{"id":34987,"date":"2024-12-16T11:58:49","date_gmt":"2024-12-16T03:58:49","guid":{"rendered":"https:\/\/17aitech.com\/?p=34987"},"modified":"2024-12-16T11:58:49","modified_gmt":"2024-12-16T03:58:49","slug":"%e7%bb%88%e7%ab%af%e4%be%a7%e7%94%9f%e6%88%90%e5%bc%8fai%e4%b8%8b%e4%b8%80%e6%ad%a5%e5%b0%86%e5%a6%82%e4%bd%95%e6%bc%94%e8%bf%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34987","title":{"rendered":"\u7ec8\u7aef\u4fa7\u751f\u6210\u5f0fAI\u4e0b\u4e00\u6b65\u5c06\u5982\u4f55\u6f14\u8fdb\uff1f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-08-10\" target=\"_blank\">\u7ec8\u7aef\u4fa7\u751f\u6210\u5f0fAI\u4e0b\u4e00\u6b65\u5c06\u5982\u4f55\u6f14\u8fdb\uff1f<\/a><\/p>\n<blockquote>\n<p><strong>\u4f5c\u8005\uff1a<\/strong><\/p>\n<p><strong>Joseph Soriaga<\/strong><strong>\u535a\u58eb<\/strong> \u9ad8\u901a\u6280\u672f\u516c\u53f8\u6280\u672f\u9ad8\u7ea7\u603b\u76d1<\/p>\n<p><strong>Pat Lawlor\u00a0<\/strong>\u9ad8\u901a\u6280\u672f\u516c\u53f8\u6280\u672f\u5e02\u573a\u603b\u76d1<\/p>\n<\/blockquote>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-27391ba86a192ac8cf3ec4eb9594e69a.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-27391ba86a192ac8cf3ec4eb9594e69a.jpeg\"><\/a><\/p>\n<p><\/p>\n<p>\u751f\u6210\u5f0fAI\u65f6\u4ee3\u5df2\u7ecf\u5230\u6765\u3002\u751f\u6210\u5f0fAI\u521b\u65b0\u6b63\u5728\u6301\u7eed\u5feb\u901f\u53d1\u5c55\uff0c\u5e76\u9010\u6b65\u878d\u5165\u4eba\u4eec\u7684\u65e5\u5e38\u751f\u6d3b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u589e\u5f3a\u7684\u4f53\u9a8c\u3001\u63d0\u9ad8\u751f\u4ea7\u529b\u548c\u5e26\u6765\u5168\u65b0\u7684\u5a31\u4e50\u5f62\u5f0f\u3002\u90a3\u4e48\uff0c\u63a5\u4e0b\u6765\u4f1a\u53d1\u751f\u4ec0\u4e48\u5462\uff1f\u672c\u6587\u5c06\u63a2\u8ba8\u5373\u5c06\u5230\u6765\u7684\u751f\u6210\u5f0fAI\u8d8b\u52bf\u3001\u6b63\u5728\u8d4b\u80fd<a href=\"https:\/\/www.qualcomm.com\/news\/onq\/2024\/04\/ai-on-the-edge-recent-generative-ai-research-trends-and-insights\" target=\"_blank\">\u8fb9\u7f18\u4fa7\u751f\u6210\u5f0fAI<\/a>\u7684\u6280\u672f\u8fdb\u6b65\u548c\u901a\u5411\u5177\u8eab\u673a\u5668\u4eba\u4e4b\u8def\u3002\u6211\u4eec\u8fd8\u5c06\u9610\u8ff0\u9ad8\u901a\u6280\u672f\u516c\u53f8\u7684\u7aef\u5230\u7aef\u7cfb\u7edf\u7406\u5ff5\u5982\u4f55\u5904\u5728\u8d4b\u80fd\u4e0b\u4e00\u8f6e\u7ec8\u7aef\u4fa7\u521b\u65b0\u65b9\u9762\u7684\u884c\u4e1a\u6700\u524d\u6cbf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3ffa46968d68350d87a793ae7b896223.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3ffa46968d68350d87a793ae7b896223.png\"><\/a><\/p>\n<p><em>\u751f\u6210\u5f0f<\/em><em>AI<\/em><em>\u80fd\u529b\u6b63\u5728\u6301\u7eed\u591a\u7ef4\u5ea6\u63d0\u5347<\/em><\/p>\n<p><strong>\u5373\u5c06\u5230\u6765\u7684\u8d8b\u52bf\u548c\u7ec8\u7aef\u4fa7<\/strong><strong>AI<\/strong><strong>\u7684\u91cd\u8981\u6027<\/strong><\/p>\n<p>Transformer\u56e0\u5176\u53ef\u6269\u5c55\u6027\uff0c\u5df2\u6210\u4e3a\u4e3b\u8981\u7684\u751f\u6210\u5f0fAI\u67b6\u6784\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u6f14\u8fdb\uff0cTransformer\u6b63\u5728\u4ece\u4f20\u7edf\u7684\u6587\u672c\u548c\u8bed\u8a00\u5904\u7406\u6269\u5c55\u5230\u66f4\u591a\u6a21\u6001\uff0c\u5e26\u6765\u4e86\u5168\u65b0\u80fd\u529b\u3002\u6211\u4eec\u6b63\u5728\u591a\u4e2a\u9886\u57df\u770b\u5230\u8fd9\u4e00\u8d8b\u52bf\uff0c\u6bd4\u5982\u5728\u6c7d\u8f66\u884c\u4e1a\uff0c\u901a\u8fc7\u591a\u6444\u50cf\u5934\u548c\u6fc0\u5149\u96f7\u8fbe\uff08LiDAR\uff09\u7684\u534f\u540c\u5b9e\u73b0\u9e1f\u77b0\u89c6\u89d2\uff1b\u5728\u65e0\u7ebf\u901a\u4fe1\u9886\u57df\uff0c\u5229\u7528Transformer\u7ed3\u5408\u5168\u7403\u5b9a\u4f4d\u7cfb\u7edf\uff08GPS\uff09\u3001\u6444\u50cf\u5934\u548c\u6beb\u7c73\u6ce2\uff08mmWave\uff09\u4fe1\u53f7\uff0c\u4ee5\u4f18\u5316\u6beb\u7c73\u6ce2\u6ce2\u675f\u7ba1\u7406\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u4e3b\u8981\u8d8b\u52bf\u662f\u751f\u6210\u5f0fAI\u7684\u80fd\u529b\u5728\u8fd9\u4e24\u65b9\u9762\u6301\u7eed\u589e\u5f3a\uff1a<\/p>\n<ul>\n<li>\u6a21\u6001\u548c\u7528\u4f8b<\/li>\n<li>\u80fd\u529b\u548cKPI<\/li>\n<\/ul>\n<p>\u5728\u6a21\u6001\u548c\u7528\u4f8b\u65b9\u9762\uff0c\u6211\u4eec\u770b\u5230\u4e86\u8bed\u97f3UI\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08LMM\uff09\u3001\u667a\u80fd\u4f53\u3001\u89c6\u9891\/3D\u7684\u63d0\u5347\u3002\u5728\u80fd\u529b\u548cKPI\u65b9\u9762\uff0c\u6211\u4eec\u770b\u5230\u4e86\u66f4\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u4e2a\u6027\u5316\u548c\u66f4\u9ad8\u5206\u8fa8\u7387\u7684\u63d0\u5347\u3002<\/p>\n<p>\u4e3a\u4e86\u5145\u5206\u5b9e\u73b0\u751f\u6210\u5f0fAI\u7684\u5168\u90e8\u6f5c\u80fd\uff0c\u5c06\u8fd9\u4e9b\u8d8b\u52bf\u80fd\u529b\u5f15\u5165\u8fb9\u7f18\u4fa7\u7ec8\u7aef\u5bf9\u4e8e\u5b9e\u73b0\u65f6\u5ef6\u6539\u5584\u3001\u4ea4\u4e92\u6cdb\u5316\u548c\u9690\u79c1\u589e\u5f3a\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u8d4b\u80fd\u5177\u8eab\u673a\u5668\u4eba\u4e0e\u73af\u5883\u548c\u4eba\u7c7b\u5b9e\u65f6\u4ea4\u4e92\uff0c\u8fd9\u5c31\u9700\u8981\u5229\u7528\u7ec8\u7aef\u4fa7\u5904\u7406\u786e\u4fdd\u5373\u65f6\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b87f0f68dc34ab2f6a21fe0751757514.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b87f0f68dc34ab2f6a21fe0751757514.png\"><\/a><\/p>\n<p><em>\u6211\u4eec\u6b63\u5728\u901a\u8fc7\u591a\u79cd\u6280\u672f\u4f18\u5316\u6a21\u578b\uff0c\u8d4b\u80fd\u9ad8\u6548\u7ec8\u7aef\u4fa7<\/em><em>AI<\/em><\/p>\n<p><strong>\u9762\u5411\u751f\u6210\u5f0f<\/strong><strong>AI<\/strong><strong>\u7684\u8fb9\u7f18\u5e73\u53f0\u6280\u672f\u8fdb\u6b65<\/strong><\/p>\n<p>\u6211\u4eec\u5982\u4f55\u5c06\u66f4\u591a\u751f\u6210\u5f0fAI\u80fd\u529b\u5f15\u5165\u8fb9\u7f18\u7ec8\u7aef\u5462\uff1f<strong>\u901a\u8fc7\u591a\u7ef4\u5ea6\u6280\u672f\u7814\u7a76\uff0c\u9ad8\u901a\u5c06\u5168\u9762\u63a8\u8fdb\u9762\u5411\u751f\u6210\u5f0f<\/strong><strong>AI<\/strong><strong>\u7684\u8fb9\u7f18\u5e73\u53f0\u53d1\u5c55\u3002<\/strong><\/p>\n<p>\u6211\u4eec\u81f4\u529b\u4e8e\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u3001<a href=\"https:\/\/www.qualcomm.com\/news\/onq\/2019\/03\/heres-why-quantization-matters-ai\" target=\"_blank\">\u91cf\u5316<\/a>\u3001\u6295\u673a\u91c7\u6837\u9ad8\u6548\u7684\u56fe\u50cf\u548c\u89c6\u9891\u67b6\u6784\uff0c\u4ee5\u53ca<a href=\"https:\/\/www.qualcomm.com\/news\/onq\/2013\/07\/diversity-only-makes-you-stronger\" target=\"_blank\">\u5f02\u6784\u8ba1\u7b97<\/a>\u7b49\u6280\u672f\u4f18\u5316\u751f\u6210\u5f0fAI\u6a21\u578b\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u786c\u4ef6\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002\u8fd9\u4e9b\u6280\u672f\u76f8\u8f85\u76f8\u6210\uff0c\u56e0\u6b64\u5bf9\u4ece\u591a\u89d2\u5ea6\u89e3\u51b3\u6a21\u578b\u4f18\u5316\u548c\u6548\u7387\u6311\u6218\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u4ee5\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u91cf\u5316\u4e3a\u4f8b\u3002\u5927\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u4ee516\u6bd4\u7279\u6d6e\u70b9\u8fdb\u884c\u8bad\u7ec3\u3002\u6211\u4eec\u5e0c\u671b\u5728\u4fdd\u6301\u51c6\u786e\u5ea6\u7684\u540c\u65f6\u538b\u7f29\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u63d0\u9ad8\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u5c0616\u6bd4\u7279\u6d6e\u70b9\uff08FP16\uff09\u6a21\u578b\u538b\u7f29\u4e3a4\u4f4d\u6574\u6570\uff08INT4\uff09\u6a21\u578b\uff0c\u80fd\u591f\u5c06\u6a21\u578b\u7f29\u5c0f4\u500d\uff0c\u540c\u65f6\u964d\u4f4e\u5185\u5b58\u5e26\u5bbd\u5360\u7528\u3001\u5b58\u50a8\u3001\u65f6\u5ef6\u548c\u529f\u8017\u3002<\/p>\n<p><a href=\"https:\/\/www.qualcomm.com\/news\/onq\/2023\/11\/accelerating-generative-ai-at-the-edge\" target=\"_blank\">\u91cf\u5316\u611f\u77e5\u8bad\u7ec3<\/a><u>\u7ed3\u5408\u77e5\u8bc6\u84b8\u998f<\/u>\u6709\u52a9\u4e8e\u5b9e\u73b0\u51c6\u786e\u76844\u4f4d\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4f46\u5982\u679c\u9700\u8981\u751a\u81f3\u66f4\u4f4e\u7684bits-per-value\u6307\u6807\uff0c<a href=\"https:\/\/arxiv.org\/abs\/2402.15319v1\" target=\"_blank\">\u5411\u91cf\u91cf\u5316(VQ)<\/a>\u53ef\u5e2e\u52a9\u89e3\u51b3\u8be5\u95ee\u9898\u3002\u5411\u91cf\u91cf\u5316\u5728\u4fdd\u6301\u671f\u671b\u51c6\u786e\u5ea6\u7684\u540c\u65f6\uff0c\u8fdb\u4e00\u6b65\u538b\u7f29\u6a21\u578b\u5927\u5c0f\u3002\u6211\u4eec\u7684\u5411\u91cf\u91cf\u5316\u65b9\u6cd5\u80fd\u4ee5INT4\u7ebf\u6027\u91cf\u5316\u7684\u76f8\u4f3c\u7cbe\u786e\u6027\uff0c\u5b9e\u73b03.125 bits-per-value\uff0c\u5b9e\u73b0\u751a\u81f3\u66f4\u5927\u7684\u6a21\u578b\u80fd\u591f\u5728\u8fb9\u7f18\u7ec8\u7aef\u7684DRAM\u9650\u5236\u5185\u8fd0\u884c\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u4f8b\u5b50\u662f\u9ad8\u6548\u89c6\u9891\u67b6\u6784\u3002\u9ad8\u901a\u6b63\u5728\u5f00\u53d1\u8ba9\u9762\u5411\u7ec8\u7aef\u4fa7AI\u7684\u89c6\u9891\u751f\u6210\u65b9\u6cd5\u66f4\u9ad8\u6548\u7684\u6280\u672f\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u5bf9\u89c6\u9891\u5230\u89c6\u9891\u751f\u6210\u5f0fAI\u6280\u672f<a href=\"https:\/\/fairy-video2video.github.io\/\" target=\"_blank\">FAIRY<\/a><u>\u8fdb\u884c\u4e86\u4f18\u5316<\/u>\u3002\u5728FAIRY\u7b2c\u4e00\u9636\u6bb5\uff0c\u4ece\u951a\u5b9a\u5e27\u63d0\u53d6\u72b6\u6001\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u8de8\u5269\u4f59\u5e27\u7f16\u8f91\u89c6\u9891\u3002\u4f18\u5316\u793a\u4f8b\u5305\u62ec\uff1a\u8de8\u5e27\u4f18\u5316\u3001\u9ad8\u6548<a href=\"https:\/\/arxiv.org\/abs\/2211.09800\" target=\"_blank\">instructPix2Pix<\/a>\u548c\u56fe\u50cf\/\u6587\u672c\u5f15\u5bfc\u8c03\u8282\u3002<\/p>\n<p><strong>\u901a\u5411\u5177\u8eab\u673a\u5668\u4eba\u4e4b\u8def<\/strong><\/p>\n<p>\u9ad8\u901a\u5df2\u7ecf\u5c06\u751f\u6210\u5f0fAI\u7684\u76f8\u5173\u5de5\u4f5c\u6269\u5c55\u5230\u5927\u8bed\u8a00\u6a21\u578b\u53ca\u5176\u76f8\u5173\u7528\u4f8b\u7814\u7a76\uff0c\u5c24\u5176\u662f\u9762\u5411\u591a\u6a21\u6001\u5927\u6a21\u578b(LMM)\u96c6\u6210\u89c6\u89c9\u548c\u63a8\u7406\u3002\u53bb\u5e74\uff0c\u6211\u4eec\u57282023\u5e74\u56fd\u9645\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u6a21\u5f0f\u8bc6\u522b\u4f1a\u8bae(CVPR 2023)\u4e0a\u8fdb\u884c\u4e86\u652f\u6301\u57fa\u4e8e\u5b9e\u65f6\u89c6\u89c9\u5927\u8bed\u8a00\u6a21\u578b\u7684<u>\u5065\u8eab\u6559\u7ec3\u6280\u672f\u6f14\u793a<\/u>\uff0c\u6211\u4eec\u5728\u8fd1\u671f\u8fd8\u63a2\u7d22\u4e86<a href=\"https:\/\/arxiv.org\/abs\/2306.17778v1\" 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