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class=\"token boolean\">true<\/span><span class=\"token punctuation\">,<\/span>                          <span class=\"token comment\">\/\/ \u662f\u5426\u5df2\u8bb0\u5165\u4e00\u6b21 AI \u5f15\u7528\u7b49\u6548\u8bbf\u95ee<\/span><br \/>\n    <span class=\"token string-property property\">&#034;duplicated&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">false<\/span>                        <span class=\"token comment\">\/\/ \u662f\u5426\u4e3a\u91cd\u590d\u4e8b\u4ef6&#xff08;\u5e42\u7b49\u547d\u4e2d\u65f6\u4e3a true&#xff09;<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u6821\u9a8c\u5931\u8d25\u65f6\u8fd4\u56de\u7edf\u4e00\u9519\u8bef\u7ed3\u6784&#xff0c;\u4fbf\u4e8e\u5382\u5546\u4fa7\u5b9a\u4f4d\u4e0e\u91cd\u8bd5&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">40103<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;message&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;signature verification failed&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;data&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;event_id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;evt_20261106_9f3c7a1e5b2d&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;recorded&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;duplicated&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">false<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u7b7e\u540d\u6821\u9a8c\u4e0e\u5e42\u7b49\u53bb\u91cd\u7684\u5b9e\u73b0\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u7b7e\u540d\u6821\u9a8c&#xff1a;\u5382\u5546\u4f7f\u7528\u4e0e\u6e90\u7ad9\u9884\u5148\u7ea6\u5b9a\u7684\u5bc6\u94a5&#xff0c;\u5bf9 article_id &#043; contribution_ratio &#043; event_id &#043; timestamp \u6309\u56fa\u5b9a\u987a\u5e8f\u62fc\u63a5\u540e\u8ba1\u7b97 HMAC-SHA256 \u7b7e\u540d&#xff0c;\u653e\u5165 vendor_signature \u5b57\u6bb5&#xff1b;\u6e90\u7ad9\u6536\u5230\u8bf7\u6c42\u540e\u6309\u540c\u6837\u89c4\u5219\u91cd\u7b97\u7b7e\u540d\u5e76\u6bd4\u5bf9&#xff0c;\u540c\u65f6\u6821\u9a8c timestamp \u4e0e\u5f53\u524d\u65f6\u95f4\u7684\u504f\u5dee\u662f\u5426\u5728\u5141\u8bb8\u7a97\u53e3\u5185&#xff08;\u5982 5 \u5206\u949f&#xff09;&#xff0c;\u8d85\u51fa\u7a97\u53e3\u76f4\u63a5\u62d2\u7edd&#xff0c;\u9632\u6b62\u8bf7\u6c42\u88ab\u622a\u83b7\u540e\u91cd\u653e\u3002\u7b7e\u540d\u5bc6\u94a5\u6309\u5382\u5546\u7ef4\u5ea6\u9694\u79bb&#xff0c;\u652f\u6301\u8f6e\u6362&#xff0c;\u907f\u514d\u5355\u70b9\u6cc4\u9732\u5f71\u54cd\u5168\u91cf\u5382\u5546\u3002<\/li>\n<li>\u5e42\u7b49\u53bb\u91cd&#xff1a;\u4ee5 event_id \u4f5c\u4e3a\u5e42\u7b49\u952e&#xff0c;\u6e90\u7ad9\u6536\u5230\u8bf7\u6c42\u540e\u5148\u67e5\u8be2\u8be5\u4e8b\u4ef6\u662f\u5426\u5df2\u5904\u7406&#xff1a;\u82e5\u5df2\u5b58\u5728\u4e14\u5185\u5bb9\u4e00\u81f4&#xff0c;\u76f4\u63a5\u8fd4\u56de\u6210\u529f\u5e76\u6807\u8bb0 duplicated&#061;true&#xff0c;\u4e0d\u91cd\u590d\u8bb0\u8d26&#xff1b;\u82e5\u5df2\u5b58\u5728\u4f46\u5b57\u6bb5\u4e0d\u4e00\u81f4&#xff0c;\u89c6\u4e3a\u5f02\u5e38\u4e8b\u4ef6\u8f6c\u5165\u4eba\u5de5\u590d\u6838\u3002\u5e42\u7b49\u952e\u5efa\u8bae\u8bbe\u7f6e\u5408\u7406\u7684\u8fc7\u671f\u65f6\u95f4&#xff08;\u5982 7 \u5929&#xff09;&#xff0c;\u65e2\u8986\u76d6\u5382\u5546\u4fa7\u7684\u91cd\u8bd5\u7a97\u53e3&#xff0c;\u4e5f\u907f\u514d\u5b58\u50a8\u65e0\u9650\u81a8\u80c0\u3002\u914d\u5408\u5382\u5546\u4fa7\u7684\u6307\u6570\u9000\u907f\u91cd\u8bd5\u7b56\u7565&#xff0c;\u53ef\u5728\u7f51\u7edc\u6296\u52a8\u3001\u8d85\u65f6\u7b49\u573a\u666f\u4e0b\u4fdd\u8bc1\u300c\u81f3\u5c11\u4e00\u6b21\u9001\u8fbe\u3001\u81f3\u591a\u4e00\u6b21\u8bb0\u8d26\u300d\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u8fd9\u5957\u56de\u8c03\u673a\u5236&#xff0c;\u5f15\u7528\u884c\u4e3a\u4ece\u5382\u5546\u5185\u90e8\u7684\u9ed1\u7bb1\u65e5\u5fd7&#xff0c;\u53d8\u6210\u4e86\u53cc\u65b9\u53ef\u611f\u77e5\u3001\u53ef\u8ffd\u6eaf\u7684\u516c\u5f00\u4e8b\u4ef6\u3002\u521b\u4f5c\u8005\u4e0d\u7528\u53bb\u731c\u81ea\u5df1\u7684\u5185\u5bb9\u6709\u6ca1\u6709\u88ab AI \u7528\u8fc7&#xff0c;\u6253\u5f00\u540e\u53f0\u5c31\u80fd\u770b\u5230\u660e\u786e\u7684\u6570\u636e\u3002<\/p>\n<h4>3.3 \u5f3a\u5236\u5168\u94fe\u8def\u6eaf\u6e90\u4e0e\u4f5c\u8005\u7f72\u540d\u5236\u5ea6<\/h4>\n<p>\u7f72\u540d\u4e0e\u6eaf\u6e90\u662f\u5f15\u7528\u7ed3\u7b97\u673a\u5236\u7684\u524d\u63d0\u57fa\u7840&#xff0c;\u5fc5\u987b\u8d2f\u7a7f\u5185\u5bb9\u5165\u5e93\u5230\u7b54\u6848\u8f93\u51fa\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n<p>\u5728\u5165\u5e93\u73af\u8282&#xff0c;\u660e\u786e\u8981\u6c42\u6587\u672c\u5207\u7247\u4e0d\u5f97\u5265\u79bb\u5143\u6570\u636e&#xff0c;\u6bcf\u4e00\u4e2a\u5185\u5bb9\u5207\u7247\u5fc5\u987b\u7ed1\u5b9a\u539f\u59cb\u6587\u7ae0\u7684\u4f5c\u8005\u3001\u6807\u9898\u3001\u94fe\u63a5\u3001\u53d1\u5e03\u65f6\u95f4\u3001\u6e90\u7ad9\u70b9 ID \u7b49\u4fe1\u606f&#xff0c;\u4f5c\u4e3a&#034;\u6e90\u5740\u951a\u70b9&#034;\u4e0e\u8bed\u4e49\u5185\u5bb9\u5171\u540c\u5b58\u50a8\u3002\u8fd9\u662f\u6240\u6709\u6eaf\u6e90\u4e0e\u7ed3\u7b97\u7684\u5730\u57fa&#xff0c;\u951a\u70b9\u4e00\u65e6\u4e22\u5931&#xff0c;\u540e\u7eed\u6240\u6709\u73af\u8282\u90fd\u65e0\u4ece\u8c08\u8d77\u3002<\/p>\n<p>\u5728\u8f93\u51fa\u73af\u8282&#xff0c;\u5f3a\u5236\u8981\u6c42\u5927\u6a21\u578b\u751f\u6210\u7b54\u6848\u65f6&#xff0c;\u540c\u6b65\u6807\u6ce8\u6240\u5f15\u7528\u539f\u521b\u5185\u5bb9\u7684\u5b8c\u6574\u6765\u6e90\u4fe1\u606f&#xff0c;\u5305\u62ec\u539f\u4f5c\u8005\u7f72\u540d\u3001\u6587\u7ae0\u6807\u9898\u3001\u539f\u59cb\u8df3\u8f6c\u94fe\u63a5\u3002\u4e0d\u5f97\u4ec5\u6807\u6ce8\u6a21\u7cca\u7684&#034;\u53c2\u8003\u81ea\u7f51\u7edc&#034;&#xff0c;\u4e0d\u5f97\u7528\u65e0\u5173\u7684\u5b98\u65b9\u6587\u6863\u66ff\u4ee3\u771f\u6b63\u63d0\u4f9b\u6838\u5fc3\u5185\u5bb9\u7684\u539f\u521b\u6587\u7ae0&#xff0c;\u4e0d\u5f97\u5c06\u6765\u6e90\u4fe1\u606f\u6298\u53e0\u9690\u85cf\u81f3\u7528\u6237\u96be\u4ee5\u53d1\u73b0\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u9700\u8981\u660e\u786e\u7684\u662f&#xff1a;\u7f72\u540d\u4e0e\u7ed3\u7b97\u4e8c\u8005\u7f3a\u4e00\u4e0d\u53ef\u3002\u53ea\u505a\u4ef7\u503c\u56de\u6d41\u4e0d\u505a\u7f72\u540d&#xff0c;\u4e0d\u77e5\u9053\u4ef7\u503c\u8be5\u5f52\u5c5e\u4e8e\u8c01&#xff1b;\u53ea\u505a\u7f72\u540d\u4e0d\u505a\u4ef7\u503c\u56de\u6d41&#xff0c;\u521b\u4f5c\u8005\u7684\u52b3\u52a8\u4f9d\u7136\u5f97\u4e0d\u5230\u5b9e\u9645\u53cd\u9988\u3002\u4e24\u6761\u5e76\u884c&#xff0c;\u624d\u6784\u6210\u5b8c\u6574\u7684\u5f15\u7528\u7ed3\u7b97\u673a\u5236\u3002<\/p>\n<h4>3.4 \u63a8\u884c\u53cc\u8fb9\u8bb0\u8d26\u4e0e\u4ea4\u53c9\u6838\u9a8c\u4f53\u7cfb<\/h4>\n<p>\u4e3a\u907f\u514d\u5355\u65b9\u8bb0\u8d26\u7684\u968f\u610f\u6027&#xff0c;\u4fdd\u969c\u6570\u636e\u771f\u5b9e\u6027&#xff0c;\u5fc5\u987b\u63a8\u884c&#034;\u53cc\u8fb9\u8bb0\u8d26\u3001\u4ea4\u53c9\u6838\u9a8c&#034;\u89c4\u5219\u3002<\/p>\n<p>\u5927\u6a21\u578b\u5382\u5546\u4e0e\u5185\u5bb9\u6e90\u7ad9\u5404\u81ea\u7559\u5b58\u5b8c\u6574\u7684\u5f15\u7528\u4e8b\u4ef6\u8bb0\u5f55&#xff0c;\u6bcf\u4e00\u6b21\u5f15\u7528\u751f\u6210\u5168\u5c40\u552f\u4e00\u7684\u4e8b\u4ef6 ID&#xff0c;\u53cc\u65b9\u540c\u6b65\u5b58\u50a8\u4e8b\u4ef6\u8be6\u60c5\u3002\u53cc\u65b9\u5b9a\u671f\u5f00\u5c55\u5bf9\u8d26\u6838\u9a8c&#xff0c;\u9488\u5bf9\u6f0f\u62a5\u3001\u9519\u62a5\u3001\u6570\u636e\u4e0d\u4e00\u81f4\u7684\u60c5\u51b5&#xff0c;\u5185\u5bb9\u65b9\u6709\u6743\u53d1\u8d77\u7533\u8bc9&#xff0c;\u5382\u5546\u65b9\u6709\u4e49\u52a1\u914d\u5408\u6838\u67e5\u3001\u8865\u6b63\u5bf9\u5e94\u8bb0\u5f55\u3002<\/p>\n<p>\u53cc\u8fb9\u8bb0\u8d26\u7684\u6838\u5fc3\u610f\u4e49&#xff0c;\u662f\u628a\u8bb0\u8d26\u6743\u4ece\u5382\u5546\u5355\u65b9\u624b\u91cc\u91ca\u653e\u51fa\u6765&#xff0c;\u8ba9\u5185\u5bb9\u65b9\u62e5\u6709\u77e5\u60c5\u6743\u4e0e\u6838\u67e5\u6743&#xff0c;\u4ece\u673a\u5236\u4e0a\u964d\u4f4e\u7792\u62a5\u3001\u6f0f\u62a5\u7684\u64cd\u4f5c\u7a7a\u95f4&#xff0c;\u8ba9\u5f15\u7528\u6570\u636e\u5177\u5907\u516c\u4fe1\u529b\u3002<\/p>\n<h3>\u56db\u3001\u98ce\u9669\u9632\u63a7\u4e0e\u8fb9\u754c\u7ea6\u675f<\/h3>\n<h4>4.1 \u4e25\u683c\u9650\u5b9a\u89e6\u53d1\u7ed3\u7b97\u7684\u573a\u666f\u8fb9\u754c<\/h4>\n<p>\u4e3a\u907f\u514d\u673a\u5236\u6ee5\u7528&#xff0c;\u5fc5\u987b\u6e05\u6670\u5212\u5b9a\u7ed3\u7b97\u8fb9\u754c&#xff0c;\u4e09\u7c7b\u573a\u666f\u660e\u786e\u4e0d\u7eb3\u5165\u7ed3\u7b97\u8303\u56f4&#xff1a;<\/p>\n<ul>\n<li>\u722c\u866b\u6293\u53d6\u3001\u5185\u5bb9\u5207\u7247\u5165\u5e93\u9636\u6bb5&#xff0c;\u4ec5\u505a\u5b58\u50a8\u672a\u5b9e\u9645\u7528\u4e8e\u56de\u7b54\u7528\u6237\u95ee\u9898\u7684&#xff0c;\u4e0d\u8ba1\u5165\u7ed3\u7b97&#xff1b;<\/li>\n<li>\u68c0\u7d22\u73af\u8282\u547d\u4e2d\u3001\u4f46\u6700\u7ec8\u672a\u88ab\u91c7\u7eb3\u8fdb\u5165\u6700\u7ec8\u7b54\u6848\u7684\u5019\u9009\u7d20\u6750&#xff0c;\u4e0d\u8ba1\u5165\u7ed3\u7b97&#xff1b;<\/li>\n<li>\u516c\u5171\u5e38\u8bc6\u3001\u516c\u6709\u9886\u57df\u5185\u5bb9\u3001\u901a\u7528\u6cd5\u5f8b\u6cd5\u89c4\u3001\u5b98\u65b9\u516c\u5f00\u6587\u4ef6\u7b49\u65e0\u660e\u786e\u539f\u521b\u5f52\u5c5e\u7684\u516c\u5171\u4fe1\u606f&#xff0c;\u4e0d\u8ba1\u5165\u7ed3\u7b97\u3002<\/li>\n<\/ul>\n<p>\u4ec5\u9488\u5bf9\u521b\u4f5c\u8005\u6295\u5165\u539f\u521b\u52b3\u52a8\u4ea7\u51fa\u7684\u7ecf\u9a8c\u5206\u6790\u3001\u5b9e\u64cd\u65b9\u6848\u3001\u6848\u4f8b\u603b\u7ed3\u3001\u72ec\u7acb\u8c03\u7814\u7b49\u5b9e\u8d28\u6027\u5185\u5bb9&#xff0c;\u89e6\u53d1\u5f15\u7528\u7ed3\u7b97\u3002<\/p>\n<h4>4.2 \u591a\u5c42\u7ea7\u9632\u5237\u673a\u5236&#xff1a;\u9632\u8303\u5916\u90e8\u4f2a\u9020\u4e0e\u5185\u90e8\u865a\u62a5<\/h4>\n<p>\u5237\u91cf\u9020\u5047\u662f\u8fd9\u5957\u673a\u5236\u6700\u6838\u5fc3\u7684\u98ce\u9669\u70b9&#xff0c;\u65e2\u5305\u62ec\u7b2c\u4e09\u65b9\u4f2a\u9020\u5f15\u7528\u8bf7\u6c42\u5237\u53d6\u6d41\u91cf&#xff0c;\u4e5f\u5305\u62ec\u5382\u5546\u4fa7\u865a\u62a5\u5f15\u7528\u6570\u636e\u3001\u4e3a\u5408\u4f5c\u65b9\u5237\u53d6\u70ed\u5ea6\u3002\u5fc5\u987b\u8bbe\u7f6e\u591a\u5c42\u9632\u63a7&#xff1a;<\/p>\n<ul>\n<li>\u8eab\u4efd\u9274\u6743\u5c42&#xff1a;\u56de\u8c03\u63a5\u53e3\u5fc5\u987b\u914d\u5907\u4e25\u683c\u7684\u8eab\u4efd\u7b7e\u540d\u673a\u5236&#xff0c;\u53ea\u6709\u7ecf\u8fc7\u5907\u6848\u8ba4\u8bc1\u7684\u6b63\u89c4\u6a21\u578b\u5382\u5546\u624d\u53ef\u53d1\u9001\u5f15\u7528\u901a\u77e5&#xff0c;\u533f\u540d\u3001\u65e0\u7b7e\u540d\u3001\u8eab\u4efd\u4e0d\u7b26\u7684\u8bf7\u6c42\u76f4\u63a5\u62e6\u622a&#xff0c;\u4ece\u5165\u53e3\u5835\u4f4f\u5916\u90e8\u4f2a\u9020\u5237\u91cf\u7684\u901a\u9053&#xff1b;<\/li>\n<li>\u5f02\u5e38\u7194\u65ad\u5c42&#xff1a;\u6e90\u7ad9\u4fa7\u8bbe\u7f6e\u6570\u636e\u6821\u9a8c\u89c4\u5219&#xff0c;\u5bf9\u5355\u7bc7\u5185\u5bb9\u5355\u4f4d\u65f6\u95f4\u5f15\u7528\u91cf\u504f\u79bb\u5386\u53f2\u5408\u7406\u533a\u95f4\u3001\u5355\u4e00\u5382\u5546\u4e0a\u62a5\u603b\u91cf\u4e0e\u81ea\u8eab\u7528\u6237\u89c4\u6a21\u4e25\u91cd\u4e0d\u5339\u914d\u7b49\u5f02\u5e38\u60c5\u51b5&#xff0c;\u81ea\u52a8\u89e6\u53d1\u6570\u636e\u51bb\u7ed3\u4e0e\u4eba\u5de5\u590d\u6838&#xff0c;\u9632\u6b62\u6279\u91cf\u5237\u91cf&#xff1b;<\/li>\n<li>\u5185\u5bb9\u6838\u9a8c\u5c42&#xff1a;\u5f15\u7528\u4e8b\u4ef6\u5fc5\u987b\u7ed1\u5b9a\u5bf9\u5e94\u7684\u7528\u6237\u63d0\u95ee\u4e0e\u7b54\u6848\u6bb5\u843d&#xff0c;\u6e90\u7ad9\u53ef\u968f\u673a\u62bd\u9a8c\u5f15\u7528\u5185\u5bb9\u7684\u771f\u5b9e\u6027&#xff0c;\u6838\u5bf9\u7b54\u6848\u4e0e\u539f\u6587\u7684\u5339\u914d\u5ea6&#xff0c;\u7a7a\u53e3\u62a5\u6570\u3001\u5185\u5bb9\u4e0d\u5339\u914d\u7684\u5f15\u7528\u76f4\u63a5\u4f5c\u5e9f&#xff0c;\u9632\u8303\u5382\u5546\u865a\u62a5\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u7528\u4e24\u6bb5 Python \u4f2a\u4ee3\u7801&#xff0c;\u628a\u300c\u8eab\u4efd\u9274\u6743\u5c42\u300d\u4e0e\u300c\u5f02\u5e38\u7194\u65ad\u5c42\u300d\u7684\u5173\u952e\u5224\u65ad\u6761\u4ef6\u843d\u5230\u53ef\u5b9e\u73b0\u7684\u903b\u8f91\u4e0a\u3002<\/p>\n<p>\u8eab\u4efd\u9274\u6743\u5c42&#xff1a;HMAC-SHA256 \u7b7e\u540d\u6821\u9a8c\u4e0e\u65f6\u95f4\u6233\u7a97\u53e3\u5224\u65ad<\/p>\n<p><span class=\"token keyword\">import<\/span> hmac<br \/>\n<span class=\"token keyword\">import<\/span> hashlib<br \/>\n<span class=\"token keyword\">import<\/span> time<\/p>\n<p><span class=\"token comment\"># \u5141\u8bb8\u7684\u65f6\u95f4\u6233\u504f\u5dee\u7a97\u53e3&#xff08;\u79d2&#xff09;&#xff0c;\u8d85\u51fa\u5373\u89c6\u4e3a\u91cd\u653e\u8bf7\u6c42<\/span><br \/>\nTIMESTAMP_WINDOW <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">300<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">verify_callback<\/span><span class=\"token punctuation\">(<\/span>payload<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">,<\/span> vendor_signature<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> vendor_secret<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6821\u9a8c\u5382\u5546\u56de\u8c03\u8bf7\u6c42\u7684\u7b7e\u540d\u4e0e\u65f6\u95f4\u6233&#xff0c;\u4efb\u4e00\u4e0d\u901a\u8fc7\u5373\u62d2\u7edd\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># 1. \u65f6\u95f4\u6233\u7a97\u53e3\u5224\u65ad&#xff1a;\u9632\u6b62\u8bf7\u6c42\u88ab\u622a\u83b7\u540e\u91cd\u653e<\/span><br \/>\n    now <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">abs<\/span><span class=\"token punctuation\">(<\/span>now <span class=\"token operator\">&#8211;<\/span> payload<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> TIMESTAMP_WINDOW<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span>  <span class=\"token comment\"># \u65f6\u95f4\u6233\u504f\u5dee\u8fc7\u5927&#xff0c;\u76f4\u63a5\u62d2\u7edd<\/span><\/p>\n<p>    <span class=\"token comment\"># 2. \u6309\u7ea6\u5b9a\u987a\u5e8f\u62fc\u63a5\u5f85\u7b7e\u540d\u539f\u6587&#xff0c;\u5b57\u6bb5\u987a\u5e8f\u5fc5\u987b\u4e0e\u5382\u5546\u4fa7\u5b8c\u5168\u4e00\u81f4<\/span><br \/>\n    raw <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;{article_id}{contribution_ratio}{event_id}{timestamp}&#034;<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        article_id<span class=\"token operator\">&#061;<\/span>payload<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;article_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        contribution_ratio<span class=\"token operator\">&#061;<\/span>payload<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;contribution_ratio&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        event_id<span class=\"token operator\">&#061;<\/span>payload<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;event_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        timestamp<span class=\"token operator\">&#061;<\/span>payload<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 3. \u7528\u5382\u5546\u4e13\u5c5e\u5bc6\u94a5\u8ba1\u7b97 HMAC-SHA256&#xff0c;\u5bc6\u94a5\u6309\u5382\u5546\u7ef4\u5ea6\u9694\u79bb<\/span><br \/>\n    expected <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;sha256&#061;&#034;<\/span> <span class=\"token operator\">&#043;<\/span> hmac<span class=\"token punctuation\">.<\/span>new<span class=\"token punctuation\">(<\/span><br \/>\n        vendor_secret<span class=\"token punctuation\">.<\/span>encode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        raw<span class=\"token punctuation\">.<\/span>encode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        hashlib<span class=\"token punctuation\">.<\/span>sha256<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>hexdigest<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 4. \u4f7f\u7528\u5e38\u91cf\u65f6\u95f4\u6bd4\u8f83&#xff0c;\u907f\u514d\u65f6\u5e8f\u653b\u51fb<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> hmac<span class=\"token punctuation\">.<\/span>compare_digest<span class=\"token punctuation\">(<\/span>expected<span class=\"token punctuation\">,<\/span> vendor_signature<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5f02\u5e38\u7194\u65ad\u5c42&#xff1a;\u57fa\u4e8e\u5386\u53f2\u5747\u503c\u7684\u5f15\u7528\u91cf\u504f\u79bb\u68c0\u6d4b\u4e0e\u81ea\u52a8\u51bb\u7ed3<\/p>\n<p><span class=\"token comment\"># \u504f\u79bb\u9608\u503c&#xff1a;\u5f53\u524d\u5f15\u7528\u91cf\u8d85\u8fc7\u5386\u53f2\u5747\u503c\u7684 3 \u500d\u5373\u5224\u5b9a\u4e3a\u5f02\u5e38<\/span><br \/>\nDEVIATION_FACTOR <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">3.0<\/span><br \/>\n<span class=\"token comment\"># \u5386\u53f2\u5747\u503c\u7edf\u8ba1\u7a97\u53e3&#xff08;\u5929&#xff09;<\/span><br \/>\nHISTORY_WINDOW_DAYS <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">30<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_and_freeze<\/span><span class=\"token punctuation\">(<\/span>article_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> current_count<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">,<\/span> history_counts<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u6d4b\u5355\u7bc7\u5185\u5bb9\u5355\u4f4d\u65f6\u95f4\u5f15\u7528\u91cf\u662f\u5426\u5f02\u5e38&#xff0c;\u5f02\u5e38\u5219\u89e6\u53d1\u51bb\u7ed3\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># 1. \u5386\u53f2\u6837\u672c\u4e0d\u8db3\u65f6\u4e0d\u505a\u7194\u65ad&#xff0c;\u907f\u514d\u51b7\u542f\u52a8\u8bef\u4f24<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>history_counts<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> HISTORY_WINDOW_DAYS<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>    <span class=\"token comment\"># 2. \u8ba1\u7b97\u5386\u53f2\u5747\u503c&#xff0c;\u4f5c\u4e3a\u5408\u7406\u533a\u95f4\u7684\u57fa\u51c6<\/span><br \/>\n    baseline <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>history_counts<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>history_counts<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 3. \u504f\u79bb\u68c0\u6d4b&#xff1a;\u5f53\u524d\u5f15\u7528\u91cf\u663e\u8457\u9ad8\u4e8e\u5386\u53f2\u5747\u503c&#xff0c;\u5224\u5b9a\u4e3a\u7591\u4f3c\u5237\u91cf<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> baseline <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">and<\/span> current_count <span class=\"token operator\">&gt;<\/span> baseline <span class=\"token operator\">*<\/span> DEVIATION_FACTOR<span class=\"token punctuation\">:<\/span><br \/>\n        freeze_article<span class=\"token punctuation\">(<\/span>article_id<span class=\"token punctuation\">)<\/span>          <span class=\"token comment\"># \u51bb\u7ed3\u8be5\u5185\u5bb9\u7684\u5f15\u7528\u8bb0\u8d26<\/span><br \/>\n        enqueue_manual_review<span class=\"token punctuation\">(<\/span>article_id<span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># \u8f6c\u5165\u4eba\u5de5\u590d\u6838\u961f\u5217<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>\u4e24\u6bb5\u903b\u8f91\u5206\u522b\u5bf9\u5e94\u5165\u53e3\u62e6\u622a\u4e0e\u8fc7\u7a0b\u76d1\u63a7&#xff1a;\u9274\u6743\u5c42\u5728\u8bf7\u6c42\u8fdb\u5165\u65f6\u5c31\u628a\u4f2a\u9020\u8bf7\u6c42\u6321\u5728\u95e8\u5916&#xff0c;\u7194\u65ad\u5c42\u5219\u5728\u6570\u636e\u7d2f\u79ef\u8fc7\u7a0b\u4e2d\u8bc6\u522b\u5f02\u5e38\u7a81\u589e&#xff0c;\u4e8c\u8005\u53e0\u52a0\u624d\u80fd\u540c\u65f6\u9632\u4f4f\u5916\u90e8\u4f2a\u9020\u4e0e\u5185\u90e8\u865a\u62a5\u3002<\/p>\n<h4>4.3 \u6307\u6807\u9694\u79bb\u4e0e\u5206\u7ea7\u6298\u7b97\u89c4\u5219<\/h4>\n<p>AI 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