n    result_list = &#091;]\n    for tpl in template_list:\n        score, res = FingerprintMatch(query_template, tpl)\n        result_list.append({person_id: tpl.person_id, score: score})\n    \n    \/\/ \u6309\u5206\u6570\u964d\u5e8f\u6392\u5e8f\n    sort(result_list by score DESC)\n    \/\/ \u8fd4\u56de\u9ad8\u4e8e\u9608\u503c\u7684\u5019\u9009\u5217\u8868\n    return filter(result_list where score &gt;= MATCH_THRESHOLD)\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%E6%95%B0%E6%8D%AE%E5%BA%93%E8%AE%BE%E8%AE%A1\"><\/span>4 \u6570\u636e\u5e93\u8bbe\u8ba1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u7981\u6b62\u5b58\u50a8\u539f\u59cb\u6307\u7eb9\u56fe\u50cf\uff0c\u53ea\u5b58\u7279\u5f81\u6a21\u677f<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%A1%A8_1%EF%BC%9A%E4%BA%BA%E5%91%98%E4%BF%A1%E6%81%AF%E8%A1%A8_person\"><\/span>\u8868 1\uff1a\u4eba\u5458\u4fe1\u606f\u8868 person<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8868\u683c<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b57\u6bb5<\/th><th>\u7c7b\u578b<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>person_id<\/td><td>\u4e3b\u952e<\/td><td>\u4eba\u5458\u552f\u4e00\u7f16\u53f7<\/td><\/tr><tr><td>name<\/td><td>varchar<\/td><td>\u59d3\u540d<\/td><\/tr><tr><td>id_card<\/td><td>varchar<\/td><td>\u8bc1\u4ef6\u53f7\uff08\u53ef\u9009\uff0c\u52a0\u5bc6\u5b58\u50a8\uff09<\/td><\/tr><tr><td>create_at<\/td><td>datetime<\/td><td>\u521b\u5efa\u65f6\u95f4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%A1%A8_2%EF%BC%9A%E6%8C%87%E7%BA%B9%E6%A8%A1%E6%9D%BF%E8%A1%A8_fp_template\"><\/span>\u8868 2\uff1a\u6307\u7eb9\u6a21\u677f\u8868 fp_template<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8868\u683c<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b57\u6bb5<\/th><th>\u7c7b\u578b<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>template_id<\/td><td>\u4e3b\u952e<\/td><td>\u6a21\u677f\u552f\u4e00 ID<\/td><\/tr><tr><td>person_id<\/td><td>\u5916\u952e<\/td><td>\u5173\u8054\u4eba\u5458<\/td><\/tr><tr><td>template_data<\/td><td>blob\/json<\/td><td>\u6307\u7eb9\u7ec6\u8282\u70b9\u6a21\u677f\u6570\u636e<\/td><\/tr><tr><td>quality_score<\/td><td>int<\/td><td>\u6ce8\u518c\u65f6\u6307\u7eb9\u8d28\u91cf\u5206<\/td><\/tr><tr><td>register_time<\/td><td>datetime<\/td><td>\u6ce8\u518c\u65f6\u95f4<\/td><\/tr><tr><td>device_sn<\/td><td>varchar<\/td><td>\u91c7\u96c6\u8bbe\u5907\u5e8f\u5217\u53f7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%A1%A8_3%EF%BC%9A%E6%AF%94%E5%AF%B9%E5%AE%A1%E8%AE%A1%E6%97%A5%E5%BF%97_fp_log\"><\/span>\u8868 3\uff1a\u6bd4\u5bf9\u5ba1\u8ba1\u65e5\u5fd7 fp_log<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8868\u683c<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b57\u6bb5<\/th><th>\u7c7b\u578b<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>log_id<\/td><td>\u4e3b\u952e<\/td><td>\u65e5\u5fd7 ID<\/td><\/tr><tr><td>person_id<\/td><td>varchar<\/td><td>\u5f85\u6838\u9a8c\u4eba\u5458 ID\uff081:1\uff09\uff0c1:N \u53ef\u4e3a\u7a7a<\/td><\/tr><tr><td>mode<\/td><td>enum<\/td><td>1:1 \/ 1:N<\/td><\/tr><tr><td>match_score<\/td><td>float<\/td><td>\u6bd4\u5bf9\u5206\u6570<\/td><\/tr><tr><td>match_result<\/td><td>enum<\/td><td>\u6210\u529f \/ \u5931\u8d25<\/td><\/tr><tr><td>device_sn<\/td><td>varchar<\/td><td>\u8bbe\u5907\u7f16\u53f7<\/td><\/tr><tr><td>operate_time<\/td><td>datetime<\/td><td>\u64cd\u4f5c\u65f6\u95f4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_%E6%8E%A5%E5%8F%A3%E8%AE%BE%E8%AE%A1%EF%BC%88REST_%E9%A3%8E%E6%A0%BC%EF%BC%89\"><\/span>5 \u63a5\u53e3\u8bbe\u8ba1\uff08REST \u98ce\u683c\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6307\u7eb9\u6ce8\u518c\u63a5\u53e3<\/strong><code>POST \/api\/fp\/register<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5165\u53c2\uff1aperson_id\uff0c\u91c7\u96c6\u6307\u7eb9\u7070\u5ea6\u56fe<\/li>\n\n\n\n<li>\u5904\u7406\uff1a\u56fe\u50cf\u9884\u5904\u7406\u3001\u63d0\u53d6\u6a21\u677f\u3001\u5165\u5e93<\/li>\n\n\n\n<li>\u8fd4\u56de\uff1a\u6ce8\u518c\u7ed3\u679c\u3001\u6a21\u677f ID\u3001\u56fe\u50cf\u8d28\u91cf\u5206\u6570<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>1:1 \u6bd4\u5bf9\u63a5\u53e3<\/strong><code>POST \/api\/fp\/verify<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5165\u53c2\uff1aperson_id\uff0c\u73b0\u573a\u91c7\u96c6\u6307\u7eb9\u56fe\u50cf<\/li>\n\n\n\n<li>\u5904\u7406\uff1a\u63d0\u53d6\u5b9e\u65f6\u6a21\u677f\uff0c\u548c\u8be5\u4eba\u5458\u5b58\u50a8\u6a21\u677f\u6bd4\u5bf9<\/li>\n\n\n\n<li>\u8fd4\u56de\uff1a\u5206\u6570\u3001\u5339\u914d\u7ed3\u679c<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>1:N \u68c0\u7d22\u63a5\u53e3<\/strong><code>POST \/api\/fp\/search<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5165\u53c2\uff1a\u91c7\u96c6\u6307\u7eb9\u56fe\u50cf<\/li>\n\n\n\n<li>\u8fd4\u56de\uff1aTopN \u5339\u914d\u4eba\u5458\u5217\u8868 + \u5206\u6570<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6a21\u677f\u5220\u9664\u63a5\u53e3<\/strong><code>DELETE \/api\/fp\/template\/{template_id}<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5220\u9664\u4eba\u5458\u6307\u7eb9\u6a21\u677f\uff0c\u7528\u4e8e\u9500\u6237<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_%E5%AE%89%E5%85%A8%E8%AE%BE%E8%AE%A1\"><\/span>6 \u5b89\u5168\u8bbe\u8ba1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u751f\u7269\u4fe1\u606f\u4fdd\u62a4<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u539f\u59cb\u6307\u7eb9\u56fe\u50cf\u91c7\u96c6\u5b8c\u6210\u3001\u63d0\u53d6\u6a21\u677f\u540e\u7acb\u5373\u9500\u6bc1\uff0c\u4e0d\u6301\u4e45\u5316\u4fdd\u5b58\u539f\u56fe<\/li>\n\n\n\n<li>\u6307\u7eb9\u6a21\u677f\u53ef\u8fdb\u884c\u52a0\u76d0\u6df7\u6dc6\uff0c\u4e0d\u53ef\u9006\uff0c\u9632\u6b62\u6a21\u677f\u88ab\u9006\u5411\u8fd8\u539f\u6307\u7eb9\u56fe\u50cf<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f20\u8f93\u5b89\u5168<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8bbe\u5907\u4e0e\u670d\u52a1\u7aef\u901a\u4fe1\u4f7f\u7528 TLS \u52a0\u5bc6\u4f20\u8f93\uff0c\u6307\u7eb9\u56fe\u50cf \/ \u6a21\u677f\u4e0d\u88f8\u4f20<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bbf\u95ee\u63a7\u5236<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6a21\u677f\u5e93\u3001\u6bd4\u5bf9\u65e5\u5fd7\u9700\u8981\u6743\u9650\u9274\u6743\uff0c\u53ea\u6709\u6388\u6743\u8d26\u53f7\u53ef\u8bbf\u95ee<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9632\u653b\u51fb<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u68c0\u6d4b\u6307\u7eb9\u56fe\u50cf\u8d28\u91cf\uff0c\u5e94\u5bf9\u7845\u80f6\u5047\u6307\u7eb9\uff08\u53ef\u642d\u914d\u6d3b\u4f53\u68c0\u6d4b\u6a21\u5757\u6269\u5c55\uff09<\/li>\n\n\n\n<li>\u63a5\u53e3\u9650\u6d41\uff0c\u9632\u6b62\u66b4\u529b 1:N \u68c0\u7d22<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_%E9%83%A8%E7%BD%B2%E6%96%B9%E6%A1%88\"><\/span>7 \u90e8\u7f72\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"71_%E5%8D%95%E6%9C%BA%E9%83%A8%E7%BD%B2%EF%BC%88%E5%B0%8F%E8%A7%84%E6%A8%A1%EF%BC%8C\"><\/span>7.1 \u5355\u673a\u90e8\u7f72\uff08\u5c0f\u89c4\u6a21\uff0c&lt;1000 \u4eba\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u670d\u52a1\uff1aC++\/Python \u540e\u7aef<\/li>\n\n\n\n<li>\u5b58\u50a8\uff1aSQLite \/ MySQL<\/li>\n\n\n\n<li>\u6307\u7eb9\u4f20\u611f\u5668\uff1aUSB \u6307\u7eb9\u6a21\u5757\uff0c\u8c03\u7528\u5382\u5546 SDK \u91c7\u96c6\u56fe\u50cf<\/li>\n\n\n\n<li>\u8fd0\u884c\u6a21\u5f0f\uff1a\u672c\u5730\u79bb\u7ebf\u6bd4\u5bf9\uff0c\u4e0d\u9700\u8981\u5916\u7f51<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"72_%E6%9C%8D%E5%8A%A1%E5%8C%96%E9%83%A8%E7%BD%B2%EF%BC%88%E4%BC%81%E4%B8%9A%E5%A4%A7%E8%A7%84%E6%A8%A1%EF%BC%89\"><\/span>7.2 \u670d\u52a1\u5316\u90e8\u7f72\uff08\u4f01\u4e1a\u5927\u89c4\u6a21\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540e\u7aef\u670d\u52a1\uff1a\u591a\u5b9e\u4f8b\u90e8\u7f72\uff0c1:N \u68c0\u7d22\u53ef\u589e\u52a0\u68c0\u7d22\u7f13\u5b58\u52a0\u901f<\/li>\n\n\n\n<li>\u6570\u636e\u5e93\uff1aMySQL \u4e3b\u4ece\uff0c\u6a21\u677f\u6570\u636e\u5355\u72ec\u5e93<\/li>\n\n\n\n<li>\u53ef\u6269\u5c55\uff1a\u5206\u5e03\u5f0f\u6a21\u677f\u5e93\uff0c\u652f\u6301\u4e07\u4eba\u7ea7\u6307\u7eb9\u5e93\u68c0\u7d22<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_%E6%B5%8B%E8%AF%95%E6%96%B9%E6%A1%88\"><\/span>8 \u6d4b\u8bd5\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56fe\u50cf\u8d28\u91cf\u6d4b\u8bd5<\/strong>\uff1a\u6a21\u7cca\u3001\u5e72\u6e7f\u6307\u7eb9\u3001\u504f\u79fb\u6307\u7eb9\uff0c\u9a8c\u8bc1\u8d28\u91cf\u8bc4\u4f30\u6a21\u5757<\/li>\n\n\n\n<li><strong>FRR\/ FAR \u6d4b\u8bd5<\/strong>\n<ul class=\"wp-block-list\">\n<li>FRR \u6d4b\u8bd5\uff1a\u540c\u4e00\u4eba\u591a\u6b21\u91c7\u96c6\u6307\u7eb9\uff0c\u6d4b\u8bd5\u771f\u6837\u672c\u88ab\u62d2\u7edd\u6bd4\u4f8b<\/li>\n\n\n\n<li>FAR \u6d4b\u8bd5\uff1a\u4e0d\u540c\u4eba\u5458\u6307\u7eb9\u4ea4\u53c9\u6bd4\u5bf9\uff0c\u7edf\u8ba1\u8bef\u5339\u914d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u538b\u6d4b<\/strong>\uff1a1:1 \u5e76\u53d1\uff0c1:N \u5e93\u68c0\u7d22\u8017\u65f6\u6d4b\u8bd5<\/li>\n\n\n\n<li><strong>\u9c81\u68d2\u6027\u6d4b\u8bd5<\/strong>\uff1a\u6307\u7eb9\u65cb\u8f6c\u3001\u5e73\u79fb\u3001\u90e8\u5206\u6b8b\u7f3a\u573a\u666f\u6bd4\u5bf9\u6548\u679c<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9_%E9%A3%8E%E9%99%A9%E4%B8%8E%E4%BC%98%E5%8C%96%E6%96%B9%E5%90%91\"><\/span>9 \u98ce\u9669\u4e0e\u4f18\u5316\u65b9\u5411<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u95ee\u9898<\/strong>\uff1a\u6307\u7eb9\u78e8\u635f\u3001\u8131\u76ae\u3001\u5e72\u6e7f\u624b\u6307\u4f1a\u9020\u6210 FRR \u5347\u9ad8\n<ul class=\"wp-block-list\">\n<li>\u4f18\u5316\uff1a\u652f\u6301\u4e00\u4eba\u767b\u8bb0\u591a\u679a\u6307\u7eb9\u6a21\u677f\uff08\u5de6\u53f3\u624b\u3001\u540c\u4e00\u624b\u6307\u591a\u6b21\u91c7\u96c6\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u95ee\u9898<\/strong>\uff1a1:N \u5728\u5341\u4e07\u7ea7\u4ee5\u4e0a\u6a21\u677f\u5e93\u901f\u5ea6\u4e0b\u964d\n<ul class=\"wp-block-list\">\n<li>\u4f18\u5316\uff1a\u589e\u52a0\u6307\u7eb9\u5206\u7c7b\uff08\u62f1\u578b\u3001\u6597\u578b\u3001\u7b95\u578b\uff09\u505a\u524d\u7f6e\u8fc7\u6ee4\uff0c\u7f29\u5c0f\u5019\u9009\u6bd4\u5bf9\u96c6<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6269\u5c55\u6a21\u5757<\/strong>\uff1a\u53ef\u63a5\u5165\u6307\u7eb9\u6d3b\u4f53\u68c0\u6d4b\uff0c\u62b5\u5fa1\u4f2a\u9020\u6307\u7eb9\u653b\u51fb<\/li>\n<\/ol>\n\n\n\n<h2 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