{"id":82658,"date":"2024-07-23T09:00:00","date_gmt":"2024-07-23T01:00:00","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=82658"},"modified":"2024-07-24T15:23:19","modified_gmt":"2024-07-24T07:23:19","slug":"%e6%8e%8c%e6%8f%a1%e9%9b%b2%e7%ab%af-gpu-%e7%9a%84%e5%a8%81%e8%84%85%e6%83%85%e5%8b%a2%ef%bc%9a10-%e7%a8%ae-gpu-%e6%94%bb%e6%93%8a%e7%9a%84%e5%8f%af%e8%83%bd%e6%80%a7%e5%92%8c%e8%a1%9d%e6%93%8a","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=82658","title":{"rendered":"\u638c\u63e1\u96f2\u7aef GPU \u7684\u5a01\u8105\u60c5\u52e2\uff1a10 \u7a2e GPU \u653b\u64ca\u7684\u53ef\u80fd\u6027\u548c\u885d\u64ca"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\"><\/h1>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u4eba\u5de5\u667a\u6167 (AI)\u3001\u6a5f\u5668\u5b78\u7fd2 (ML)\u3001\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u4ee5\u53ca\u9ad8\u6548\u80fd\u904b\u7b97 (HPC) \u6280\u8853\u7684\u65e5\u76ca\u666e\u53ca\uff0c\u4f7f\u5f97\u7e6a\u5716\u8655\u7406\u5668 (GPU) \u7684\u5b89\u5168\u8d8a\u4f86\u8d8a\u9700\u8981\u7372\u5f97\u91cd\u8996<\/strong><strong><\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u4eba\u5de5\u667a\u6167 (AI)\u3001\u6a5f\u5668\u5b78\u7fd2 (ML)\u3001\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u4ee5\u53ca\u9ad8\u6548\u80fd\u904b\u7b97 (HPC) \u7b49\u6280\u8853\u7684\u65e5\u76ca\u666e\u53ca\uff0c\u4f7f\u5f97\u7e6a\u5716\u8655\u7406\u5668 (GPU) \u7684\u5b89\u5168\u8d8a\u4f86\u8d8a\u9700\u8981\u7372\u5f97\u91cd\u8996\u3002GPU \u662f\u5c08\u70ba\u5e73\u884c\u904b\u7b97\u800c\u8a2d\u8a08\uff0c\u53ef\u540c\u6642\u57f7\u884c\u6578\u4ee5\u5343\u8a08\u7684\u7c21\u55ae\u904b\u7b97\u5de5\u4f5c\uff0c\u5b83\u80fd\u52a0\u5feb AI\u3001ML\u3001LLM \u53ca HPC \u61c9\u7528\u7a0b\u5f0f\u7684\u904b\u884c\u3002\u6709\u9451\u65bc GPU \u5728\u5404\u7a2e\u5546\u696d\u61c9\u7528\u4e0a\u626e\u6f14\u7684\u95dc\u9375\u89d2\u8272\uff0c\u4f8b\u5982 AI\u3001ML\u3001LLM \u53ca HPC \u5373\u4ef0\u8cf4\u96f2\u7aef GPU \u7cfb\u7d71\u4f86\u904b\u4f5c\uff0c\u4f01\u696d\u6709\u5fc5\u8981\u70ba GPU \u8a2d\u7f6e\u4e00\u4e9b\u5c08\u9580\u7684\u9632\u8b77\u63aa\u65bd\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u7684\u7814\u7a76\u5831\u544a\u300c<a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/Research-Paper-Cloud-based-GPU-Attacks.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">\u96f2\u7aef GPU \u5a01\u8105\u4ee5\u53ca\u5b83\u5c0d AI\u3001HPC \u8207\u96f2\u7aef\u904b\u7b97\u7684\u885d\u64ca\u8abf\u67e5<\/a>\u300d(A Survey of Cloud-Based GPU Threats and Their Impact on AI, HPC and Cloud Computing) \u6df1\u5165\u63a2\u8a0e\u4e86\u7576\u524d GPU \u9762\u81e8\u7684\u5a01\u8105\u74b0\u5883\uff0c\u4e26\u63d0\u51fa\u4e00\u4e9b\u8cc7\u5b89\u5efa\u8b70\u4f86\u89e3\u6c7a\u9019\u4e9b\u8cc7\u5b89\u6311\u6230\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><a href=\"https:\/\/trend-tw.com\/WorldTour2024_ownmedia\/line0724-2\/blog82658\"><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2024\/07\/WT%E5%B8%AD%E6%AC%A1%E5%80%92%E6%95%B8_1040x1040-1024x1024.jpg\" alt=\"\u9019\u5f35\u5716\u7247\u7684 alt \u5c6c\u6027\u503c\u70ba\u7a7a\uff0c\u5b83\u7684\u6a94\u6848\u540d\u7a31\u70ba WT%E5%B8%AD%E6%AC%A1%E5%80%92%E6%95%B8_1040x1040-1024x1024.jpg\" style=\"width:607px;height:auto\"\/><\/a><\/figure>\n\n\n\n<p>\u96a8\u8457\u8fd1\u5e74\u751f\u6210\u5f0fAI\u6280\u8853\u767c\u5c55\uff0cAI\u4e5f\u6210\u70ba\u99ed\u5ba2\u9032\u884c\u4e0d\u6cd5\u653b\u64ca\u7684\u5e6b\u624b\u3002\u4f01\u696d\u9808\u9762\u5c0d\u539f\u672c\u5f85\u89e3\u6c7a\u7684\u8cc7\u5b89\u96e3\u984c\u5916\uff0c\u66f4\u9677\u5165\u99ed\u5ba2\u793e\u4ea4\u5de5\u7a0b\u653b\u64ca\u624b\u6cd5\u66f4\u52a0\u5feb\u901f\u53ca\u653b\u64ca\u9762\u4e0d\u65b7\u64f4\u5927\u7684\u7a98\u5883\u3002<br>\u8da8\u52e2\u79d1\u6280\u5c07\u65bcRisk to Resilience\u300cAI\u4e16\u4ee3\u7684\u8cc7\u5b89\u98a8\u96aa\u7ba1\u7406\u300d\u4e16\u754c\u5de1\u8ff4\u7814\u8a0e\u6703\u4e2d\uff0c\u8aaa\u660e\u65b0\u8208\u98a8\u96aa\u7ba1\u7406\u7b56\u7565\u4ee5\u4fdd\u6301\u71df\u904b\u97cc\u6027\u3002<br>\u27a4 \u628a\u63e1\u6700\u5f8c\u5e2d\u6b21\uff0c\u5373\u523b\u5831\u540d 2024 Risk to Resilience World Tour<br>https:\/\/trend-tw.com\/WorldTour2024_ownmedia\/line0724-2\/blog82658<\/p>\n\n\n\n<p><\/p>\n\n\n\n<!--more-->\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GPU \u7684\u61c9\u7528\u65b9\u5f0f<\/h2>\n\n\n\n<p>\u539f\u672c\u4ef0\u8cf4\u672c\u5730\u7aef GPU \u4f86\u904b\u4f5c\u7684\u4f01\u696d\uff0c\u6b63\u79fb\u8f49\u81f3\u96f2\u7aef GPU \u4f86\u904b\u4f5c\uff0c\u539f\u56e0\u6709\u5e7e\u9ede\uff1a<\/p>\n\n\n\n<ul>\n<li>\u96f2\u7aef GPU \u7684\u64f4\u5145\u6027\u548c\u5f48\u6027\u975e\u5e38\u80fd\u5920\u61c9\u4ed8\u904b\u7b97\u6548\u80fd\u9700\u6c42\u4e0a\u7684\u66b4\u8d77\u66b4\u843d\u3002<\/li>\n\n\n\n<li>\u96f2\u7aef GPU \u8b93\u4f7f\u7528\u8005\u80fd\u7528\u5230\u5e02\u5834\u4e0a\u6700\u65b0\u7684 GPU \u6676\u7247\uff0c\u800c\u6309\u7528\u91cf\u4ed8\u8cbb\u7684\u96f2\u7aef\u670d\u52d9\u6a21\u5f0f\u610f\u5473\u8457\u4f7f\u7528\u8005\u4e0d\u9700\u5728\u524d\u671f\u6295\u5165\u5927\u91cf\u7684\u786c\u9ad4\u8207\u7dad\u8b77\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u8005\u5728\u5168\u4e16\u754c\u5404\u5730\u90fd\u80fd\u53d6\u5f97\u5171\u7528\u7684 GPU \u8cc7\u7522\uff0c\u9084\u53ef\u7701\u53bb\u786c\u9ad4\u7ba1\u7406\u7684\u9ebb\u7169\u3002<\/li>\n<\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GPU \u6700\u5927\u7684\u8cc7\u5b89\u7591\u616e<\/h2>\n\n\n\n<p><br>GPU \u5fc5\u9808\u9762\u5c0d\u4e00\u5927\u5806\u5404\u5f0f\u5404\u6a23\u7684\u8907\u96dc\u5a01\u8105\uff0c\u6709\u4e9b\u5143\u4ef6 (\u5305\u62ec\u904b\u7b97\u55ae\u5143\u8207\u7279\u6b8a\u529f\u80fd\u55ae\u5143) \u9084\u5b58\u5728\u8457\u99ed\u5ba2\u53ef\u80fd\u5229\u7528\u7684\u6f0f\u6d1e\u3002\u9019\u4efd\u7814\u7a76\u4f7f\u7528\u4e00\u500b\u98a8\u96aa\u77e9\u9663\u4f86\u8aaa\u660e 10 \u7a2e GPU \u653b\u64ca\u7684\u53ef\u80fd\u6027\u548c\u885d\u64ca\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table  class=\" table table-hover\" ><thead><tr><td><strong>\u5a01\u8105\u985e\u578b<\/strong><\/td><td><strong>\u98a8\u96aa\u7a0b\u5ea6<\/strong><\/td><td><strong>\u53ef\u80fd\u6027<\/strong><\/td><td><strong>\u4e00\u822c\u6027\u885d\u64ca<\/strong><\/td><td><strong>\u5c0d\u96f2\u7aef\u7684\u885d\u64ca<\/strong><\/td><td><strong>\u5c0d AI \u7684\u885d\u64ca<\/strong><\/td><td><strong>\u5c0d HPC \u7684\u885d\u64ca<\/strong><\/td><\/tr><\/thead><tbody><tr><td>GPU \u65c1\u8def\u653b\u64ca (Side-Channel Attack)<\/td><td><strong>\u9ad8<\/strong><br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u653b\u64ca\u7684\u53ef\u80fd\u6027\u5b58\u5728\uff0c\u4f46\u57f7\u884c\u8d77\u4f86\u4e26\u4e0d\u5bb9\u6613\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u6709\u53ef\u80fd\u5c0e\u81f4\u91cd\u5927\u8cc7\u6599\u5916\u6d29\u8207\u8cc7\u5b89\u4e8b\u4ef6\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u6709\u53ef\u80fd\u8b93\u8cc7\u6599\u66b4\u9732\u5728\u5171\u7528\u7684\u74b0\u5883\u4e2d\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u654f\u611f\u7684\u63a8\u7406\u8cc7\u6599\u6216\u6a21\u578b\u5167\u90e8\u7d30\u7bc0\u53ef\u80fd\u6709\u5916\u6d29\u7684\u98a8\u96aa\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u53ef\u80fd\u5c0e\u81f4\u654f\u611f\u7684\u904b\u7b97\u6216\u6a21\u64ec\u7d50\u679c\u5916\u6d41\u3002<br><br><\/td><\/tr><tr><td>GPU Rootkit<\/td><td><strong>\u4e2d<\/strong><br><br><\/td><td><strong>\u4f4e\uff1a<\/strong>\u7cbe\u5bc6\u7684\u653b\u64ca\uff0c\u5728\u56b4\u5bc6\u76e3\u63a7\u7684\u74b0\u5883\u4e2d\u6bd4\u8f03\u4e0d\u5e38\u767c\u751f\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u53ef\u80fd\u56e0\u7cfb\u7d71\u906d\u5230\u5165\u4fb5\u800c\u9020\u6210\u6df1\u9060\u7684\u5f71\u97ff\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u53ef\u80fd\u8eb2\u907f\u5075\u6e2c\u4e26\u4e0d\u65b7\u5165\u4fb5\u96f2\u7aef\u670d\u52d9\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u6703\u5a01\u8105\u5230 AI \u6a21\u578b\u7684\u5b8c\u6574\u6027\u4ee5\u53ca\u5c08\u5c6c\u8cc7\u8a0a\u7684\u6a5f\u5bc6\u6027\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u53ef\u80fd\u9020\u6210 HPC \u5de5\u4f5c\u4e2d\u65b7\uff0c\u5be6\u969b\u885d\u64ca\u8996\u61c9\u7528\u60c5\u5883\u800c\u5b9a\u3002<br><br><\/td><\/tr><tr><td>API \u6feb\u7528\u8207\u6838\u5fc3\u7be1\u6539<\/td><td><strong>\u9ad8<\/strong><br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u6f0f\u6d1e\u53ef\u80fd\u5b58\u5728\uff0c\u99ed\u5ba2\u4e5f\u8a31\u6703\u5229\u7528\u9019\u4e9b\u6f0f\u6d1e\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u53ef\u80fd\u9020\u6210\u56b4\u91cd\u7684\u7cfb\u7d71\u5165\u4fb5\u8207\u8cc7\u6599\u906d\u7be1\u6539\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u53ef\u80fd\u5c0e\u81f4\u6f0f\u6d1e\u88ab\u653b\u64ca\uff0c\u53ef\u900f\u904e\u96f2\u7aef\u5e73\u53f0\u7684\u8cc7\u5b89\u63aa\u65bd\u4f86\u9632\u7bc4\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u76f4\u63a5\u7684\u7be1\u6539\u53ef\u80fd\u7834\u58de AI \u6a21\u578b\u8207\u8cc7\u6599\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u76f4\u63a5\u5f71\u97ff\u904b\u7b97\u5de5\u4f5c\u7684\u4e00\u81f4\u6027\u8207\u57f7\u884c\u3002<br><br><\/td><\/tr><tr><td>\u963b\u65b7\u670d\u52d9\u653b\u64ca<\/td><td><strong>\u9ad8<\/strong><br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u9019\u4e9b\u653b\u64ca\u5f88\u5e38\u898b\uff0c\u800c\u4e14\u53ef\u8f15\u6613\u767c\u52d5\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u9020\u6210\u670d\u52d9\u4e2d\u65b7\uff0c\u53ef\u80fd\u5c0e\u81f4\u91cd\u5927\u640d\u5931\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u76f4\u63a5\u885d\u64ca\u670d\u52d9\u53ef\u7528\u6027\uff0c\u5f71\u97ff\u773e\u591a\u4f7f\u7528\u8005\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u53ef\u80fd\u9020\u6210 AI \u670d\u52d9\u505c\u64fa\uff0c\u56b4\u91cd\u5f71\u97ff\u670d\u52d9\u53ef\u7528\u6027\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u56b4\u91cd\u9650\u5236\u4e86\u904b\u7b97\u8cc7\u6e90\u7684\u5b58\u53d6\uff0c\u9020\u6210\u71df\u904b\u4e2d\u65b7\u3002<br><br><\/td><\/tr><tr><td>GPU \u60e1\u610f\u7a0b\u5f0f\u6216\u865b\u64ec\u52a0\u5bc6\u8ca8\u5e63\u6316\u7926<\/td><td><strong>\u4e2d<\/strong><br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u60e1\u610f\u7a0b\u5f0f\u76f8\u7576\u666e\u904d\uff0c\u4e26\u4e14\u6703\u653b\u64ca\u4efb\u4f55\u53ef\u53d6\u5f97\u7684\u8cc7\u6e90\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u4e3b\u8981\u662f\u5f71\u97ff\u7cfb\u7d71\u6548\u80fd\u4e26\u5c0e\u81f4\u6210\u672c\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u6d88\u8017\u904b\u7b97\u8cc7\u6e90\uff0c\u5c0e\u81f4\u6210\u672c\u589e\u52a0\u3001\u6548\u80fd\u964d\u4f4e\u3002<br><br><\/td><td><strong>\u4f4e\uff1a<\/strong>\u4e3b\u8981\u662f\u6d88\u8017\u8cc7\u6e90\uff0c\u4e0d\u6703\u9020\u6210\u76f4\u63a5\u885d\u64ca\uff0c\u9664\u975e AI \u5de5\u4f5c\u7684\u8cc7\u6e90\u975e\u5e38\u5403\u7dca\u3002<br><br><\/td><td><strong>\u4f4e\uff1a<\/strong>\u8207 AI \u7684\u60c5\u6cc1\u985e\u4f3c\uff0c\u4e3b\u8981\u662f\u8cc7\u6e90\u88ab\u8017\u6389\uff0c\u76f4\u63a5\u885d\u64ca\u4e0d\u5927\u3002<br><br><\/td><\/tr><tr><td>\u653b\u64ca GPU \u9a45\u52d5\u7a0b\u5f0f\u4e2d\u7684\u6f0f\u6d1e<\/td><td><strong>\u9ad8<\/strong><br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u5b58\u5728\u8457\u6f0f\u6d1e\uff0c\u4f46\u4fee\u88dc\u8207\u9632\u7bc4\u63aa\u65bd\u666e\u53ca\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u82e5\u906d\u5165\u4fb5\u53ef\u80fd\u56b4\u91cd\u5371\u5bb3\u7cfb\u7d71\u548c\u8cc7\u6599\u7684\u5b8c\u6574\u6027\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u96f2\u7aef\u5e73\u53f0\u4e5f\u8a31\u6703\u9632\u7bc4\u5176\u4e2d\u7684\u67d0\u4e9b\u98a8\u96aa\uff0c\u4f46\u6f0f\u6d1e\u537b\u53ef\u80fd\u5c0e\u81f4\u7cfb\u7d71\u906d\u5230\u5165\u4fb5\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u53ef\u80fd\u7834\u58de AI \u6d41\u7a0b\u7684\u5b8c\u6574\u6027\u8207\u6a5f\u5bc6\u6027\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u672a\u7d93\u6388\u6b0a\u7684\u5b58\u53d6\u6216\u5de5\u4f5c\u4e2d\u65b7\u662f\u4e00\u5927\u5a01\u8105\u3002<br><br><\/td><\/tr><tr><td>GPU \u8f14\u52a9\u7a0b\u5f0f\u78bc\u52a0\u5bc6\u7de8\u78bc<\/td><td><strong>\u4e2d<\/strong><br><br><\/td><td><strong>\u4f4e\uff1a<\/strong>\u9700\u8981\u7279\u6b8a\u6280\u5de7\uff0c\u4e0d\u50cf\u666e\u901a\u7684\u60e1\u610f\u7a0b\u5f0f\u90a3\u6a23\u5e38\u898b\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u53ef\u80fd\u963b\u7919\u8cc7\u5b89\u5206\u6790\uff0c\u62d6\u5ef6\u4e8b\u4ef6\u56de\u61c9\u901f\u5ea6\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u8b93\u96f2\u7aef\u57fa\u790e\u67b6\u69cb\u5167\u7684\u60e1\u610f\u7a0b\u5f0f\u5075\u6e2c\u8b8a\u5f97\u8907\u96dc\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u53ef\u80fd\u63a9\u84cb\u60e1\u610f\u6d3b\u52d5\uff0c\u5f71\u97ff AI \u6a21\u578b\u7684\u5b8c\u6574\u6027\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u53ef\u80fd\u96b1\u85cf\u672a\u7d93\u6388\u6b0a\u7684\u904b\u7b97\u6216\u8cc7\u6599\u7be1\u6539\u3002<br><br><\/td><\/tr><tr><td>\u8d85\u901f\u932f\u8aa4\u653b\u64ca (Overdrive Fault Attacks)<\/td><td><strong>\u4e2d<\/strong><br><br><\/td><td><strong>\u4f4e\uff1a<\/strong>\u9700\u8981\u5be6\u969b\u624b\u52d5\u57f7\u884c\u6216\u7279\u6b8a\u7684\u64cd\u5f04\u6280\u5de7\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u53ef\u80fd\u5f71\u97ff\u6e96\u78ba\u6027\u6216\u53ef\u9760\u6027\uff0c\u672c\u8cea\u4e0a\u8f03\u5177\u91dd\u5c0d\u6027\u3002<br><br><\/td><td><strong>\u4f4e\uff1a<\/strong>\u5f88\u5c11\u767c\u751f\u5728\u53d7\u5230\u63a7\u7ba1\u7684\u96f2\u7aef\u74b0\u5883\uff0c\u4f46\u6709\u53ef\u80fd\u900f\u904e\u786c\u9ad4\u64cd\u5f04\u767c\u751f\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u67d0\u4e9b\u653b\u64ca\u53ef\u80fd\u6703\u5fae\u5999\u5730\u6539\u8b8a AI \u6a21\u578b\u7684\u8f38\u51fa\u7d50\u679c\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u9700\u8981\u7cbe\u78ba\u6027\u7684\u5de5\u4f5c\u53ef\u80fd\u906d\u5230\u7834\u58de\uff0c\u5f71\u97ff\u95dc\u9375\u7d50\u679c\u3002<br><br><\/td><\/tr><tr><td>vGPU \u74b0\u5883\u5167\u7684\u8a18\u61b6\u9ad4\u7aba\u63a2 (Memory Snooping) \/ \u8de8\u865b\u64ec\u6a5f\u5668 (VM) \u653b\u64ca<\/td><td><strong>\u9ad8<\/strong><br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u653b\u64ca\u5728\u865b\u64ec\u5316 GPU \u4e0a\u53ef\u80fd\u767c\u751f\uff0c\u5c24\u5176\u82e5\u7d44\u614b\u8a2d\u5b9a\u4e0d\u6b63\u78ba\u7684\u8a71\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u6709\u53ef\u80fd\u9020\u6210\u56b4\u91cd\u7684\u8cc7\u6599\u5916\u6d29\u548c\u7834\u58de\u6a5f\u5bc6\u6027\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u6253\u7834\u4f7f\u7528\u8005\u4e4b\u9593\u7684\u9694\u96e2\uff0c\u7834\u58de\u96f2\u7aef\u5b89\u5168\u6027\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>AI \u8cc7\u6599\u96c6\u548c\u6a21\u578b\u906d\u672a\u7d93\u6388\u6b0a\u5b58\u53d6\uff0c\u5e36\u4f86\u56b4\u91cd\u7684\u6a5f\u5bc6\u6027\u98a8\u96aa\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u8cc7\u6599\u5916\u6d29\u662f\u4e00\u5927\u96b1\u6182\uff0c\u5c24\u5176\u5728\u5171\u7528\u7684\u904b\u7b97\u74b0\u5883\u3002<br><br><\/td><\/tr><tr><td>\u906d\u5165\u4fb5\u7684 AI \u6a21\u578b\/\u6728\u99ac\u5316<\/td><td><strong>\u9ad8<\/strong><br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u653b\u64ca\u9700\u4ef0\u8cf4\u6a21\u578b\u6d3e\u9001\u7ba1\u9053\u8207\u4f7f\u7528\u8005\u7684\u4fe1\u4efb\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u53ef\u80fd\u5c0e\u81f4\u4e0d\u6b63\u78ba\u6216\u60e1\u610f\u7684\u8f38\u51fa\u7d50\u679c\uff0c\u5e36\u4f86\u56b4\u91cd\u5f8c\u679c\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u96f2\u7aef\u57fa\u790e\u67b6\u69cb\u4e5f\u8a31\u4e0d\u6703\u76f4\u63a5\u53d7\u5230\u885d\u64ca\uff0c\u4f46\u53ef\u80fd\u5f71\u97ff\u6a21\u578b\u7684\u6d3e\u9001\u3002<br><br><\/td><td><strong>\u9ad8\uff1a<\/strong>\u76f4\u63a5\u5f71\u97ff\u6a21\u578b\u7684\u5b8c\u6574\u6027\uff0c\u5c0e\u81f4\u4e0d\u6b63\u78ba\u6216\u60e1\u610f\u7684\u5224\u65b7\u3002<br><br><\/td><td><strong>\u4e2d\uff1a<\/strong>\u4e00\u958b\u59cb\u7684\u5f71\u97ff\u662f\u9593\u63a5\u885d\u64ca\uff0c\u4f46\u5c0d\u65bc\u53ef\u80fd\u5f71\u97ff HPC \u6a21\u578b\u90e8\u7f72\u7684\u74b0\u5883\u5c07\u662f\u500b\u65e5\u76ca\u56b4\u91cd\u7684\u96b1\u6182\u3002<br><br><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">&nbsp;<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u9632\u7bc4\u96f2\u7aef GPU \u6240\u9762\u81e8\u7684\u5a01\u8105<\/h2>\n\n\n\n<p><br>\u4e00\u5957\u56b4\u5bc6\u7684\u9632\u7bc4\u63aa\u65bd\uff0c\u6709\u52a9\u65bc\u5f37\u5316\u96f2\u7aef GPU \u74b0\u5883\u9632\u7bc4\u7db2\u8def\u653b\u64ca\u7684\u80fd\u529b\u3002\u5927\u81f4\u4e0a\u4f86\u8aaa\uff0c\u8cc7\u5b89\u5718\u968a\u53ef\u63a1\u53d6\u4ee5\u4e0b\u63aa\u65bd\u4f5c\u70ba\u591a\u5c64\u5f0f\u9632\u79a6\u7b56\u7565\u7684\u4e00\u74b0\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u9a45\u52d5\u7a0b\u5f0f\u8207\u97cc\u9ad4\u7684\u5b89\u5168\u3002<\/strong>\u6301\u7e8c\u66f4\u65b0 GPU \u9a45\u52d5\u7a0b\u5f0f\u548c\u97cc\u9ad4\u5230\u6700\u65b0\u7248\u672c\u4ee5\u96a8\u6642\u63d0\u9632\u6f5b\u5728\u7684\u6f0f\u6d1e\u653b\u64ca\u3002<\/li>\n\n\n\n<li><strong>GPU \u7528\u91cf\u76e3\u63a7\u8207\u7570\u5e38\u5075\u6e2c\u3002<\/strong>\u4f7f\u7528\u53ef\u5075\u6e2c\u975e\u5178\u578b GPU \u4f7f\u7528\u884c\u70ba\u7684\u76e3\u63a7\u5de5\u5177\uff0c\u9019\u985e\u884c\u70ba\u6709\u53ef\u80fd\u662f\u60e1\u610f\u6d3b\u52d5\u7684\u5fb5\u5146\uff0c\u4f8b\u5982\uff1a\u865b\u64ec\u52a0\u5bc6\u8ca8\u5e63\u6316\u7926\u3001\u963b\u65b7\u670d\u52d9 (DoS) \u653b\u64ca\uff0c\u6216\u662f\u8cc7\u6e90\u906d\u5230\u6feb\u7528\u3002AI\/ML \u6280\u8853\u4e5f\u53ef\u5354\u52a9\u8cc7\u5b89\u5718\u968a\u5075\u6e2c\u66f4\u591a\u9032\u968e\u653b\u64ca\u3002<\/li>\n\n\n\n<li><strong>\u61c9\u7528\u7a0b\u5f0f\u5c64\u6b21\u7684\u8cc7\u5b89\u63aa\u65bd\u3002<\/strong>\u5c0e\u5165\u6700\u4f73\u5be6\u52d9\u539f\u5247\u4f86\u907f\u514d GPU \u52a0\u901f\u61c9\u7528\u7a0b\u5f0f\u906d\u53d7\u5a01\u8105\uff0c\u5305\u62ec\uff1a\u5b89\u5168\u7684\u7a0b\u5f0f\u8a2d\u8a08\u6280\u5de7\u3001\u56b4\u683c\u7684\u8f38\u5165\u8cc7\u6599\u6aa2\u9a57\uff0c\u4ee5\u53ca\u5f37\u5316 AI\/ML \u6a21\u578b\u5c0d\u6297\u8cc7\u6599\u4e0b\u6bd2\u8207\u8eb2\u907f\u6280\u5de7\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u63a1\u7528\u5c08\u9580\u7684\u786c\u9ad4\u5b89\u5168\u6a21\u7d44 (HSM) \u4f86\u57f7\u884c\u654f\u611f\u7684\u4f5c\u696d\u3002<\/strong>\u4f7f\u7528\u5c08\u70ba\u63d0\u4f9b\u66f4\u597d\u7684\u7cfb\u7d71\u7be1\u6539\u8207\u8cc7\u6599\u5916\u6d29\u5c0d\u6297\u80fd\u529b\u800c\u8a2d\u8a08\u7684\u5c08\u7528 HSM \u800c\u975e\u4e00\u822c\u901a\u7528 GPU \u4f86\u8655\u7406\u95dc\u9375\u52a0\u5bc6\u4f5c\u696d\u6216\u6a5f\u5bc6\u8cc7\u6599\u3002<\/li>\n\n\n\n<li><strong>\u5b58\u53d6\u63a7\u7ba1\u653f\u7b56\u3002<\/strong>\u5be6\u65bd\u56b4\u683c\u7684\u5b58\u53d6\u63a7\u7ba1\u653f\u7b56\uff0c\u5305\u62ec\uff1a\u89d2\u8272\u5c0e\u5411\u7684\u5b58\u53d6\u63a7\u7ba1 (RBAC) \u8207\u7a3d\u6838\u6a5f\u5236\u3002\u5982\u6b64\u53ef\u78ba\u4fdd\u552f\u6709\u7d93\u904e\u6838\u51c6\u7684\u4eba\u54e1\u548c\u61c9\u7528\u7a0b\u5f0f\u624d\u6709\u6b0a\u9650\u4f7f\u7528 GPU \u8cc7\u6e90\u3002<\/li>\n\n\n\n<li><strong>\u6559\u80b2\u8a13\u7df4\u548c\u610f\u8b58\u63d0\u5347\u3002<\/strong>\u63d0\u5347\u4eba\u54e1\u5c0d\u4f7f\u7528\u96f2\u7aef GPU \u7684\u8cc7\u5b89\u98a8\u96aa\u610f\u8b58\uff0c\u4e26\u900f\u904e\u8a13\u7df4\u8a08\u5283\u4f86\u6559\u5c0e\u4ed6\u5011\u5982\u4f55\u8fa8\u5225\u8c61\u5fb5 GPU \u653b\u64ca\u7684\u53ef\u7591\u6d3b\u52d5\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u96a8\u8457 AI \u8207 HPC \u90e8\u7f72\u74b0\u5883\u7684\u65e5\u76ca\u666e\u53ca\uff0c\u4f01\u696d\u9808\u5c0e\u5165\u524d\u77bb\u6027\u4f5c\u6cd5\u4f86\u4fdd\u8b77\u81ea\u5df1\u7684 GPU \u57fa\u790e\u67b6\u69cb\uff0c\u4e26\u7d50\u5408\u7db2\u8def\u8cc7\u5b89\u5de5\u5177\u548c\u901a\u904e\u6642\u9593\u8003\u9a57\u7684\u8cc7\u5b89\u5be6\u52d9\u3002\u9632\u7bc4 GPU \u7684\u5a01\u8105\u9700\u8981\u958b\u767c\u4eba\u54e1\u7684\u5bc6\u5207\u914d\u5408\uff0c\u4ed6\u5011\u5fc5\u9808\u57f9\u990a\u5b89\u5168\u7684\u7a0b\u5f0f\u64b0\u5beb\u7fd2\u6163\u3002\u6b64\u5916\uff0c\u96f2\u7aef\u670d\u52d9\u4f9b\u61c9\u5546\u4e5f\u61c9\u8a2d\u7f6e\u4e00\u4e9b\u91dd\u5c0d GPU \u8a2d\u8a08\u7684\u5165\u4fb5\u5075\u6e2c\u53ca\u7570\u5e38\u5075\u6e2c\u3002<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u539f\u6587\u51fa\u8655\uff1a<a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/threat-landscape\/navigating-the-threat-landscape-for-cloud-based-gpus\">Navigating the Threat Landscape for Cloud-Based GPUs<\/a>&nbsp;<\/p>\n\n\n\n<p>\u4f5c\u8005\uff1a&nbsp;Numaan Huq\u3001Philippe Lin\u3001Roel Reyes \u8207 Charles Perine<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u6167 (AI)\u3001\u6a5f\u5668\u5b78\u7fd2 (ML)\u3001\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u4ee5\u53ca\u9ad8\u6548\u80fd\u904b\u7b97 (HPC) \u6280\u8853\u7684\u65e5\u76ca\u666e\u53ca\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"default","_twitter_share_type":"default","_linkedin_share_type":"default","_pinterest_share_type":"default","_linkedin_share_type_page":"","_instagram_share_type":"default","_medium_share_type":"","_threads_share_type":"","_google_business_share_type":"","_selected_social_profile":[],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[3181,5516,1268],"tags":[2959,5810],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/82658"}],"collection":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=82658"}],"version-history":[{"count":2,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/82658\/revisions"}],"predecessor-version":[{"id":83067,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/82658\/revisions\/83067"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=82658"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=82658"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=82658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}