{"id":54429,"date":"2025-08-13T06:39:49","date_gmt":"2025-08-12T22:39:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/54429.html"},"modified":"2025-08-13T06:39:49","modified_gmt":"2025-08-12T22:39:49","slug":"%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e5%ae%9e%e6%88%98%ef%bc%9a%e7%94%a8fate%e6%a1%86%e6%9e%b6%e6%90%ad%e5%bb%ba%e8%b7%a8%e5%8c%bb%e9%99%a2%e6%96%b0%e5%86%a0%e9%a2%84%e6%b5%8b%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/54429.html","title":{"rendered":"\u8054\u90a6\u5b66\u4e60\u5b9e\u6218\uff1a\u7528FATE\u6846\u67b6\u642d\u5efa\u8de8\u533b\u9662\u65b0\u51a0\u9884\u6d4b\u6a21\u578b"},"content":{"rendered":"<h3>1. \u80cc\u666f\u4e0e\u610f\u4e49<\/h3>\n<p>\u65b0\u51a0\u75ab\u60c5\u7684\u7a81\u53d1\u6027\u4e0e\u5168\u7403\u5316\u4f20\u64ad\uff0c\u4f7f\u5f97\u5404\u7ea7\u533b\u7597\u673a\u6784\u5bf9\u65e9\u671f\u9884\u8b66\u4e0e\u91cd\u75c7\u98ce\u9669\u9884\u6d4b\u7684\u9700\u6c42\u7a7a\u524d\u8feb\u5207\u3002\u5c24\u5176\u5728\u4e0d\u540c\u533b\u9662\u3001\u4e0d\u540c\u5730\u533a\u4e4b\u95f4\uff0c\u60a3\u8005\u7fa4\u4f53\u5728\u5e74\u9f84\u3001\u57fa\u7840\u75c5\u3001\u6cbb\u7597\u65b9\u6848\u7b49\u65b9\u9762\u5dee\u5f02\u663e\u8457\uff0c\u5355\u4e00\u533b\u9662\u7684\u6570\u636e\u5f80\u5f80\u4e0d\u8db3\u4ee5\u652f\u6491\u4e00\u4e2a\u5728\u5168\u56fd\u8303\u56f4\u5185\u9c81\u68d2\u6027\u5f3a\u7684\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u533b\u7597\u6570\u636e\u662f\u9ad8\u5ea6\u654f\u611f\u7684\u4e2a\u4eba\u4fe1\u606f\uff0c\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\uff08PIPL\uff09\u4e0e\u300a\u6570\u636e\u5b89\u5168\u6cd5\u300b\u660e\u786e\u9650\u5236\u8de8\u673a\u6784\u3001\u8de8\u533a\u57df\u7684\u539f\u59cb\u6570\u636e\u6d41\u52a8\u3002\u4f20\u7edf\u505a\u6cd5\u9700\u8981\u5c06\u6570\u636e\u96c6\u4e2d\u5230\u4e00\u4e2a\u6570\u636e\u4e2d\u5fc3\u7edf\u4e00\u8bad\u7ec3\uff0c\u4f46\u8fd9\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u5408\u89c4\u98ce\u9669\u4e0e\u60a3\u8005\u9690\u79c1\u66b4\u9732\u95ee\u9898\u3002<\/p>\n<p>\u8054\u90a6\u5b66\u4e60\uff08Federated Learning\uff09\u4e3a\u8fd9\u4e00\u77db\u76fe\u63d0\u4f9b\u4e86\u6280\u672f\u89e3\u6cd5\uff1a\u5b83\u5141\u8bb8\u6a21\u578b\u201c\u53bb\u6570\u636e\u5904\u201d\u5b66\u4e60\uff0c\u800c\u4e0d\u662f\u8ba9\u6570\u636e\u201c\u6765\u6a21\u578b\u5904\u201d\u96c6\u4e2d\uff0c\u80fd\u591f\u5728\u4fdd\u62a4\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u6574\u5408\u591a\u65b9\u6570\u636e\uff0c\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u7387\u4e0e\u6cdb\u5316\u80fd\u529b\u3002\u7ed3\u5408\u5f00\u6e90\u7684FATE\uff08Federated AI Technology Enabler\uff09\u6846\u67b6\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u591a\u4e2a\u533b\u9662\u4e4b\u95f4\u6784\u5efa\u4e00\u4e2a\u6570\u636e\u4e0d\u51fa\u57df\u7684\u8de8\u673a\u6784\u65b0\u51a0\u9884\u6d4b\u6a21\u578b\uff0c\u5b9e\u73b0\u533b\u7597\u4ef7\u503c\u4e0e\u5408\u89c4\u8981\u6c42\u7684\u53cc\u8d62\u3002<\/p>\n<hr>\n<h3>2. \u653f\u7b56\u4e0e\u5408\u89c4\u89e3\u8bfb<\/h3>\n<h4>2.1 \u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\u7684\u6838\u5fc3\u8981\u6c42<\/h4>\n<ul>\n<li>\n<p>\u6700\u5c0f\u5fc5\u8981\u539f\u5219\uff08\u7b2c\u516d\u6761\uff09\uff1a\u5904\u7406\u4e2a\u4eba\u4fe1\u606f\u5fc5\u987b\u6709\u660e\u786e\u3001\u5408\u7406\u7684\u76ee\u7684\uff0c\u5e76\u9650\u4e8e\u5b9e\u73b0\u5904\u7406\u76ee\u7684\u7684\u6700\u5c0f\u8303\u56f4\u3002<\/p>\n<\/li>\n<li>\n<p>\u654f\u611f\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\uff08\u7b2c\u4e8c\u5341\u516b\u6761\uff09\uff1a\u533b\u7597\u5065\u5eb7\u6570\u636e\u5c5e\u4e8e\u654f\u611f\u4fe1\u606f\uff0c\u5904\u7406\u5fc5\u987b\u6709\u7279\u5b9a\u76ee\u7684\u548c\u5145\u5206\u5fc5\u8981\u6027\uff0c\u5e76\u91c7\u53d6\u4e25\u683c\u4fdd\u62a4\u63aa\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p>\u8de8\u5883\/\u8de8\u57df\u4f20\u8f93\u9650\u5236\uff08\u7b2c\u4e09\u5341\u516b\u6761\uff09\uff1a\u654f\u611f\u4fe1\u606f\u8de8\u5883\u6216\u8de8\u7ec4\u7ec7\u4f20\u8f93\u9700\u7ecf\u5b89\u5168\u8bc4\u4f30\u4e0e\u7528\u6237\u5355\u72ec\u540c\u610f\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2.2 \u6570\u636e\u4e0d\u51fa\u57df\u7684\u610f\u4e49<\/h4>\n<p>\u201c\u6570\u636e\u4e0d\u51fa\u57df\u201d\u4e0d\u4ec5\u662f\u6280\u672f\u624b\u6bb5\uff0c\u66f4\u662f\u5408\u89c4\u8981\u6c42\u7684\u76f4\u63a5\u4f53\u73b0\u3002\u5b83\u786e\u4fdd\uff1a<\/p>\n<li>\n<p>\u539f\u59cb\u6570\u636e\u7559\u5b58\u5728\u672c\u5730\u533b\u9662\uff08\u6570\u636e\u63a7\u5236\u6743\u4e0d\u8f6c\u79fb\uff09<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u8fc7\u7a0b\u53ef\u5ba1\u8ba1\u3001\u53ef\u8ffd\u6eaf\uff08\u7b26\u5408\u5408\u89c4\u7559\u75d5\u8981\u6c42\uff09<\/p>\n<\/li>\n<li>\n<p>\u4f20\u8f93\u8fc7\u7a0b\u4e2d\u4ec5\u4ea4\u6362\u52a0\u5bc6\u540e\u7684\u53c2\u6570\u6216\u68af\u5ea6\uff08\u907f\u514d\u4e2a\u4eba\u53ef\u8bc6\u522b\u4fe1\u606f\u6cc4\u9732\uff09<\/p>\n<\/li>\n<h4>2.3 \u8054\u90a6\u5b66\u4e60\u7684\u5408\u89c4\u4f18\u52bf<\/h4>\n<ul>\n<li>\n<p>\u66ff\u4ee3\u96c6\u4e2d\u5316\u6570\u636e\u5904\u7406\uff1a\u907f\u514d\u4e86\u5c06\u539f\u59cb\u60a3\u8005\u6570\u636e\u4f20\u8f93\u5230\u5916\u90e8\u673a\u6784\u7684\u5408\u89c4\u969c\u788d<\/p>\n<\/li>\n<li>\n<p>\u52a0\u5bc6\u4e0e\u5b89\u5168\u805a\u5408\uff1a\u7ed3\u5408\u540c\u6001\u52a0\u5bc6\u3001\u5dee\u5206\u9690\u79c1\uff0c\u53ef\u8fdb\u4e00\u6b65\u964d\u4f4e\u53c2\u6570\u53cd\u63a8\u539f\u6570\u636e\u7684\u98ce\u9669<\/p>\n<\/li>\n<li>\n<p>\u6ee1\u8db3\u5ba1\u8ba1\u4e0e\u6eaf\u6e90\uff1aFATE \u63d0\u4f9b\u4efb\u52a1\u8bb0\u5f55\u3001\u8282\u70b9\u65e5\u5fd7\u4e0e\u52a0\u5bc6\u901a\u4fe1\uff0c\u53ef\u4f5c\u4e3a\u5408\u89c4\u68c0\u67e5\u4f9d\u636e<\/p>\n<\/li>\n<\/ul>\n<h4>2.4 \u5408\u89c4\u843d\u5730\u5efa\u8bae<\/h4>\n<ul>\n<li>\n<p>\u5728\u5408\u4f5c\u524d\u7b7e\u7f72\u6570\u636e\u5408\u4f5c\u4e0e\u9690\u79c1\u4fdd\u62a4\u534f\u8bae<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u53c2\u4e0e\u533b\u9662\u8fdb\u884c\u5b89\u5168\u7b49\u7ea7\u4fdd\u62a4\u6d4b\u8bc4<\/p>\n<\/li>\n<li>\n<p>\u5efa\u7acb\u6570\u636e Schema \u4e0e\u5b57\u6bb5\u7ea7\u9690\u79c1\u6807\u6ce8\u673a\u5236<\/p>\n<\/li>\n<li>\n<p>\u5b9a\u671f\u8fdb\u884c\u6a21\u578b\u53cd\u63a8\u653b\u51fb\u98ce\u9669\u8bc4\u4f30<\/p>\n<\/li>\n<\/ul>\n<p>&nbsp; <\/p>\n<h3>3. \u8054\u90a6\u5b66\u4e60\u6280\u672f\u6982\u89c8<\/h3>\n<h4>3.1 \u6838\u5fc3\u601d\u60f3<\/h4>\n<p>\u8054\u90a6\u5b66\u4e60\uff08Federated Learning, FL\uff09\u662f\u4e00\u79cd\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff1a<\/p>\n<ul>\n<li>\n<p>\u6570\u636e\u5206\u6563\u5b58\u50a8\u5728\u5404\u53c2\u4e0e\u65b9\u672c\u5730\uff0c\u4e0d\u6c47\u603b\u5230\u4e2d\u5fc3\u3002<\/p>\n<\/li>\n<li>\n<p>\u5404\u65b9\u5728\u672c\u5730\u7528\u81ea\u5df1\u7684\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u7136\u540e\u5c06**\u6a21\u578b\u53c2\u6570\uff08\u6216\u68af\u5ea6\uff09**\u53d1\u9001\u5230\u534f\u8c03\u670d\u52a1\u5668\uff08\u6216\u5b89\u5168\u805a\u5408\u8282\u70b9\uff09\u3002<\/p>\n<\/li>\n<li>\n<p>\u670d\u52a1\u5668\u5c06\u53c2\u6570\u8fdb\u884c\u52a0\u6743\u805a\u5408\uff0c\u751f\u6210\u65b0\u7684\u5168\u5c40\u6a21\u578b\uff0c\u518d\u4e0b\u53d1\u5230\u5404\u65b9\u8fdb\u884c\u4e0b\u4e00\u8f6e\u8bad\u7ec3\u3002<\/p>\n<\/li>\n<li>\n<p>\u5982\u6b64\u8fed\u4ee3\uff0c\u76f4\u5230\u6a21\u578b\u6536\u655b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u5957\u673a\u5236\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u201c\u8bbf\u95ee\u201d\u5230\u4e0d\u540c\u673a\u6784\u7684\u6570\u636e\u5206\u5e03\uff0c\u4f46\u539f\u59cb\u6570\u636e\u4ece\u672a\u79bb\u5f00\u672c\u5730\uff0c\u7b26\u5408\u201c\u6570\u636e\u4e0d\u51fa\u57df\u201d\u539f\u5219\u3002<\/p>\n<hr>\n<h4>3.2 \u5178\u578b\u67b6\u6784<\/h4>\n<p>\u5e38\u89c1\u7684\u8054\u90a6\u5b66\u4e60\u67b6\u6784\u53ef\u5206\u4e3a\uff1a<\/p>\n<li>\n<p>\u6a2a\u5411\u8054\u90a6\u5b66\u4e60\uff08\u6570\u636e\u7279\u5f81\u7a7a\u95f4\u4e00\u81f4\uff0c\u6837\u672c\u4e0d\u540c\uff09<\/p>\n<ul>\n<li>\n<p>\u9002\u5408\u591a\u533b\u9662\u5177\u6709\u76f8\u540c\u5b57\u6bb5\uff08\u5982\u8840\u6c27\u9971\u548c\u5ea6\u3001\u8840\u5e38\u89c4\u6307\u6807\uff09\u4f46\u60a3\u8005\u7fa4\u4f53\u4e0d\u540c\u7684\u60c5\u51b5\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7eb5\u5411\u8054\u90a6\u5b66\u4e60\uff08\u6837\u672c\u91cd\u53e0\uff0c\u4f46\u7279\u5f81\u4e0d\u540c\uff09<\/p>\n<ul>\n<li>\n<p>\u9002\u5408\u540c\u4e00\u6279\u60a3\u8005\u5728\u4e0d\u540c\u533b\u9662\/\u90e8\u95e8\u6709\u4e0d\u540c\u7ef4\u5ea6\u6570\u636e\u7684\u60c5\u51b5\uff0c\u5982 A \u533b\u9662\u6709\u5f71\u50cf\u6570\u636e\uff0cB \u533b\u9662\u6709\u57fa\u56e0\u6570\u636e\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8054\u90a6\u8fc1\u79fb\u5b66\u4e60\uff08\u6570\u636e\u6837\u672c\u548c\u7279\u5f81\u5747\u6709\u5dee\u5f02\uff09<\/p>\n<ul>\n<li>\n<p>\u9002\u5408\u6570\u636e\u5206\u5e03\u5dee\u5f02\u8f83\u5927\u4f46\u60f3\u5171\u4eab\u90e8\u5206\u77e5\u8bc6\u7684\u673a\u6784\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<p>\u5bf9\u4e8e\u8de8\u533b\u9662\u65b0\u51a0\u9884\u6d4b\u6a21\u578b\uff0c\u7edd\u5927\u591a\u6570\u573a\u666f\u662f\u6a2a\u5411\u8054\u90a6\u5b66\u4e60\uff0c\u56e0\u4e3a\u5404\u533b\u9662\u68c0\u6d4b\u9879\u76ee\u57fa\u672c\u4e00\u81f4\uff0c\u4f46\u60a3\u8005\u4e0d\u91cd\u53e0\u3002<\/p>\n<hr>\n<h4>3.3 \u6838\u5fc3\u5b89\u5168\u673a\u5236<\/h4>\n<ul>\n<li>\n<p>\u540c\u6001\u52a0\u5bc6\uff08Homomorphic Encryption, HE\uff09 \u5728\u4e0d\u89e3\u5bc6\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u52a0\u6cd5\/\u4e58\u6cd5\u7b49\u8fd0\u7b97\uff0c\u9632\u6b62\u805a\u5408\u8282\u70b9\u7aa5\u63a2\u53c2\u6570\u7ec6\u8282\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b89\u5168\u591a\u65b9\u8ba1\u7b97\uff08Secure Multi-party Computation, MPC\uff09 \u901a\u8fc7\u5206\u7247\u548c\u534f\u8bae\uff0c\u4fdd\u8bc1\u5355\u4e00\u53c2\u4e0e\u65b9\u65e0\u6cd5\u91cd\u6784\u539f\u59cb\u4fe1\u606f\u3002<\/p>\n<\/li>\n<li>\n<p>\u5dee\u5206\u9690\u79c1\uff08Differential Privacy, DP\uff09 \u5728\u68af\u5ea6\u6216\u53c2\u6570\u4e2d\u6ce8\u5165\u968f\u673a\u566a\u58f0\uff0c\u964d\u4f4e\u5355\u6761\u6570\u636e\u88ab\u53cd\u63a8\u7684\u98ce\u9669\u3002<\/p>\n<\/li>\n<\/ul>\n<hr>\n<h4>3.4 \u4e3a\u4ec0\u4e48\u9009 FATE<\/h4>\n<ul>\n<li>\n<p>\u56fd\u6807\/\u884c\u6807\u5bf9\u9f50\uff1a\u7531\u5fae\u4f17\u94f6\u884c\u4e3b\u5bfc\uff0c\u7b26\u5408\u56fd\u5185\u9690\u79c1\u8ba1\u7b97\u6807\u51c6\u5316\u8d8b\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p>\u591a\u79cd\u8054\u90a6\u5b66\u4e60\u8303\u5f0f\u652f\u6301\uff1a\u6a2a\u5411\u3001\u7eb5\u5411\u3001\u8fc1\u79fb\u5747\u53ef\uff0c\u9002\u914d\u4e0d\u540c\u533b\u9662\u5408\u4f5c\u6a21\u5f0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u53ef\u6269\u5c55\u6027\u5f3a\uff1a\u53ef\u76f4\u63a5\u5bf9\u63a5 Spark\u3001KubeFATE\uff0c\u5b9e\u73b0\u591a\u673a\u591a\u8282\u70b9\u90e8\u7f72\u3002<\/p>\n<\/li>\n<li>\n<p>\u5185\u7f6e\u5b89\u5168\u534f\u8bae\uff1a\u96c6\u6210 HE\u3001MPC\u3001\u5dee\u5206\u9690\u79c1\uff0c\u6ee1\u8db3\u533b\u7597\u6570\u636e\u9ad8\u5b89\u5168\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<hr>\n<h3>4. FATE \u73af\u5883\u90e8\u7f72\u4e0e\u8de8\u533b\u9662\u7f51\u7edc\u6253\u901a<\/h3>\n<h4>4.1 \u90e8\u7f72\u6a21\u5f0f\u9009\u62e9<\/h4>\n<p>FATE \u652f\u6301\u591a\u79cd\u90e8\u7f72\u65b9\u5f0f\uff1a<\/p>\n<li>\n<p>\u5355\u673a\u5feb\u901f\u4f53\u9a8c\uff08Standalone\uff09<\/p>\n<ul>\n<li>\n<p>\u9002\u5408\u672c\u5730\u5f00\u53d1\u9a8c\u8bc1\uff0c\u8d44\u6e90\u9700\u6c42\u4f4e\u3002<\/p>\n<\/li>\n<li>\n<p>\u7f3a\u70b9\uff1a\u65e0\u6cd5\u76f4\u63a5\u7528\u4e8e\u8de8\u533b\u9662\u534f\u4f5c\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5206\u5e03\u5f0f\u90e8\u7f72\uff08Cluster\uff09<\/p>\n<ul>\n<li>\n<p>\u9002\u5408\u751f\u4ea7\u73af\u5883\uff0c\u652f\u6301\u591a\u8282\u70b9\u3001\u591a\u65b9\u534f\u4f5c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5e38\u7ed3\u5408 KubeFATE \u5728 Kubernetes \u73af\u5883\u4e2d\u90e8\u7f72\uff0c\u5b9e\u73b0\u5bb9\u5668\u5316\u3001\u81ea\u52a8\u5316\u8fd0\u7ef4\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<p>\u5728\u8de8\u533b\u9662\u65b0\u51a0\u9884\u6d4b\u9879\u76ee\u4e2d\uff0c\u5efa\u8bae\u4f7f\u7528 KubeFATE\uff0c\u7406\u7531\u662f\uff1a<\/p>\n<ul>\n<li>\n<p>\u5bb9\u5668\u5316\u7ba1\u7406\u65b9\u4fbf\u8fd0\u7ef4\u548c\u5347\u7ea7\u3002<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7 Kubernetes Ingress\/LoadBalancer \u53ef\u7075\u6d3b\u914d\u7f6e\u5185\u5916\u7f51\u8bbf\u95ee\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u4e0d\u540c\u533b\u9662\u7684\u5f02\u6784\u786c\u4ef6\uff08GPU\/CPU\uff09\u73af\u5883\u3002<\/p>\n<\/li>\n<\/ul>\n<hr>\n<h4>4.2 \u57fa\u7840\u73af\u5883\u51c6\u5907<\/h4>\n<ul>\n<li>\n<p>\u670d\u52a1\u5668\u914d\u7f6e\uff08\u6bcf\u65b9\uff09<\/p>\n<ul>\n<li>\n<p>CPU \u2265 8 \u6838\uff0c\u5185\u5b58 \u2265 32 GB<\/p>\n<\/li>\n<li>\n<p>\u5b58\u50a8 \u2265 1 TB\uff08\u9700\u8003\u8651\u6a21\u578b\u8fed\u4ee3\u548c\u4e2d\u95f4\u7ed3\u679c\u5b58\u50a8\uff09<\/p>\n<\/li>\n<li>\n<p>GPU\uff08\u53ef\u9009\uff0c\u4f46\u5efa\u8bae\u81f3\u5c11 1 \u5f20 RTX 3090 \u6216 A100 \u63d0\u901f\uff09<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8f6f\u4ef6\u4f9d\u8d56<\/p>\n<ul>\n<li>\n<p>Docker \u2265 20.x<\/p>\n<\/li>\n<li>\n<p>Kubernetes \u2265 1.20<\/p>\n<\/li>\n<li>\n<p>Helm \u2265 3.x<\/p>\n<\/li>\n<li>\n<p>FATE\/KubeFATE \u5bf9\u5e94\u7248\u672c\u5b89\u88c5\u5305\uff08\u5efa\u8bae\u6700\u65b0\u7a33\u5b9a\u7248\uff09<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr>\n<h4>4.3 \u8de8\u533b\u9662\u7f51\u7edc\u6253\u901a<\/h4>\n<p>\u7531\u4e8e\u6d89\u53ca\u4e0d\u540c\u533b\u9662\u95f4\u7684\u6570\u636e\u4ea4\u4e92\uff0c\u5373\u4f7f\u6570\u636e\u4e0d\u51fa\u57df\uff0c\u6a21\u578b\u53c2\u6570\u4e0e\u52a0\u5bc6\u4fe1\u606f\u4e5f\u9700\u8981\u8de8\u7f51\u4f20\u8f93\uff0c\u8fd9\u901a\u5e38\u9047\u5230\u4ee5\u4e0b\u96be\u9898\uff1a<\/p>\n<li>\n<p>\u9632\u706b\u5899\u9650\u5236<\/p>\n<ul>\n<li>\n<p>\u9700\u8981<\/p>\n<\/li>\n<\/ul>\n<\/li>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb498\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u672c\u6587\u4ecb\u7ecd\u57fa\u4e8e FATE \u6846\u67b6\u6784\u5efa\u8de8\u533b\u9662\u65b0\u51a0\u9884\u6d4b\u6a21\u578b\u7684\u5b9e\u6218\u6d41\u7a0b\uff0c\u5728\u7b26\u5408\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\u8981\u6c42\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u201c\u6570\u636e\u4e0d\u51fa\u57df\u201d\u7684\u534f\u4f5c\u8bad\u7ec3\u3002\u5185\u5bb9\u6db5\u76d6\u591a\u4e2d\u5fc3\u6570\u636e\u6807\u51c6\u5316\u3001\u7279\u5f81\u5bf9\u9f50\u3001\u9690\u79c1\u8ba1\u7b97\uff08\u5dee\u5206\u9690\u79c1\u3001SMPC\u3001\u540c\u6001\u52a0\u5bc6\uff09\u3001\u8054\u90a6\u5efa\u6a21\u4e0e\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5e76\u7ed3\u5408\u90e8\u7f72\u4e0e\u8c03\u4f18\u6848\u4f8b\uff0c\u5206\u6790\u6027\u80fd\u4e0e\u5b89\u5168\u7684\u6743\u8861\u3002\u6587\u7ae0\u8fd8\u5c55\u671b\u4e86\u8de8\u533a\u57df\u5f02\u6784\u8054\u90a6\u3001\u591a\u6a21\u6001\u6570\u636e\u878d\u5408\u3001\u81ea\u9002\u5e94\u5206\u5e03\u611f\u77e5\u548c\u56fd\u4ea7\u5316\u66ff\u4ee3\u7b49\u53d1\u5c55\u65b9\u5411\uff0c\u4e3a\u533b\u7597 AI \u5728\u5408\u89c4\u6761\u4ef6\u4e0b\u7684\u591a\u673a\u6784\u534f\u4f5c\u63d0\u4f9b\u4e86\u53ef\u590d\u7528\u7684\u6280\u672f\u8def\u5f84\u4e0e\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[5548,5549,5551,5550],"topic":[],"class_list":["post-54429","post","type-post","status-publish","format-standard","hentry","category-server","tag-fate","tag-5549","tag-5551","tag-5550"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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