{"id":80125,"date":"2022-09-16T15:22:00","date_gmt":"2022-09-16T08:22:00","guid":{"rendered":"https:\/\/www.xinwengao.com\/cn\/pr\/2022091615220080125"},"modified":"2022-09-16T22:15:04","modified_gmt":"2022-09-16T14:15:04","slug":"fedipr-%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e6%89%80%e5%b1%9e%e6%9d%83%e9%aa%8c%e8%af%81","status":"publish","type":"post","link":"https:\/\/www.xinwengao.com\/cn\/pr\/2022091615220080125","title":{"rendered":"FedIPR: \u8054\u90a6\u5b66\u4e60\u6a21\u578b\u6240\u5c5e\u6743\u9a8c\u8bc1"},"content":{"rendered":"<p><p><span class=\"legendSpanClass\">\u6df1\u5733<\/span><span class=\"legendSpanClass\">2022\u5e749\u670816\u65e5<\/span> \/\u7f8e\u901a\u793e\/ &#8212;&nbsp;\u9488\u5bf9\u8054\u90a6\u5b66\u4e60\u5168\u5c40\u6a21\u578b\u7684\u7248\u6743\u4fdd\u62a4\u95ee\u9898\uff0c\u5fae\u4f17\u94f6\u884cAI\u56e2\u961f\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u5728\u4eba\u5de5\u667a\u80fd<span id=\"spanHghlt6398\">\u5b66\u672f\u671f\u520a<\/span>\u300aIEEE\u6a21\u5f0f\u5206\u6790\u4e0e\u673a\u5668\u667a\u80fd\u6c47\u520a\u300b\uff08IEEE T-PAMI\uff0cIEEE Transactions on Pattern Analysis and Machine Intelligence\uff0c\u6d89\u53ca\u4eba\u5de5\u667a\u80fd\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u6a21\u5f0f\u8bc6\u522b\u7b49\u591a\u4e2a\u9886\u57df\uff09\u4e0a\u53d1\u8868\u4e86\u9898\u4e3a\u201cFedIPR: \u8054\u90a6\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u6240\u5c5e\u6743\u9a8c\u8bc1\u201d\uff08FedIPR: Ownership Verification for Federated Deep Neural Network Models\uff09\u7684\u8bba\u6587\u3002\u8be5\u8bba\u6587\u4ece\u7b97\u6cd5\u3001\u534f\u8bae\u3001\u5b89\u5168\u7b49\u591a\u4e2a\u89d2\u5ea6\u51fa\u53d1\uff0c\u5c31\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u77e5\u8bc6\u4ea7\u6743\u4fdd\u62a4\u95ee\u9898\uff0c\u5206\u4eab\u4e86\u4ed6\u4eec\u5bf9\u6a21\u578b\u77e5\u8bc6\u4ea7\u6743\u4fdd\u62a4\u7684\u601d\u8003\u548c\u5de5\u4f5c\uff0c\u63d0\u51fa\u4e86\u540d\u4e3a\u201cFedIPR\u201d\u7684\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u7248\u6743\u4fdd\u62a4\u6846\u67b6\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u7b49\u673a\u5668\u5b66\u4e60\u6280\u672f\u5728\u8bf8\u591a\u9886\u57df\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u8bb8\u591a\u79d1\u6280\u516c\u53f8\u90fd\u5c06\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u90e8\u7f72\u5728\u5546\u4e1a\u4ea7\u54c1\u4e2d\uff0c\u63d0\u9ad8\u6548\u76ca\u3002\u8bad\u7ec3\u5148\u8fdb\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u9700\u8981\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3001\u5e9e\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u8bbe\u8ba1\u8005\u7684\u667a\u6167\uff0c\u5177\u4f53\u4f53\u73b0\u5728\u5982\u4e0b\u4e09\u4e2a\u9886\u57df\uff1a<\/p>\n<p>\u4e00\u3001\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5e94\u7528\u7684\u8bad\u7ec3\u6a21\u578b\u89c4\u6a21\u5de8\u5927\u3002\u4ee5 GPT-3 \u4e3a\u4f8b\uff0c\u5176\u9884\u8bad\u7ec3\u6240\u7528\u7684\u6570\u636e\u91cf\u8fbe\u5230 45TB\uff0c\u8bad\u7ec3\u8d39\u7528\u8d85\u8fc7 1200 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class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder7493\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899678\/image_1.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_1-3483.jpg\" title=\"\" alt=\"\" \/><\/a><br \/><span><\/span><\/p>\n<\/p><\/div>\n<p>\u4f20\u7edf\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u77e5\u8bc6\u4ea7\u6743\u4fdd\u62a4\u65b9\u6cd5\u4e3b\u8981\u7740\u773c\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6c34\u5370\u7684\u7b97\u6cd5\u5b9e\u8df5\u548c\u7a33\u5065\u6027\u6311\u6218\uff0c\u6ca1\u6709\u628a\u6a21\u578b\u6c34\u5370\u5b9e\u8df5\u5230\u53ef\u4fe1\u8054\u90a6\u5b66\u4e60\u65b9\u5411\u7684\u7814\u7a76\u3002\u5fae\u4f17\u94f6\u884cAI\u56e2\u961f\u63d0\u51fa\u7684FedIPR\u6846\u67b6\u8003\u8651\u4e00\u79cd\u4e0d\u5b8c\u5168\u4fe1\u4efb\u7684\u8054\u90a6\u5b66\u4e60\u7cfb\u7edf\uff0c\u5047\u5b9a\u8054\u90a6\u5b66\u4e60\u5404\u53c2\u4e0e\u65b9\u80fd\u591f\u6309\u7167\u8054\u90a6\u6cd5\u5219\u6765\u8fdb\u884c\u6a21\u578b\u66f4\u65b0\u548c\u534f\u540c\u8bad\u7ec3\uff0c\u4f46\u5f7c\u6b64\u4e0d\u6cc4\u9732\u79c1\u6709\u672c\u5730\u6570\u636e\u548c\u79c1\u5bc6\u7b7e\u540d\u3002\u5728\u8fd9\u79cd\u8bbe\u5b9a\u4e0b\uff0cFedIPR\u9610\u8ff0\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u8054\u5408\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08FedDNN\uff09\u6240\u6709\u6743\u9a8c\u8bc1\u65b9\u6848\uff08\u56fe1<sup>[1]<\/sup>\uff09\uff0c\u8be5\u65b9\u6848\u5141\u8bb8\u5d4c\u5165\u548c\u9a8c\u8bc1\u6240\u6709\u6743\u7b7e\u540d\uff0c\u4ee5\u58f0\u660e FedDNN \u6a21\u578b\u7684\u5408\u6cd5\u77e5\u8bc6\u4ea7\u6743\uff08IPR\uff09\uff0c\u4ee5\u9632\u6a21\u578b\u88ab\u975e\u6cd5\u590d\u5236\u3001\u91cd\u65b0\u5206\u53d1\u6216\u6ee5\u7528<span id=\"spanHghlt6d95\">\u3002<\/span><\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder3563\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899679\/image_2.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_2-2897.jpg\" title=\"\u56fe1\" alt=\"\u56fe1\" \/><\/a><br \/><span>\u56fe1<\/span><\/p>\n<\/p><\/div>\n<p>\u5fae\u4f17\u94f6\u884cAI\u56e2\u961f\u63d0\u51fa\u9ed1\u76d2\u4e0e\u767d\u76d2\u4e24\u9636\u6bb5\u9a8c\u8bc1\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u6240\u5c5e\u6743\u7684\u6846\u67b6\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff08\u56fe2\uff09&nbsp;\uff1a<\/p>\n<p>\u4e00\u3001\u9ed1\u76d2\u9636\u6bb5\uff0c\u4e0d\u9700\u8981\u8bbf\u95ee\u6a21\u578b\u53c2\u6570\u548c\u5185\u90e8\u7ed3\u6784\uff0c\u53ea\u9700\u8f93\u5165\u7279\u5b9a\u6837\u672c\u8fdb\u5165\u6a21\u578bAPI, \u6839\u636e\u6a21\u578b\u8f93\u51fa\u5224\u5b9a\u6a21\u578b\u6240\u5c5e\u6743\uff0c\u4e3a\u6a21\u578b\u6240\u5c5e\u6743\u63d0\u4f9b\u521d\u6b65\u4f9d\u636e\u3002<\/p>\n<p>\u4e8c\u3001\u767d\u76d2\u9a8c\u8bc1\u9636\u6bb5\uff0c\u6267\u6cd5\u673a\u5173\u6839\u636e\u4e0a\u4e00\u9636\u6bb5\uff0c\u6253\u5f00\u6a21\u578b\u53c2\u6570\u548c\u7ed3\u6784\uff0c\u9a8c\u8bc1\u6a21\u578b\u53c2\u6570\u4e2d\u662f\u5426\u5d4c\u5165\u6709\u5b9e\u73b0\u7ed9\u5b9a\u7684\u80fd\u8bc1\u660e\u6240\u5c5e\u6743\u7684\u201c\u6c34\u5370\u201d\u3002<\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder2465\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899680\/image_3.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_3-2106.jpg\" title=\"\u56fe2\" alt=\"\u56fe2\" \/><\/a><br \/><span>\u56fe2<\/span><\/p>\n<\/p><\/div>\n<p>\u9488\u5bf9\u767d\u76d2\u6a21\u578b\u9a8c\u8bc1\u573a\u666f\uff0c\u56e2\u961f\u521b\u65b0\u5730\u63d0\u51fa\u4e86\u9488\u5bf9 batch normalization \u5c42\uff08\u56fe3\uff09\u7684\u4eff\u5c04\u53d8\u6362\u53c2\u6570\uff0c\u8fdb\u884c\u6c34\u5370\u5d4c\u5165\uff0c\u8be5\u5d4c\u5165\u65b9\u6cd5\u5177\u6709\u5f3a\u53ef\u7528\u6027\u548c\u7a33\u5065\u6027\u3002<\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder2418\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899681\/image_4.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_4-694.jpg\" title=\"\u56fe3\" alt=\"\u56fe3\" \/><\/a><br \/><span>\u56fe3<\/span><\/p>\n<\/p><\/div>\n<p>FedIPR \u6846\u67b6\u521b\u65b0\u6027\u5730\u89e3\u51b3\u4e86\u6a21\u578b\u6240\u6709\u6743\u9a8c\u8bc1\u5728\u8054\u90a6\u5b66\u4e60\u4e2d\u7684\u4e24\u5927\u6311\u6218\uff1a<\/p>\n<p>\u4e00\u3001\u4e9f\u9700\u89e3\u51b3\u591a\u6c34\u5370\u51b2\u7a81\u95ee\u9898\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u57fa\u4e8e\u7279\u5f81\u7684\u6c34\u5370\uff0c\u5bf9\u4e8e\u4e0d\u540c\u7684\u5ba2\u6237\u662f\u5426\u53ef\u4ee5\u6709\u4e00\u4e2a\u901a\u7528\u7684\u89e3\u51b3\u65b9\u6848\u6765\u5d4c\u5165\u4ed6\u4eec\u7684\u79c1\u4eba\u6307\u5b9a\u6c34\u5370\u3002\u5982\u4e0b\u56fe4\u6240\u793a\uff0c\u5f53\u4e0d\u540c\u5ba2\u6237\u7aef\u5e0c\u671b\u5404\u81ea\u5d4c\u5165\u6c34\u5370\u8fdb\u5168\u5c40\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u5f53\u4e2d\uff0c\u591a\u4e2a\u6c34\u5370\u53ef\u80fd\u5f7c\u6b64\u53d1\u751f\u51b2\u7a81\u3002\u9488\u5bf9\u8be5\u6311\u6218\uff0cFedIPR\u63d0\u51fa\u7528\u79d8\u5bc6\u63d0\u53d6\u77e9\u9635\u7684\u65b9\u5f0f\uff0c\u89e3\u51b3\u4e86\u591a\u4e2a\u6c34\u5370\u5728\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u4e4b\u4e2d\u4e92\u76f8\u51b2\u7a81\u7684\u6311\u6218\u3002<\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder2155\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899682\/image_5.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_5-414.jpg\" title=\"\u56fe4\" alt=\"\u56fe4\" \/><\/a><br \/><span>\u56fe4<\/span><\/p>\n<\/p><\/div>\n<p>\u4e8c\u3001\u4e9f\u9700\u89e3\u51b3\u6027\u80fd\u95ee\u9898\u3002\u6c34\u5370\u7684\u7a33\u5065\u6027\u8868\u660e\u6a21\u578b\u6c34\u5370\u662f\u5426\u80fd\u5728\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u5404\u79cd\u8bad\u7ec3\u7b56\u7565\u4e2d\u9002\u7528\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u62b5\u5fa1\u5404\u79cd\u53bb\u9664\u6c34\u5370\u7684\u653b\u51fb\u3002FedIPR\u91c7\u7528\u5ba2\u6237\u7aef\u5d4c\u5165\u7684\u65b9\u5f0f\u5728\u5dee\u5206\u9690\u79c1\u3001\u9c81\u68d2\u805a\u5408\u3001\u6a21\u578b\u526a\u679d\u3001\u5fae\u8c03\u7b49\u591a\u79cd\u8bbe\u5b9a\u4e0b\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002<\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder7452\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899683\/image_6.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_6-87.jpg\" title=\"\u88681\" alt=\"\u88681\" \/><\/a><br \/><span>\u88681<\/span><\/p>\n<\/p><\/div>\n<p>\u8be5\u8bba\u6587\u5c55\u793a\u4e86\u76f8\u5173\u5b9e\u9a8c\u7ed3\u679c\uff0c\u9610\u8ff0\u4e86FedIPR\u5728\u4e3b\u4efb\u52a1\u53ef\u7528\u6027\uff0c\u6c34\u5370\u663e\u8457\u6027\u4ee5\u53ca\u7a33\u5065\u6027\u65b9\u9762\u7684\u6027\u80fd\uff0c\u5353\u8d8a\u7684\u6027\u80fd\u8bc1\u660e\u4e86\u57fa\u4e8e\u540e\u95e8\u548c\u7279\u5f81\u7684\u6c34\u5370\u90fd\u80fd\u63d0\u4f9b\u826f\u597d\u7684\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u6240\u6709\u6743\u9a8c\u8bc1\u3002<\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder3152\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899684\/image_7.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_7-41.jpg\" title=\"\u56fe5 FedIPR\u6846\u67b6\u4e0bFedDNN \u6a21\u578b\u4e3b\u4efb\u52a1\u6027\u80fd\" alt=\"\u56fe5 FedIPR\u6846\u67b6\u4e0bFedDNN \u6a21\u578b\u4e3b\u4efb\u52a1\u6027\u80fd\" \/><\/a><br \/><span>\u56fe5 FedIPR\u6846\u67b6\u4e0bFedDNN \u6a21\u578b\u4e3b\u4efb\u52a1\u6027\u80fd<\/span><\/p>\n<\/p><\/div>\n<p>&nbsp;<\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder1868\">\n<p><a href=\"https:\/\/mma.prnasia.com\/media2\/1899685\/image_8.html\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/www.xinwengao.com\/cn\/wp-content\/uploads\/image_8-26.jpg\" title=\"\u56fe6 FedIPR \u6846\u67b6\u4e0b\u7684FedDNN \u6a21\u578b\u7684\u6c34\u5370\u68c0\u6d4b\u7387\u4e0e\u7406\u8bba\u754c\u9650\u7684\u6bd4\u8f83\" alt=\"\u56fe6 FedIPR \u6846\u67b6\u4e0b\u7684FedDNN \u6a21\u578b\u7684\u6c34\u5370\u68c0\u6d4b\u7387\u4e0e\u7406\u8bba\u754c\u9650\u7684\u6bd4\u8f83\" \/><\/a><br \/><span>\u56fe6 FedIPR \u6846\u67b6\u4e0b\u7684FedDNN \u6a21\u578b\u7684\u6c34\u5370\u68c0\u6d4b\u7387\u4e0e\u7406\u8bba\u754c\u9650\u7684\u6bd4\u8f83<\/span><\/p>\n<\/p><\/div>\n<p>Github \u4ee3\u7801\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/purp1eHaze\/FedIPR\" target=\"_blank\" rel=\"nofollow noopener\">https:\/\/github.com\/purp1eHaze\/FedIPR<\/a>&nbsp;<\/p>\n<p><sup>[1] <\/sup>\u6587\u7ae0\u914d\u56fe\u5747\u6765\u81ea\u4e8e\u8bba\u6587FedIPR: Ownership Verification for Federated Deep Neural Network Models (<a href=\"https:\/\/ieeexplore.ieee.org\/document\/9847383\/\" target=\"_blank\" rel=\"nofollow noopener\">https:\/\/ieeexplore.ieee.org\/document\/9847383\/<\/a>)<\/p>\n<div class=\"PRN_ImbeddedAssetReference\" id=\"DivAssetPlaceHolder0\">  <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u57332022\u5e749\u670816\u65e5 \/\u7f8e\u901a\u793e\/ &#8212;&nbsp;\u9488\u5bf9\u8054\u90a6\u5b66\u4e60\u5168\u5c40\u6a21\u578b\u7684\u7248\u6743\u4fdd\u62a4\u95ee\u9898\uff0c\u5fae\u4f17\u94f6\u884cAI\u56e2\u961f\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u5728\u4eba\u5de5\u667a\u80fd\u5b66\u672f\u671f\u520a\u300aIEEE\u6a21\u5f0f\u5206\u6790\u4e0e\u673a\u5668\u667a\u80fd\u6c47\u520a\u300b\uff08IEEE T-PAMI\uff0cIEEE Transactions on Pattern Analysis and Machine Intelligence\uff0c\u6d89\u53ca\u4eba\u5de5\u667a\u80fd\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u6a21\u5f0f\u8bc6\u522b\u7b49\u591a\u4e2a\u9886\u57df\uff09\u4e0a\u53d1\u8868\u4e86\u9898\u4e3a\u201cFedIPR: \u8054\u90a6\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u6240\u5c5e\u6743\u9a8c\u8bc1\u201d\uff08FedIPR: Ownership Verification for Federated Deep Neural Network Models\uff09\u7684\u8bba\u6587\u3002\u8be5\u8bba\u6587\u4ece\u7b97\u6cd5\u3001\u534f\u8bae\u3001\u5b89\u5168\u7b49\u591a\u4e2a\u89d2\u5ea6\u51fa\u53d1\uff0c\u5c31\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u77e5\u8bc6\u4ea7\u6743\u4fdd\u62a4\u95ee\u9898\uff0c\u5206\u4eab\u4e86\u4ed6\u4eec\u5bf9\u6a21\u578b\u77e5\u8bc6\u4ea7\u6743\u4fdd\u62a4\u7684\u601d\u8003\u548c\u5de5\u4f5c\uff0c\u63d0\u51fa\u4e86\u540d\u4e3a\u201cFedIPR\u201d\u7684\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u7248\u6743\u4fdd\u62a4\u6846\u67b6\u3002 \u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u7b49\u673a\u5668\u5b66\u4e60\u6280\u672f\u5728\u8bf8\u591a\u9886\u57df\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u8bb8\u591a\u79d1\u6280\u516c\u53f8\u90fd\u5c06\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u90e8\u7f72\u5728\u5546\u4e1a\u4ea7\u54c1\u4e2d\uff0c\u63d0\u9ad8\u6548\u76ca\u3002\u8bad\u7ec3\u5148\u8fdb\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u9700\u8981\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3001\u5e9e\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u8bbe\u8ba1\u8005\u7684\u667a\u6167\uff0c\u5177\u4f53\u4f53\u73b0\u5728\u5982\u4e0b\u4e09\u4e2a\u9886\u57df\uff1a \u4e00\u3001\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5e94\u7528\u7684\u8bad\u7ec3\u6a21\u578b\u89c4\u6a21\u5de8\u5927\u3002\u4ee5 GPT-3 \u4e3a\u4f8b\uff0c\u5176\u9884\u8bad\u7ec3\u6240\u7528\u7684\u6570\u636e\u91cf\u8fbe\u5230 45TB\uff0c\u8bad\u7ec3\u8d39\u7528\u8d85\u8fc7 1200 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