{"id":36493,"date":"2025-01-12T14:00:21","date_gmt":"2025-01-12T06:00:21","guid":{"rendered":"https:\/\/17aitech.com\/?p=36493"},"modified":"2025-01-12T14:00:21","modified_gmt":"2025-01-12T06:00:21","slug":"%e4%b8%89%e5%b9%b4%e5%89%8d%e7%9a%84ai%e8%ae%be%e8%ae%a1%e8%8a%af%e7%89%87%e9%80%a0%e5%81%87%ef%bc%9f%e8%b0%b7%e6%ad%8c%e6%b7%b1%e9%99%b7%e5%ad%a6%e6%9c%af%e4%b8%8d%e7%ab%af%e4%b8%91%e9%97%bb%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36493","title":{"rendered":"\u4e09\u5e74\u524d\u7684AI\u8bbe\u8ba1\u82af\u7247\u9020\u5047\uff1f\u8c37\u6b4c\u6df1\u9677\u5b66\u672f\u4e0d\u7aef\u4e11\u95fb\uff0c\u5439\u54e8\u4eba\u88ab\u5f00\u9664\u5e76\u5df2\u8d77\u8bc9"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-04-7\" target=\"_blank\">\u4e09\u5e74\u524d\u7684AI\u8bbe\u8ba1\u82af\u7247\u9020\u5047\uff1f\u8c37\u6b4c\u6df1\u9677\u5b66\u672f\u4e0d\u7aef\u4e11\u95fb\uff0c\u5439\u54e8\u4eba\u88ab\u5f00\u9664\u5e76\u5df2\u8d77\u8bc9<\/a><\/p>\n<p>2021 \u5e74\uff0c\u8c37\u6b4c\u5728 Nature \u53d1\u8868\u4e86\u4e00\u7bc7\u9887\u5177\u4e89\u8bae\u7684\u8bba\u6587\u300aA graph placement methodology for fast chip design\u300b\u3002\uff08\u4f5c\u8005\u5305\u62ec Jeff Dean \u548c Quoc V. Le \u7b49\u8457\u540d\u7814\u7a76\u8005\uff09\uff0c\u5176\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u82af\u7247\u8bbe\u8ba1\u65b9\u6cd5\u3002\u636e\u4ecb\u7ecd\uff0c\u8be5\u82af\u7247\u8bbe\u8ba1\u65b9\u6cd5\u53ef\u5728\u4e0d\u5230\u516d\u5c0f\u65f6\u7684\u65f6\u95f4\u5185\u81ea\u52a8\u751f\u6210\u82af\u7247\u5e03\u5c40\uff0c\u5e76\u4e14\u8bbe\u8ba1\u7ed3\u679c\u5728\u529f\u8017\u3001\u6027\u80fd\u548c\u82af\u7247\u9762\u79ef\u7b49\u6240\u6709\u5173\u952e\u6307\u6807\u4e0a\u90fd\u4f18\u4e8e\u6216\u5ab2\u7f8e\u4eba\u7c7b\u5de5\u7a0b\u5e08\uff0c\u800c\u540e\u8005\u9700\u8981\u8017\u8d39\u6570\u6708\u7684\u8270\u82e6\u52aa\u529b\u624d\u80fd\u8fbe\u5230\u7c7b\u4f3c\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7ef1cd2a4ed9fdeaa94972556dfc98e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7ef1cd2a4ed9fdeaa94972556dfc98e4.png\"><\/a><\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u8c37\u6b4c\u5728\u66f4\u65e9\u4e4b\u524d\u5c31\u5df2\u7ecf\u53d1\u5e03\u4e86\u8be5\u8bba\u6587\u7684\u9884\u5370\u672c\uff0c\u6211\u4eec\u4e5f\u66fe\u505a\u8fc7\u62a5\u9053\uff0c\u8be6\u60c5\u53ef\u53c2\u9605\u300a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650785604&amp;idx=4&amp;sn=51c1d05d8b5ec7b85361015c8b49301c&amp;chksm=871a033ab06d8a2c7c3b7f157dbe56cad2f0aff2933481c9df4cfecaad7cc34b23c142f10658&amp;scene=21#wechat_redirect\" target=\"_blank\">6 \u5c0f\u65f6\u5b8c\u6210\u82af\u7247\u5e03\u5c40\uff0c\u8c37\u6b4c\u7528\u5f3a\u5316\u5b66\u4e60\u52a9\u529b\u82af\u7247\u8bbe\u8ba1<\/a>\u300b\u3002<\/p>\n<p>\u8c37\u6b4c\u5f53\u65f6\u8868\u793a\uff0c\u8fd9\u9879\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5feb\u901f\u82af\u7247\u8bbe\u8ba1\u65b9\u6cd5\u5bf9\u4e8e\u8d44\u91d1\u7d27\u5f20\u7684\u521d\u521b\u4f01\u4e1a\u5927\u6709\u88e8\u76ca\uff0c\u53ef\u5e2e\u52a9\u521d\u521b\u4f01\u4e1a\u5f00\u53d1\u81ea\u5df1\u7684 AI \u548c\u5176\u4ed6\u4e13\u7528\u82af\u7247\u3002\u5e76\u4e14\uff0c\u8fd9\u79cd\u65b9\u6cd5\u6709\u52a9\u4e8e\u7f29\u77ed\u82af\u7247\u8bbe\u8ba1\u5468\u671f\uff0c\u4ece\u800c\u4f7f\u5f97\u786c\u4ef6\u53ef\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u5feb\u901f\u53d1\u5c55\u7684\u6280\u672f\u7814\u7a76\u3002<\/p>\n<p>\u8bba\u6587\u867d\u7136\u770b\u8d77\u6765\u5927\u6709\u524d\u666f\uff0c\u4f46\u4e09\u5e74\u6765\u4eba\u4eec\u4e00\u76f4\u8d28\u7591\u4e0d\u65ad\u3002\u8fd1\u65e5\uff0c\u6700\u8fd1\u4e00\u671f CACM \u4e0a\uff0cSynopsys \u7684\u6770\u51fa\u67b6\u6784\u5e08 Igor Markov \u603b\u7ed3\u4e86\u4eba\u4eec\u5bf9\u8fd9\u7bc7\u8bba\u6587\u7684\u5404\u79cd\u8d28\u7591\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de11b9f744300d897c5123e3c774fba5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de11b9f744300d897c5123e3c774fba5.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u675c\u514b\u5927\u5b66\u9648\u6021\u7136\u6559\u6388\u5728\u5fae\u535a\u4e0a\u5206\u4eab\u8fd9\u7bc7\u6587\u7ae0<\/sup><\/em><\/p>\n<p>\u673a\u5668\u4e4b\u5fc3\u7b80\u8981\u7ffb\u8bd1\u6574\u7406\u4e86\u8fd9\u7bc7\u6587\u7ae0\u3002<\/p>\n<p><strong>\u672c\u6587\u5173\u952e\u89c1\u89e3<\/strong><\/p>\n<ul>\n<li>\n<section>\u8c37\u6b4c\u5728 Nature \u6742\u5fd7\u4e0a\u53d1\u8868\u4e86\u4e00\u7bc7\u5173\u4e8e AI \u82af\u7247\u8bbe\u8ba1\u7684\u9769\u547d\u6027\u8bba\u6587\u3002\u5927\u4f17\u5a92\u4f53\u8d5e\u8a89\u5176\u662f\u4e00\u9879\u91cd\u5927\u7a81\u7834\uff0c\u4f46\u5b83\u906d\u5230\u4e86\u9886\u57df\u4e13\u5bb6\u7684\u8d28\u7591\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u8fd9\u7bc7\u8bba\u6587\u597d\u5f97\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\uff0c\u800c\u4e14\u7f3a\u4e4f\u53ef\u590d\u73b0\u7684\u8bc1\u636e\u3002<\/section>\n<\/li>\n<li>\n<section>\u73b0\u5728\uff0c\u4ea4\u53c9\u68c0\u9a8c\u7684\u6570\u636e\u8868\u660e\uff0c\u7531\u4e8e\u884c\u4e3a\u3001\u5206\u6790\u548c\u62a5\u544a\u4e2d\u7684\u9519\u8bef\uff0cNature \u7684\u8fd9\u7bc7\u8bba\u6587\u7684\u53ef\u4fe1\u5ea6\u53d7\u5230\u4e86\u4e25\u91cd\u635f\u5bb3\u3002\u5bf9\u8c37\u6b4c\u8fd9\u7bc7\u8bba\u6587\u4e2d\u7684\u6b3a\u8bc8\u548c\u7814\u7a76\u4e0d\u5f53\u884c\u4e3a\u7684\u8be6\u7ec6\u6307\u63a7\u5df2\u5728\u52a0\u5229\u798f\u5c3c\u4e9a\u5dde\u63d0\u4ea4\u3002<\/section>\n<\/li>\n<li>\n<section>Nature \u5728\u6267\u884c\u81ea\u5df1\u7684\u653f\u7b56\u65b9\u9762\u8fdb\u5c55\u7f13\u6162\u3002\u63a8\u8fdf\u64a4\u56de\u6709\u95ee\u9898\u7684\u51fa\u7248\u7269\u6b63\u5728\u626d\u66f2\u79d1\u7814\u8fc7\u7a0b\u3002\u4e3a\u4e86\u7ef4\u62a4\u79d1\u5b66\u7814\u7a76\u7684\u8bda\u5b9e\u53ef\u4fe1\uff0c\u5fc5\u987b\u8fc5\u901f\u679c\u65ad\u5730\u91c7\u53d6\u884c\u52a8\u3002<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u5bfc\u8bed<\/strong><\/p>\n<p>Mirhoseini et al. \u5728 2021 \u5e74\u5728 Nature \u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u5176\u4e2d\u4f7f\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6765\u8bbe\u8ba1\u7845\u82af\u7247\u3002\u8fd9\u7bc7\u8bba\u6587\u5f97\u5230\u4e86\u4eba\u4eec\u7684\u5de8\u5927\u5173\u6ce8\uff0c\u4e5f\u56e0\u8bc1\u636e\u4e0d\u8db3\u800c\u5f15\u53d1\u4e86\u4e89\u8bae\u3002\u8fd9\u7bc7\u6765\u81ea\u8c37\u6b4c\u7684\u8bba\u6587\u9690\u7792\u4e86\u5173\u952e\u7684\u65b9\u6cd5\u6b65\u9aa4\u548c\u91cd\u73b0\u5176\u7ed3\u679c\u6240\u9700\u7684\u5927\u90e8\u5206\u8f93\u5165\u3002<\/p>\n<p>\u672c\u6587\u7684\u5143\u5206\u6790\uff08meta-analysis\uff09\u8868\u660e\uff0c\u6709\u4e24\u9879\u72ec\u7acb\u8bc4\u4f30\u586b\u8865\u4e86\u8fd9\u4e00\u7a7a\u767d\u3002\u5b83\u4eec\u8868\u660e\u8c37\u6b4c\u7684\u8fd9\u4e2a\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u8d76\u4e0d\u4e0a\u4eba\u7c7b\u5de5\u7a0b\u5e08\uff0c\u4e5f\u8d76\u4e0d\u4e0a\u4e00\u79cd\u5df2\u77e5\u7684\u7b97\u6cd5\uff08\u6a21\u62df\u9000\u706b\uff09\u548c\u666e\u904d\u53ef\u7528\u7684\u5546\u4e1a\u8f6f\u4ef6\uff0c\u540c\u65f6\u901f\u5ea6\u4e5f\u66f4\u6162\u3002\u901a\u8fc7\u5bf9\u6570\u636e\u8fdb\u884c\u4ea4\u53c9\u68c0\u9a8c\u540e\uff0cIgor Markov \u8868\u793a\uff0c\u7531\u4e8e\u884c\u4e3a\u3001\u5206\u6790\u548c\u62a5\u544a\u4e2d\u7684\u9519\u8bef\uff0cNature \u7684\u8fd9\u7bc7\u8bba\u6587\u7684\u53ef\u4fe1\u5ea6\u53d7\u5230\u4e86\u4e25\u91cd\u635f\u5bb3\u3002\u5728\u672c\u6587\u53d1\u8868\u4e4b\u524d\uff0c\u8c37\u6b4c\u53cd\u9a73\u4e86\u5176\u5185\u90e8\u4ecd\u7136\u5b58\u5728\u7684\u6b3a\u8bc8\u6307\u63a7\u3002<\/p>\n<p>\u7531\u4e8e AI \u5e94\u7528\u9700\u8981\u66f4\u5927\u7684\u7b97\u529b\uff0c\u56e0\u6b64\u53ef\u4ee5\u901a\u8fc7\u66f4\u597d\u7684\u82af\u7247\u8bbe\u8ba1\u6765\u63d0\u9ad8\u6548\u7387\u3002\u53d1\u8868\u4e8e Nature \u6742\u5fd7\u7684\u8fd9\u7bc7\u8bba\u6587\u58f0\u79f0\u5b9e\u73b0\u4e86 AI \u82af\u7247\u8bbe\u8ba1\u7684\u7a81\u7834\u3002\u5b83\u89e3\u51b3\u4e86\u4f18\u5316\u82af\u7247\u4e0a\u7535\u8def\u5143\u4ef6\u4f4d\u7f6e\u7684\u96be\u9898\uff0c\u5e76\u63cf\u8ff0\u4e86\u5bf9\u4e94\u4e2a\u5f20\u91cf\u5904\u7406\u5355\u5143\uff08TPU\uff09\u82af\u7247\u5757\u7684\u5e94\u7528\u3002\u5176\u8fd8\u8868\u793a\u8fd9\u4e2a\u65b9\u6cd5\u662f\u5f53\u65f6\u5b66\u672f\u754c\u6216\u5de5\u4e1a\u754c\u6700\u597d\u7684\u3002<\/p>\n<p>\u8be5\u8bba\u6587\u8fd8\u5c06\u8fd9\u4e9b\u8bf4\u6cd5\u63a8\u5e7f\u5230\u82af\u7247\u8bbe\u8ba1\u4e4b\u5916\uff0c\u8868\u793a\u5f3a\u5316\u5b66\u4e60\u5728\u7ec4\u5408\u4f18\u5316\u65b9\u9762\u7684\u8868\u73b0\u4f18\u4e8e\u6700\u5148\u8fdb\u7684\u6280\u672f\u3002\u300c\u975e\u51e1\u7684\u4e3b\u5f20\u9700\u8981\u975e\u51e1\u7684\u8bc1\u636e\u300d\uff08\u5361\u5c14\u30fb\u8428\u6839\uff09\uff0c\u4f46\u8be5\u8bba\u6587\u7f3a\u4e4f\u516c\u5f00\u6d4b\u8bd5\u793a\u4f8b\u7684\u7ed3\u679c\uff0c\u4e5f\u6ca1\u6709\u5206\u4eab\u6240\u4f7f\u7528\u7684\u4e13\u6709 TPU \u82af\u7247\u5757\u3002\u6e90\u4ee3\u7801 \u2014\u2014 \u5728\u8bba\u6587\u53d1\u8868\u540e\u4e03\u4e2a\u6708\u53d1\u5e03\uff0c\u4ee5\u5728\u6700\u521d\u7684\u4e89\u8bae\u4e4b\u540e\u652f\u6301\u8be5\u8bba\u6587\u7684\u53d1\u73b0 \u2014\u2014 \u7f3a\u5c11\u91cd\u73b0\u65b9\u6cd5\u548c\u7ed3\u679c\u6240\u9700\u7684\u5173\u952e\u90e8\u5206\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-33f380a35a136753f55b5012a607c14a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-33f380a35a136753f55b5012a607c14a.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u9879\u76ee\u4ee3\u7801\u5e93\u5df2\u7ecf\u505c\u6b62\u516c\u5f00\u6216\u5220\u9664\uff0chttps:\/\/github.com\/googleresearch\/circuit_training<\/sup><\/em><\/p>\n<p>\u6765\u81ea\u8c37\u6b4c\u548c\u5b66\u672f\u754c\u7684\u5341\u591a\u4f4d\u7814\u7a76\u4eba\u5458\u5bf9 Mirhoseini et al. \u7684\u5b9e\u9a8c\u63d0\u51fa\u8fc7\u8d28\u7591\uff0c\u5e76\u5bf9\u6240\u62a5\u544a\u7684\u7814\u7a76\u7ed3\u679c\u63d0\u51fa\u4e86\u62c5\u5fe7\u3002\u6b64\u540e\uff0c\u8c37\u6b4c\u5de5\u7a0b\u5e08\u591a\u6b21\u66f4\u65b0\u4ed6\u4eec\u7684\u5f00\u6e90\u4ee3\u7801\uff0c\u586b\u8865\u4e86\u4e00\u4e9b\u7f3a\u5931\u7684\u90e8\u5206\uff0c\u4f46\u4f9d\u7136\u4e0d\u662f\u5168\u90e8\u3002\u8c37\u6b4c\u8fd9\u4e2a\u8f6f\u4ef6\u5e93\u4e2d\u7684\u5f00\u6e90\u82af\u7247\u8bbe\u8ba1\u793a\u4f8b\u5e76\u672a\u6e05\u695a\u5730\u663e\u793a\u8c37\u6b4c RL \u4ee3\u7801\u7684\u5f3a\u5927\u6027\u80fd\u3002<\/p>\n<p>\u663e\u7136\uff0c\u552f\u4e00\u516c\u5f00\u58f0\u79f0\u72ec\u7acb\u590d\u73b0 Mirhoseini et al. \u7684\u6280\u672f\u662f\u7531\u52a0\u5dde\u5927\u5b66\u5723\u5730\u4e9a\u54e5\u5206\u6821\uff08UCSD\uff09\u7684\u7814\u7a76\u4eba\u5458\u4e8e 2022 \u5e74\u79cb\u5b63\u5f00\u53d1\u7684\u3002\u4ed6\u4eec\u5bf9\u8c37\u6b4c\u5f00\u6e90\u4ee3\u7801\u4e2d\u7f3a\u5c11\u7684\u5173\u952e\u7ec4\u4ef6\u8fdb\u884c\u4e86\u9006\u5411\u5de5\u7a0b\uff0c\u5e76\u5b8c\u5168\u91cd\u65b0\u5b9e\u73b0\u4e86\u4ee3\u7801\u4e2d\u7f3a\u5931\u7684\u6a21\u62df\u9000\u706b (SA) \u57fa\u7ebf\u3002\u8c37\u6b4c\u6ca1\u6709\u53d1\u5e03 Mirhoseini et al. \u4f7f\u7528\u7684\u4e13\u6709 TPU \u82af\u7247\u8bbe\u8ba1\u6a21\u5757\uff0c\u6392\u9664\u4e86\u5b8c\u5168\u5916\u90e8\u590d\u73b0\u7ed3\u679c\u7684\u53ef\u80fd\u6027\u3002\u56e0\u6b64\uff0cUCSD \u56e2\u961f\u5206\u4eab\u4e86\u4ed6\u4eec\u5728\u73b0\u4ee3\u516c\u5171\u82af\u7247\u8bbe\u8ba1\u4e0a\u7684\u5b9e\u9a8c\uff1aSA \u548c\u5546\u4e1a\u7535\u5b50\u8bbe\u8ba1\u81ea\u52a8\u5316 EDA \u5de5\u5177\u7684\u8868\u73b0\u5747\u4f18\u4e8e\u8c37\u6b4c\u7684\u5f3a\u5316\u5b66\u4e60\u4ee3\u7801\u3002<\/p>\n<p>\u300a\u7ebd\u7ea6\u65f6\u62a5\u300b\u548c\u8def\u900f\u793e\u7684\u8bb0\u8005\u5728 2022 \u5e74\u62a5\u9053\u4e86\u8fd9\u573a\u4e89\u8bae\uff0c\u5e76\u53d1\u73b0\u65e9\u5728 Nature \u6742\u5fd7\u63d0\u4ea4\u4e4b\u524d\uff0c\u4e00\u4e9b\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\uff08\u89c1\u8868 1\uff09\u5c31\u5bf9\u4ed6\u4eec\u8d1f\u8d23\u68c0\u67e5\u7684\u58f0\u660e\u63d0\u51fa\u4e86\u5f02\u8bae\u3002\u00a0<\/p>\n<p>\u8be5\u8bba\u6587\u7684\u4e24\u4f4d\u4e3b\u8981\u4f5c\u8005\u62b1\u6028\u8bf4\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u4e00\u76f4\u5b58\u5728\u6b3a\u8bc8\u6307\u63a7\u3002<\/p>\n<p>2022 \u5e74\uff0c\u8c37\u6b4c\u89e3\u96c7\u4e86\u5185\u90e8\u5439\u54e8\u4eba\uff0c\u5e76\u62d2\u7edd\u6279\u51c6\u53d1\u8868\u4e00\u7bc7\u6279\u8bc4 Mirhoseini et al. \u7814\u7a76\u7684\u6587\u7ae0\u3002\u8fd9\u4f4d\u5439\u54e8\u4eba\u4f9d\u636e\u5439\u54e8\u4eba\u4fdd\u62a4\u6cd5\uff0c\u5bf9\u8c37\u6b4c\u63d0\u8d77\u4e86\u9519\u8bef\u89e3\u96c7\u7684\u8bc9\u8bbc\uff1a\u6cd5\u5ead\u6587\u4ef6\u8be6\u7ec6\u5217\u51fa\u4e86\u4e0e Mirhoseini et al. \u7814\u7a76\u76f8\u5173\u7684\u6b3a\u8bc8\u548c\u79d1\u5b66\u4e0d\u7aef\u884c\u4e3a\u7684\u6307\u63a7\u3002<\/p>\n<p>2021 \u5e74 Nature \u6742\u5fd7\u5728\u540c\u4e00\u671f\u4e0a\u520a\u767b\u4e86\u4e00\u7bc7\u4ecb\u7ecd\u8be5\u8bba\u6587\u7684\u65b0\u95fb\u89c2\u70b9\u6587\u7ae0\uff0c\u6566\u4fc3\u590d\u73b0\u8be5\u8bba\u6587\u7684\u7ed3\u679c\u3002\u8003\u8651\u5230\u590d\u73b0\u7684\u969c\u788d\u548c\u590d\u73b0\u5c1d\u8bd5\u7684\u7ed3\u679c\uff0c\u6587\u7ae0\u7684\u4f5c\u8005\u64a4\u56de\u4e86\u8be5\u6587\u7ae0\u30022023 \u5e74 9 \u6708 20 \u65e5\uff0cNature \u6742\u5fd7\u4e3a\u8be5\u8bba\u6587\u6dfb\u52a0\u4e86\u5728\u7ebf\u7f16\u8005\u6ce8\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ef9d8c40b63b9ce6292a616abb205271.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ef9d8c40b63b9ce6292a616abb205271.png\"><\/a><\/p>\n<p>\u4e00\u5e74\u540e\uff082024 \u5e74 9 \u6708\u665a\u4e9b\u65f6\u5019\uff09\uff0c\u968f\u7740\u8fd9\u7bc7\u6587\u7ae0\u7684\u53d1\u8868\uff0cNature \u6742\u5fd7\u7684\u7f16\u8005\u6ce8\u5df2\u88ab\u79fb\u9664\uff0c\u4f46\u51fa\u73b0\u4e86\u4e00\u4efd\u4f5c\u8005\u7684\u9644\u5f55\u3002\u8fd9\u4efd\u9644\u5f55\u91cd\u590d\u4e86\u65e9\u5148\u58f0\u660e\u4e2d\u8ba8\u8bba\u7684\u4f5c\u8005\u5bf9\u6279\u8bc4\u7684\u56de\u5e94\u90e8\u5206\u7684\u8bba\u70b9\u3002<\/p>\n<p>\u4f46\u5173\u4e8e Nature \u8bba\u6587\u7684\u4e3b\u8981\u5173\u5207\u70b9\u8fd8\u672a\u5f97\u5230\u89e3\u51b3\u3002\u7279\u522b\u662f\uff0c\u8bba\u6587\u7ed3\u679c\u4e2d\u5173\u4e8e\u4e00\u4e2a\u989d\u5916\u7684\u4e13\u6709 TPU \u5757\u7684\u672a\u516c\u5f00\u7edf\u8ba1\u6570\u636e\uff0c\u5e76\u672a\u652f\u6301\u4efb\u4f55\u5b9e\u8d28\u6027\u7684\u7ed3\u8bba\u3002\u8fd9\u53ea\u4f1a\u52a0\u5267\u5bf9\u9009\u62e9\u6027\u62a5\u544a\u548c\u8bef\u62a5\u7684\u62c5\u5fe7\u3002\u53d1\u5e03\u4e00\u4e2a\u672a\u8bf4\u660e\u9884\u8bad\u7ec3\u6570\u636e\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4e5f\u52a0\u5267\u4e86\u5173\u4e8e\u6570\u636e\u6c61\u67d3\u7684\u62c5\u5fe7\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u672c\u6587\u5217\u51fa\u4e86\u5bf9\u8be5\u8bba\u6587\u7684\u521d\u6b65\u6000\u7591\uff0c\u5e76\u8868\u660e\u5176\u4e2d\u8bb8\u591a\u6000\u7591\u540e\u6765\u5f97\u5230\u4e86\u8bc1\u5b9e\u3002\u7136\u540e\uff0c\u672c\u6587\u68c0\u67e5\u4e86 Mirhoseini \u00a0et al. \u662f\u5426\u6539\u8fdb\u4e86\u73b0\u6709\u6280\u672f\uff0c\u6982\u8ff0\u4e86\u4f5c\u8005\u7684\u56de\u5e94\uff0c\u5e76\u8ba8\u8bba\u4e86\u8be5\u5de5\u4f5c\u5728\u5b9e\u8df5\u4e2d\u7684\u53ef\u80fd\u7528\u9014\u3002\u6700\u540e\uff0c\u672c\u6587\u5f97\u51fa\u7ed3\u8bba\u5e76\u6307\u51fa\u4e86\u653f\u7b56\u542b\u4e49\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u7565\u8fc7 Igor Markov \u8fd9\u7bc7\u6587\u7ae0\u4e2d\u5bf9\u539f\u8bba\u6587\u7684\u4ecb\u7ecd\uff0c\u8be6\u60c5\u53ef\u53c2\u9605\u673a\u5668\u4e4b\u5fc3\u7684\u62a5\u9053\u300a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650785604&amp;idx=4&amp;sn=51c1d05d8b5ec7b85361015c8b49301c&amp;chksm=871a033ab06d8a2c7c3b7f157dbe56cad2f0aff2933481c9df4cfecaad7cc34b23c142f10658&amp;scene=21#wechat_redirect\" target=\"_blank\">6 \u5c0f\u65f6\u5b8c\u6210\u82af\u7247\u5e03\u5c40\uff0c\u8c37\u6b4c\u7528\u5f3a\u5316\u5b66\u4e60\u52a9\u529b\u82af\u7247\u8bbe\u8ba1<\/a>\u300b\u3002\u6211\u4eec\u91cd\u70b9\u6765\u770b\u5bf9\u8be5\u7814\u7a76\u7684\u6000\u7591\u548c\u6307\u63a7\u3002<\/p>\n<p><strong>\u6700\u521d\u7684\u6000\u7591<\/strong><\/p>\n<p>\u5c3d\u7ba1\u767b\u4e0a Nature \u7684\u8fd9\u9879\u7814\u7a76\u590d\u6742\u800c\u53c8\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u7814\u7a76\u6709\u7740\u660e\u663e\u7684\u4e0d\u8db3\u3002<\/p>\n<p>\u4e3e\u4f8b\u6765\u8bf4\uff0c\u6587\u4e2d\u63d0\u51fa\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u88ab\u63cf\u8ff0\u4e3a\u80fd\u591f\u5904\u7406\u66f4\u5e7f\u6cdb\u7684\u7ec4\u5408\u4f18\u5316\u95ee\u9898\uff08\u5982\u65c5\u884c\u5546\u95ee\u9898\uff09\u3002\u4f46\u662f\uff0c\u8be5\u7814\u7a76\u5e76\u6ca1\u6709\u901a\u8fc7\u5bf9\u5173\u952e\u95ee\u9898\u7684\u516c\u5f0f\u5316\u548c\u6613\u4e8e\u914d\u7f6e\u7684\u6d4b\u8bd5\u793a\u4f8b\u6765\u5c55\u793a\u8fd9\u4e00\u70b9\uff0c\u800c\u662f\u89e3\u51b3\u4e86\u4e00\u4e2a\u4e13\u4e1a\u4efb\u52a1\uff08\u82af\u7247\u8bbe\u8ba1\u7684\u5b8f\u5e03\u5c40\uff09\uff0c\u4ec5\u9488\u5bf9\u8c37\u6b4c\u4e13\u6709\u7684 TPU \u7535\u8def\u8bbe\u8ba1\u5757\u63d0\u4f9b\u4e86\u4e94\u4e2a\u5757\u7684\u7ed3\u679c\uff0c\u800c\u53ef\u7528\u7684\u5757\u8fdc\u4e0d\u6b62\u8fd9\u4e9b\u3002<\/p>\n<p>\u6b64\u5916\uff0cRL \u516c\u5f0f\u53ea\u662f\u4f18\u5316\u4e86\u4e00\u4e2a\u5305\u542b HPWL \u7684\u7b80\u5316\u51fd\u6570\uff0c\u4f46\u5e76\u672a\u9488\u5bf9\u5f00\u653e\u7535\u8def\u793a\u4f8b\u8fdb\u884c\u7eaf HPWL \u4f18\u5316\u7684\u8bc4\u4f30\uff0c\u800c\u8fd9\u5728\u5176\u4ed6\u6587\u732e\u4e2d\u662f\u5e38\u89c4\u64cd\u4f5c\u3002<\/p>\n<p>\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u7bc7\u8bba\u6587\u9690\u7792\u4e86\u5b9e\u9a8c\u7684\u5173\u952e\u65b9\u9762\uff0c\u5b58\u5728\u4e25\u91cd\u7684\u9057\u6f0f\uff0c\u4e3b\u8981\u8868\u73b0\u5728\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n<p>\u7b2c\u4e00\u70b9\uff1a\u6807\u9898\u4e2d\u63d0\u5230\u300c\u5feb\u901f\u82af\u7247\u8bbe\u8ba1\uff08fast chip design\uff09\u300d\uff0c \u7136\u800c\u4f5c\u8005\u53ea\u63cf\u8ff0\u4e86\u8bbe\u8ba1\u8fc7\u7a0b\u65f6\u95f4\u4ece\u51e0\u5929\u6216\u51e0\u5468\u5230\u51e0\u5c0f\u65f6\u7684\u6539\u5584\uff0c\u4f46\u5e76\u6ca1\u6709\u63d0\u4f9b\u9488\u5bf9\u6bcf\u4e2a\u8bbe\u8ba1\u7684\u5177\u4f53\u65f6\u95f4\uff0c\u4e5f\u6ca1\u6709\u5c06\u8bbe\u8ba1\u8fc7\u7a0b\u7ec6\u5206\u4e3a\u4e0d\u540c\u9636\u6bb5\u3002\u6587\u7ae0\u4e2d\u5e76\u6ca1\u8bf4\u660e\u767d\uff0c\u51e0\u5929\u6216\u51e0\u5468\u7684\u57fa\u7ebf\u8bbe\u8ba1\u8fc7\u7a0b\u662f\u5426\u5305\u62ec\u4e86\u529f\u80fd\u8bbe\u8ba1\u53d8\u66f4\u7684\u65f6\u95f4\u3001\u95f2\u7f6e\u65f6\u95f4\u3001\u4f7f\u7528\u8f83\u4f4e\u6548\u7684 EDA \u5de5\u5177\u7684\u65f6\u95f4\u7b49\u3002\u8fd9\u79cd\u63cf\u8ff0\u7f3a\u4e4f\u8be6\u7ec6\u4fe1\u606f\uff0c\u4f7f\u5f97\u8bfb\u8005\u96be\u4ee5\u7406\u89e3\u8bbe\u8ba1\u65f6\u95f4\u5b9e\u9645\u7f29\u77ed\u5230\u4e86\u4f55\u79cd\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u8fd9\u79cd\u6539\u8fdb\u7684\u5177\u4f53\u5f71\u54cd\u3002\u00a0<\/p>\n<p>\u7b2c\u4e8c\u70b9\uff1a\u6587\u7ae0\u58f0\u79f0\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5728\u6bcf\u4e2a\u6d4b\u8bd5\u7528\u4f8b\u4e2d\u7684\u8fd0\u884c\u65f6\u95f4\u4e0d\u8d85\u8fc7\u516d\u5c0f\u65f6\uff08\u9488\u5bf9\u4e94\u4e2a TPU \u8bbe\u8ba1\u5757\u4e2d\u7684\u6bcf\u4e00\u4e2a\uff09\uff0c\u4f46\u8fd9\u5e76\u6ca1\u6709\u5305\u62ec\u5168\u90e8\u7684 20 \u4e2a\u5757\u3002\u6b64\u5916\uff0cRL \u7684\u8fd0\u884c\u65f6\u95f4\u4ec5\u6db5\u76d6\u4e86\u5b8f\u5e03\u5c40\uff0c\u800c RePlAce \u548c\u884c\u4e1a\u5de5\u5177\u4f1a\u653e\u7f6e\u6240\u6709\u7535\u8def\u7ec4\u4ef6\u3002<\/p>\n<p>\u7b2c\u4e09\u70b9\uff1aMirhoseini et al. \u4e13\u6ce8\u4e8e\u5b8f\u5e03\u5c40\uff0c\u4f46\u5374\u6ca1\u6709\u63d0\u4f9b\u6bcf\u4e2a TPU \u82af\u7247\u5757\u4e2d\u5b8f\u7684\u6570\u91cf\u3001\u5927\u5c0f\u548c\u5f62\u72b6\uff0c\u4ee5\u53ca\u9762\u79ef\u5229\u7528\u7387\u7b49\u5173\u952e\u8bbe\u8ba1\u53c2\u6570\u3002<\/p>\n<p>\u7b2c\u56db\u70b9\uff1aMirhoseini et al. \u53ea\u7ed9\u51fa\u4e86\u4e94\u4e2a TPU \u5757\u7684\u7ed3\u679c\uff0c\u5176\u7edf\u8ba1\u660e\u663e\u4e0d\u8db3\uff0c\u800c\u4e14\u9ad8\u65b9\u5dee\u6307\u6807\u4f1a\u4ea7\u751f\u566a\u58f0\u7ed3\u679c\uff08\u89c1\u8868 2\uff09\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u66f4\u591a\u7684\u6837\u672c\u662f\u5e38\u89c1\u7684\u505a\u6cd5\uff08\u89c1\u4e0a\u8868 1\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-096ef0b3aabeb9036130c1e0038b750f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-096ef0b3aabeb9036130c1e0038b750f.png\"><\/a><\/p>\n<p>\u7b2c\u4e94\u70b9\uff1aMirhoseini et al. \u6ca1\u6709\u8bf4\u660e\u88ab\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8d85\u8d8a\u7684\u4eba\u7c7b\u82af\u7247\u8bbe\u8ba1\u5e08\u7684\u8d44\u8d28\u6c34\u5e73\u3002\u6487\u5f00\u53ef\u590d\u73b0\u6027\u4e0d\u8c08\uff0c\u8fd9\u4e9b\u7ed3\u679c\u540e\u6765\u5728 Cheng et al. \u7684\u7814\u7a76\u4e2d\u88ab\u8bc1\u660e\u662f\u53ef\u4ee5\u8f7b\u6613\u6539\u8fdb\u7684\u3002\u00a0<\/p>\n<p>\u7b2c\u516d\u70b9\uff1aMirhoseini et al. \u58f0\u79f0\u6539\u5584\u4e86\u9762\u79ef\uff0c\u4f46\u82af\u7247\u9762\u79ef\u548c\u5b8f\u9762\u79ef\u5728\u5e03\u5c40\u8fc7\u7a0b\u4e2d\u5e76\u672a\u6539\u53d8\uff0c\u6807\u51c6\u5355\u5143\u9762\u79ef\u4e5f\u6ca1\u6709\u53d8\u5316\uff08\u53c2\u89c1\u8868 2\uff09\u3002\u00a0<\/p>\n<p>\u7b2c\u4e03\u70b9\uff1a\u5bf9\u4e8e\u7ed3\u679c\u968f\u65f6\u95f4\u63a8\u79fb\u800c\u4f18\u5316\u7684\u8fed\u4ee3\u7b97\u6cd5\uff0c\u5e94\u8be5\u516c\u5e73\u5730\u6bd4\u8f83\u6bcf\u4e2a\u6d4b\u8bd5\u7528\u4f8b\u5728\u76f8\u540c\u8fd0\u884c\u65f6\u95f4\u4e0b\u54ea\u4e2a\u5177\u6709\u66f4\u597d\u7684\u8d28\u91cf\u6307\u6807\uff0c\u6216\u5728\u76f8\u540c\u8d28\u91cf\u4e0b\u54ea\u4e2a\u5177\u6709\u66f4\u597d\u7684\u8fd0\u884c\u65f6\u95f4\uff0c\u6216\u4e24\u8005\u90fd\u6709\u6240\u6539\u8fdb\u3002Mirhoseini et al. \u6ca1\u6709\u63d0\u4f9b\u8fd9\u6837\u7684\u8bc1\u636e\u3002\u7279\u522b\u662f\uff0c\u5982\u679c\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u4f18\u5316\u4f7f\u7528\u4e86\u975e\u51e1\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u90a3\u4e48\u5728\u5176\u6700\u6709\u7ade\u4e89\u529b\u7684\u5f62\u5f0f\u4e2d\uff0c\u6a21\u62df\u9000\u706b\uff08SA\uff09\u4f18\u5316\u4e5f\u5e94\u5f53\u4f7f\u7528\u540c\u7b49\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u8fd9\u610f\u5473\u7740\u5728\u8bc4\u4f30\u548c\u6bd4\u8f83\u8fd9\u4e24\u79cd\u65b9\u6cd5\u7684\u6548\u679c\u65f6\uff0c\u5e94\u786e\u4fdd\u5b83\u4eec\u5728\u8d44\u6e90\u4f7f\u7528\u4e0a\u5904\u4e8e\u540c\u4e00\u6c34\u5e73\uff0c\u4ee5\u4fdd\u8bc1\u6bd4\u8f83\u7684\u516c\u6b63\u6027\u3002\u00a0<\/p>\n<p>\u5bf9\u4e8e\u4e13\u5bb6\u6765\u8bf4\uff0cMirhoseini et al. \u63d0\u51fa\u7684\u65b9\u6cd5\u4f3c\u4e4e\u5b58\u5728\u7f3a\u9677\uff0c\u4e3b\u8981\u8868\u73b0\u5728\uff1a<\/p>\n<p>H1. \u4e0e SOTA \u76f8\u6bd4\uff0c\u63d0\u51fa\u7684 RL \u4f7f\u7528\u4e86\u8fc7\u591a\u7684 CPU\/GPU \u8d44\u6e90\u3002\u56e0\u6b64\u5feb\u901f\u82af\u7247\u8bbe\u8ba1\u7684\u8bf4\u6cd5\u9700\u8981\u4ed4\u7ec6\u8bc1\u5b9e\u3002<\/p>\n<p>H2. \u9010\u4e2a\u653e\u7f6e\u5b8f\u662f\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u7136\u800c\u5373\u4f7f\u5728\u6df1\u5ea6 RL \u7684\u9a71\u52a8\u4e0b\uff0c\u9010\u4e2a\u653e\u7f6e\u770b\u8d77\u6765\u4e5f\u5f88\u4e0d\u65b9\u4fbf\u3002<\/p>\n<p>H3. Mirhoseini et al. \u4f7f\u7528\u4e86\u4e0e 20 \u591a\u5e74\u524d\u7c7b\u4f3c\u7684\u7535\u8def\u5206\u533a\uff08\u805a\u7c7b\uff09\u65b9\u6cd5\u3002\u4f17\u6240\u5468\u77e5\uff0c\u8fd9\u4e9b\u6280\u672f\u4e0e\u4e92\u8fde\u4f18\u5316\u76ee\u6807\u6709\u6240\u4e0d\u540c\u3002<\/p>\n<p>H4. \u00a0Mirhoseini et al. \u5c06\u5b8f\u7684\u4f4d\u7f6e\u9650\u5236\u5728\u4e00\u4e2a\u7c97\u7c92\u5ea6\u7684\u7f51\u683c\u4e0a\uff0c\u800c\u6700\u65b0\u7684\u65b9\u6cd5\u5219\u907f\u514d\u4e86\u8fd9\u79cd\u9650\u5236\u3002\u5728\u56fe 1\uff08\u5de6\uff09\u4e2d\uff0c\u5b8f\u88ab\u81ea\u7531\u653e\u7f6e\uff0c\u4f46\u8c37\u6b4c\u7684\u5f3a\u5316\u5b66\u4e60\u503e\u5411\u4e8e\u5c06\u5b8f\u5206\u6563\u5f00\u6765\uff0c\u5e76\u4e14\u4e0d\u5141\u8bb8\u5728\u5982\u56fe 1\uff08\u5de6\uff09\u4e2d\u5fc3\u8fd9\u6837\u7684\u5927\u533a\u57df\u5185\u653e\u7f6e\u5355\u5143\u3002\u56fe 2 \u5c55\u793a\u4e86\u8fd9\u79cd\u5dee\u5f02\u3002\u8fd9\u8868\u660e\uff0c\u867d\u7136\u5f3a\u5316\u5b66\u4e60\u6280\u672f\u5728\u5904\u7406\u67d0\u4e9b\u8bbe\u8ba1\u4efb\u52a1\u4e0a\u5177\u6709\u6f5c\u529b\uff0c\u4f46\u5176\u5728\u5904\u7406\u5927\u89c4\u6a21\u7535\u8def\u8bbe\u8ba1\u65f6\u53ef\u80fd\u9700\u8981\u4f9d\u8d56\u4e8e\u7b80\u5316\u7684\u7f51\u683c\u7cfb\u7edf\uff0c\u8fd9\u53ef\u80fd\u9650\u5236\u4e86\u5176\u4f18\u5316\u6548\u679c\u548c\u5e94\u7528\u8303\u56f4\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-27be1aa65e2352bf69cb4cd027823c1e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-27be1aa65e2352bf69cb4cd027823c1e.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-03911523ad79400bdacddea6e91e6f14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-03911523ad79400bdacddea6e91e6f14.png\"><\/a><\/p>\n<p>H5.Mirhoseini et al. \u4f7f\u7528\u7684\u529b\u5bfc\u5411\u653e\u7f6e\u6280\u672f\uff0c\u4ecd\u6709\u5f88\u5927\u7684\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n<p>\u9664\u4e86\u4e0a\u8ff0\u5185\u5bb9\uff0c\u8fd8\u6709\u503c\u5f97\u6000\u7591\u7684\u57fa\u51c6\u3002Nature \u6742\u5fd7\u4f7f\u7528\u4e86\u591a\u4e2a\u57fa\u51c6\u6765\u5ba3\u79f0\u6240\u63d0\u6280\u672f\u7684\u4f18\u8d8a\u6027\u3002\u7136\u800c\u4eba\u7c7b\u57fa\u51c6\u6ca1\u6709\u8bb0\u5f55\uff0c\u5e76\u4e14\u4e0d\u53ef\u590d\u73b0\u3002<\/p>\n<p>B1. Mirhoseini et al. \u548c\u8868 1 \u4e2d\u7684\u5173\u952e\u7ed3\u679c\u7ed9\u51fa\u4e86\u4e94\u4e2a TPU \u8bbe\u8ba1\u6a21\u5757\u7684\u82af\u7247\u6307\u6807\u3002\u4f46\u4e0e SA \u7684\u6bd4\u8f83\u5e76\u6ca1\u6709\u62a5\u544a\u8fd9\u4e9b\u82af\u7247\u6307\u6807\u3002<\/p>\n<p>B2. Mirhoseini et al. \u63d0\u5230\uff0c\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7684\u7ed3\u679c\u7ecf\u8fc7\u4e86\u6a21\u62df\u9000\u706b\uff08SA\uff09\u7684\u540e\u5904\u7406\uff0c\u4f46\u7f3a\u4e4f\u6d88\u878d\u7814\u7a76\u6765\u8bc4\u4f30 SA \u5bf9\u82af\u7247\u6307\u6807\u7684\u5f71\u54cd\u3002<\/p>\n<p>B3. \u5728 Mirhoseini et al. \u7684\u7814\u7a76\u4e2d\uff0cRePlAce \u88ab\u7528\u4f5c\u57fa\u51c6\uff0c\u4f46\u8fd9\u79cd\u4f7f\u7528\u65b9\u5f0f\u4e0e\u5176\u9884\u671f\u7528\u9014\u4e0d\u4e00\u81f4\u3002<\/p>\n<p>B4. Mirhoseini et al. \u6ca1\u6709\u63cf\u8ff0\u5728\u6a21\u62df\u9000\u706b\uff08SA\uff09\u4e2d\u5982\u4f55\u521d\u59cb\u5316\u5b8f\u4f4d\u7f6e\uff0c\u8fd9\u8868\u660e\u4f5c\u8005\u53ef\u80fd\u91c7\u7528\u4e86\u4e00\u79cd\u53ef\u4ee5\u6539\u8fdb\u7684\u7b80\u5355\u65b9\u6cd5\u3002\u540e\u6765\uff0cBae et al. \u786e\u5b9a\u4e86 SA \u57fa\u7ebf\u4e2d\u7684\u66f4\u591a\u7f3a\u70b9\uff0c\u800c Cheng et al. \u4e5f\u8bc1\u5b9e\u4e86\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n<p><strong>\u66f4\u591a\u8bc1\u636e<\/strong><\/p>\n<p>\u90a3\u7bc7 Nature \u8bba\u6587\u53d1\u8868\u51e0\u4e2a\u6708\u540e\uff0c\u90a3\u662f\u5728\u6700\u521d\u9636\u6bb5\u7684\u4e89\u8bae\u4e4b\u540e\uff0cBae et al.\u3001\u8c37\u6b4c\u7684\u6587\u6863\u548c\u5f00\u6e90\u4ee3\u7801\u3001Nature \u540c\u884c\u8bc4\u8bae\u3001Yue et al. \u7ed9\u51fa\u4e86\u66f4\u591a\u6570\u636e\u3002<\/p>\n<p>Nature \u7ed9\u51fa\u4e86\u5bf9 Mirhoseini et al. \u7684\u540c\u884c\u8bc4\u8bae\u6587\u4ef6\u4ee5\u53ca\u4f5c\u8005\u7684\u53cd\u9a73\u3002\u5728\u6f2b\u957f\u7684\u6765\u56de\u6c9f\u901a\u4e2d\uff0c\u4f5c\u8005\u5411\u5ba1\u7a3f\u4eba\u4fdd\u8bc1\uff0c\u5b8f\u7684\u4f4d\u7f6e\u5728 RL \u653e\u7f6e\u540e\u6ca1\u6709\u88ab\u4fee\u6539\uff0c\u8bc1\u5b9e\u4e86\u5b8f\u662f\u7c97\u7c92\u5ea6\u7f51\u683c\u653e\u7f6e\u7684\u3002\u5728\u51e0\u4efd\u6295\u7a3f\u4e2d\uff0cBae et al. \u5b9e\u73b0\u4e86 Nature \u5ba1\u7a3f\u4eba\u7684\u8981\u6c42\uff0c\u5e76\u5728 17 \u4e2a\u516c\u5f00\u82af\u7247\u8bbe\u8ba1\u793a\u4f8b\u4e0a\u5bf9\u8c37\u6b4c\u7684\u6280\u672f\u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5\uff0c\u7ed3\u679c\u8868\u660e\uff1a\u5148\u524d\u7684\u65b9\u6cd5\u660e\u663e\u4f18\u4e8e\u8c37\u6b4c RL\u3002<\/p>\n<p>\u7f8e\u56fd\u548c\u5fb7\u56fd\u7684\u4e00\u4e9b\u6559\u6388\u516c\u5f00\u8868\u8fbe\u4e86\u5bf9\u8fd9\u7bc7 Nature \u8bba\u6587\u7684\u8d28\u7591\u3002\u5f53\u7814\u7a76\u4eba\u5458\u6ce8\u610f\u5230\u8c37\u6b4c\u5f00\u6e90\u7248\u672c\u4e2d\u7684\u7f3a\u9677\u65f6\uff0c\u4f8b\u5982\u5206\u7ec4\uff08\u805a\u7c7b\uff09\u6d41\u7a0b\uff0c\u8c37\u6b4c\u5de5\u7a0b\u5e08\u53d1\u5e03\u4e86\u66f4\u591a\u4ee3\u7801\uff08\u4f46\u4e0d\u662f\u5168\u90e8\uff09\uff0c\u8fd9\u53cd\u5012\u5f15\u53d1\u4e86\u66f4\u591a\u95ee\u9898\u3002<\/p>\n<p>\u53c8\u8fc7\u4e86\u4e00\u5e74\uff0c\u6700\u521d\u7684\u6000\u7591\u53d8\u5927\u4e86\uff0c\u56e0\u4e3a\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u5b8f\u5e03\u5c40\u4e0d\u5c40\u9650\u4e8e\u7f51\u683c\u65f6\uff0c\u4eba\u7c7b\u8bbe\u8ba1\u5e08\u548c\u5546\u7528 EDA \u5de5\u5177\u7684\u8868\u73b0\u5747\u4f18\u4e8e\u8c37\u6b4c\u8fd9\u4e2a\u65b9\u6cd5\u3002\u5728 Cheng et al. \u7684\u8868 2 \u4e2d\uff0c\u4f5c\u8005\u4f30\u8ba1\u4e86\u901a\u8fc7 RL \u4f18\u5316\u7684\u4ee3\u7406\u6210\u672c\u51fd\u6570\u4e0e Nature \u8bba\u6587\u8868 1 \u4e2d\u4f7f\u7528\u7684\u82af\u7247\u6307\u6807\u7684\u79e9\u76f8\u5173\u6027\u3002Cheng et al. \u5728\u8868 3 \u4e2d\u4f30\u8ba1\u4e86\u57fa\u4e8e RL \u7684\u4f18\u5316\u4e4b\u540e\uff0c\u82af\u7247\u6307\u6807\u7684\u5e73\u5747\u503c\u548c\u6807\u51c6\u5dee\u3002<\/p>\n<p>\u672c\u6587\u7684\u8868 2 \u7ed9\u51fa\u4e86\u4e00\u4e9b\u603b\u7ed3\uff0c\u53ef\u4ee5\u770b\u5230\u6240\u6709\u82af\u7247\u6307\u6807\u7684\u79e9\u76f8\u5173\u6027\u90fd\u5f88\u4f4e\uff0c\u800c TNS \u548c WNS \u7684\u566a\u58f0\u7a0b\u5ea6\u5f88\u9ad8\u3002<\/p>\n<p>\u56e0\u6b64\uff0cMirhoseini et al. \u5bf9 TNS \u548c WNS \u7684\u4f18\u5316\u4f9d\u8d56\u4e8e\u6709\u7f3a\u9677\u7684\u4ee3\u7406\uff0c\u5e76\u4ea7\u751f\u4e86\u7edf\u8ba1\u610f\u4e49\u53ef\u7591\u7684\u7ed3\u679c\u3002\u53ef\u4ee5\u6ce8\u610f\u5230\uff0c\u5728 Ariane-NG45 \u4ee5\u53ca BlackParrot-NG45 \u4e0a\u7684 TNS \u7684 \u03c3\/|\u03bc | &gt; 0.5\u3002\u9664\u4e86\u5a92\u4f53\u7684\u6279\u8bc4\uff0cMirhoseini et al. \u4e5f\u53d7\u5230\u4e86\u4e09\u4f4d\u7f8e\u56fd\u6559\u6388\u7684\u8d28\u7591\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ccb399577e388cb1342a6dba9bf6c70a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ccb399577e388cb1342a6dba9bf6c70a.png\"><\/a><\/p>\n<p><strong>\u672a\u516c\u5f00\u4f7f\u7528\u5546\u4e1a\u5de5\u5177\u7684 (x, y) \u4f4d\u7f6e<\/strong><\/p>\n<p>UCSD \u7684\u90a3\u7bc7\u8bba\u6587\u4e2d\u7ed9\u51fa\u4e86\u5f3a\u6709\u529b\u7684\u8bc1\u636e\u548c\u8c37\u6b4c\u5de5\u7a0b\u5e08\u7684\u786e\u8ba4\uff0c\u8868\u660e\u4f5c\u8005\u9690\u7792\u4e86\u4e00\u4e2a\u5173\u952e\u7ec6\u8282\uff1a\u5728\u5bf9\u8f93\u5165\u7f51\u8868\u8fdb\u884c\u805a\u7c7b\u65f6\uff0c\u8c37\u6b4c\u4ee3\u7801\u4e2d\u7684 CT merge \u4f1a\u8bfb\u53d6\u4e00\u4e2a\u4f4d\u7f6e\u4ee5\u6839\u636e\u4f4d\u7f6e\u91cd\u7ec4\u96c6\u7fa4\u3002\u4e3a\u4e86\u751f\u6210\u5b8f\u7684 (x, y) \u4f4d\u7f6e\uff0c\u8bba\u6587\u7684\u4f5c\u8005\u4f7f\u7528\u4e86 Synopsys \u7684\u5546\u4e1a EDA \u5de5\u5177\u751f\u6210\u7684\u6240\u6709\u7535\u8def\u5143\u4ef6\uff08\u5305\u62ec\u5b8f\uff09\u7684\u521d\u59cb (x, y) \u4f4d\u7f6e\u3002<\/p>\n<p>Mirhoseini et al. \u7684\u4e3b\u8981\u4f5c\u8005\u786e\u8ba4\u4f7f\u7528\u4e86\u8fd9\u4e00\u6b65\u9aa4\uff0c\u5e76\u58f0\u79f0\u8fd9\u5e76\u4e0d\u91cd\u8981\u3002\u4f46\u5728 Cheng et al. \u7684\u8bba\u6587\u4e2d\uff0c\u8be5\u6b65\u9aa4\u53ef\u5c06\u5173\u952e\u6307\u6807\u63d0\u9ad8 7-10%\u3002\u56e0\u6b64\uff0cMirhoseini et al. \u7684\u7ed3\u679c\u9700\u8981\u672a\u88ab\u660e\u786e\u8bf4\u660e\u7684\u7b97\u6cd5\u6b65\u9aa4\uff0c\u4f8b\u5982\u4ece\u5546\u4e1a\u8f6f\u4ef6\u4e2d\u83b7\u53d6 (x, y) \u6570\u636e\u3002<\/p>\n<p>Cheng et al. \u7684\u8bba\u6587\u4e2d\u8fd8\u5217\u4e3e\u4e86\u66f4\u591a\u672a\u5728\u8bba\u6587\u4e2d\u8bf4\u660e\u7684\u6280\u672f\uff0c\u5176\u4e2d\u8fd8\u63d0\u5230\u4e86 Nature \u8bba\u6587\u3001\u5176\u6e90\u4ee3\u7801\u4e0e\u8c37\u6b4c\u82af\u7247\u8bbe\u8ba1\u5b9e\u9645\u4f7f\u7528\u7684\u4ee3\u7801\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u8fd9\u4e9b\u5dee\u5f02\u5305\u62ec\u4ee3\u7406\u6210\u672c\u51fd\u6570\u4e2d\u9879\u7684\u7279\u5b9a\u6743\u91cd\u3001\u4e0e\u7535\u8def\u4e0d\u540c\u7684\u90bb\u63a5\u77e9\u9635\u6784\u9020\uff0c\u4ee5\u53ca Mirhoseini et al. \u7684\u8bba\u6587\u4e2d\u6ca1\u6709\u6e90\u4ee3\u7801\u6216\u5b8c\u6574\u63cf\u8ff0\u7684\u51e0\u4e2a\u300c\u9ed1\u7bb1\u300d\u5143\u7d20\u3002Bae et al.\u3001Cheng et al.\u3001Macro Placement Repo \u63d0\u4f9b\u4e86\u7f3a\u5931\u7684\u63cf\u8ff0\u3002\u6b64\u5916\uff0cMirhoseini et al. \u7684\u7ed3\u679c\u4e0e\u6240\u7528\u65b9\u6cd5\u4e0d\u7b26\uff0c\u56e0\u4e3a\u8bba\u6587\u4e2d\u6ca1\u6709\u63d0\u5230\u4e00\u4e9b\u5173\u952e\u7ec4\u4ef6\u3002\u4ec5\u51ed\u63cf\u8ff0\u65e0\u6cd5\u590d\u73b0\u5176\u7ed3\u679c\u548c\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u8bad\u7ec3\u6570\u636e\u548c\u6d4b\u8bd5\u6570\u636e\u4e4b\u95f4\u5b58\u5728\u6570\u636e\u6cc4\u6f0f<\/strong><\/p>\n<p>\u6839\u636e Mirhoseini et al. \u7684\u8bf4\u6cd5\uff0c\u300c\u5f53\u6211\u4eec\u5c06\u7b56\u7565\u7f51\u7edc\u66b4\u9732\u7ed9\u66f4\u591a\u79cd\u7c7b\u7684\u82af\u7247\u8bbe\u8ba1\u65f6\uff0c\u5b83\u5c31\u4e0d\u592a\u5bb9\u6613\u8fc7\u5ea6\u62df\u5408\u3002\u300d<\/p>\n<p>\u4f46\u8c37\u6b4c Team 1 \u540e\u6765\u5728 Yue et al. \u4e2d\u8868\u660e\uff0c\u5bf9\u300c\u591a\u6837\u5316 TPU \u5757\u300d\u8fdb\u884c\u9884\u8bad\u7ec3\u5e76\u6ca1\u6709\u63d0\u9ad8\u7ed3\u679c\u8d28\u91cf\u3002\u5bf9\u300c\u4ee5\u524d\u7684\u7f51\u8868\u7248\u672c\u300d\u8fdb\u884c\u9884\u8bad\u7ec3\u4f1a\u7a0d\u5fae\u63d0\u9ad8\u8d28\u91cf\u3002\u5bf9 RL \u8fdb\u884c\u9884\u8bad\u7ec3\u5e76\u5728\u7c7b\u4f3c\u8bbe\u8ba1\u4e0a\u5bf9\u5176\u8fdb\u884c\u8bc4\u4f30\u53ef\u80fd\u662f Mirhoseini et al. \u65b9\u6cd5\u8bba\u4e2d\u7684\u4e00\u4e2a\u4e25\u91cd\u7f3a\u9677\u3002\u7531\u4e8e\u8c37\u6b4c\u6ca1\u6709\u53d1\u5e03\u4e13\u6709\u7684 TPU \u8bbe\u8ba1\u6216\u6bcf\u4e2a\u8bbe\u8ba1\u7684\u7edf\u8ba1\u6570\u636e\uff0c\u6240\u4ee5\u65e0\u6cd5\u6bd4\u8f83\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6570\u636e\u3002<\/p>\n<p><strong>\u53ef\u80fd\u7684\u5c40\u9650\u6027<\/strong><\/p>\n<p>Mirhoseini et al. \u6ca1\u6709\u900f\u9732\u5176\u65b9\u6cd5\u7684\u4e3b\u8981\u5c40\u9650\u6027\uff0c\u4f46\u5374\u8868\u793a\u5176\u53ef\u5728\u66f4\u5e7f\u6cdb\u7684\u7ec4\u5408\u4f18\u5316\u4e2d\u53d6\u5f97\u6210\u529f\u3002Mirhoseini et al. \u4e2d\u7684 Ariane \u8bbe\u8ba1\u663e\u793a\u4e86\u76f8\u540c\u5927\u5c0f\u7684\u5b8f\u6a21\u5757\uff1a\u8fd9\u662f\u4e00\u4e2a\u6f5c\u5728\u7684\u9650\u5236\uff0c\u56e0\u4e3a\u5546\u7528\u82af\u7247\u8bbe\u8ba1\u901a\u5e38\u4f1a\u4f7f\u7528\u591a\u79cd\u4e0d\u540c\u7684\u5b8f\u5c3a\u5bf8\u3002\u7136\u800c\uff0c\u4ed6\u4eec\u6ca1\u6709\u62a5\u544a\u6bcf\u4e2a TPU \u5757\u7684\u57fa\u672c\u7edf\u8ba1\u6570\u636e\uff1a\u5b8f\u7684\u6570\u91cf\u53ca\u5176\u5f62\u72b6\u3001\u8bbe\u8ba1\u9762\u79ef\u5229\u7528\u7387\u4ee5\u53ca\u5b8f\u5360\u7528\u7684\u9762\u79ef\u5206\u6570\u3002\u6839\u636e\u540c\u884c\u8bc4\u8bae\u548c\u8c37\u6b4c\u5de5\u7a0b\u5e08\u5bf9 Cheng et al. \u4f5c\u8005\u7684\u6307\u5bfc\uff0cTPU \u5757\u7684\u9762\u79ef\u5229\u7528\u7387\u4f3c\u4e4e\u4f4e\u4e8e\u5178\u578b\u7684\u5546\u7528\u82af\u7247\u8bbe\u8ba1\u3002<\/p>\n<p>\u8c37\u6b4c RL \u5728 Bae et al. \u548c Cheng et al. \u4e2d\u4f7f\u7528\u7684 Adya \u548c Markov \u7684\u5177\u6709\u6311\u6218\u6027\u7684\u516c\u5171\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8868\u73b0\u4e0d\u4f73\uff08\u5982\u56fe 2 \u6240\u793a\uff09\uff0c\u8fd9\u8868\u660e\u5b58\u5728\u672a\u516c\u5f00\u7684\u5c40\u9650\u6027\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u53ef\u80fd\u7684\u9650\u5236\u662f\u5bf9\u9884\u7f6e\uff08\u56fa\u5b9a\uff09\u5b8f\u7684\u5904\u7406\u4e0d\u5f53\uff0c\u8fd9\u5728\u884c\u4e1a\u5e03\u5c40\u4e2d\u5f88\u5e38\u89c1\uff0c\u4f46 Mirhoseini et al. \u6ca1\u6709\u8ba8\u8bba\u8fc7\u3002\u901a\u8fc7\u5e72\u6270\u9884\u7f6e\u5b8f\uff0c\u7f51\u683c\u5316\u53ef\u80fd\u4f1a\u5f71\u54cd\u5b9e\u8df5\u4e2d\u7684\u53ef\u7528\u6027\u3002<\/p>\n<p>\u5728\u516c\u5171\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u8868\u73b0\u4e0d\u4f73\u7684\u539f\u56e0\u4e5f\u53ef\u80fd\u662f\u7531\u4e8e\u5bf9\u4e13\u6709 TPU \u8bbe\u8ba1\u7684\u8fc7\u5ea6\u62df\u5408\u3002<\/p>\n<p><strong>\u4f7f\u7528\u4e2d\u7b49\u7684\u6a21\u62df\u9000\u706b\u57fa\u7ebf<\/strong><\/p>\n<p>\u8c37\u6b4c Team 2 \u7684\u66f4\u5f3a\u57fa\u51c6\u8bba\u6587\u300aStronger baselines for evaluating deep reinforcement learning in chip placement\u300b\u901a\u8fc7\u5728 swap\u3001shift \u548c mirror \u64cd\u4f5c\u4e2d\u6dfb\u52a0 move \u548c shuffle \u64cd\u4f5c\uff0c\u6539\u8fdb\u4e86\u8c37\u6b4c Team 1 \u5728 Mirhoseini et al. \u4e2d\u4f7f\u7528\u7684\u5e76\u884c SA\u3002\u5728\u4f18\u5316\u76f8\u540c\u7684\u76ee\u6807\u51fd\u6570\u65f6\uff0c\u8fd9\u79cd\u6539\u8fdb\u7684 SA \u901a\u5e38\u4f1a\u5728\u66f4\u77ed\u7684\u65f6\u95f4\u5185\u4ea7\u751f\u6bd4 RL \u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n<p>Cheng et al. \u901a\u8fc7\u72ec\u7acb\u5b9e\u73b0 SA \u590d\u73b0\u4e86 Bae et al. \u7684\u5b9a\u6027\u7ed3\u8bba\uff0c\u53d1\u73b0 SA \u7ed3\u679c\u7684\u65b9\u5dee\u5c0f\u4e8e RL \u7ed3\u679c\u3002<\/p>\n<p>\u6b64\u5916\uff0cBae et al. \u4e3a SA \u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u5feb\u901f\u7684\u5b8f\u521d\u59cb\u5316\u542f\u53d1\u5f0f\u65b9\u6cd5\uff0c\u5e76\u5728\u6bd4\u8f83 RL \u4e0e SA \u65f6\u53ef\u5747\u8861\u8ba1\u7b97\u65f6\u95f4\u3002<\/p>\n<p>\u9274\u4e8e SA \u5728 1980 \u5230 1990 \u5e74\u4ee3\u88ab\u5e7f\u6cdb\u4f7f\u7528\uff0c\u4e0e\u5f31\u7684 SA \u57fa\u7ebf\u76f8\u6bd4\uff0c\u81ea\u7136\u4f1a\u5bfc\u81f4\u65b0\u7684 RL \u6280\u672f\u88ab\u9ad8\u4f30\u3002<\/p>\n<p><strong>\u8fd9\u7bc7 Nature \u8bba\u6587\u662f\u5426\u63d0\u9ad8\u4e86\u73b0\u6709\u6280\u672f\u6c34\u5e73\uff1f<\/strong><\/p>\n<p>Nature \u6742\u5fd7\u7684\u793e\u8bba\u5728\u8ba8\u8bba\u8be5\u8bba\u6587\u65f6\u63a8\u6d4b\uff1a\u300c\u8fd9\u662f\u4e00\u9879\u91cd\u8981\u7684\u6210\u5c31\uff0c\u5c06\u5bf9\u52a0\u901f\u4f9b\u5e94\u94fe\u4ea7\u751f\u5de8\u5927\u7684\u5e2e\u52a9\u3002\u300d<\/p>\n<p>\u4f46\u5728\u591a\u5bb6\u82af\u7247\u8bbe\u8ba1\u548c EDA \u516c\u53f8\u8fdb\u884c\u8bc4\u4f30\u548c\u590d\u73b0\u5c1d\u8bd5\u540e\uff0c\u53ef\u4ee5\u80af\u5b9a\u5730\u5f97\u51fa\u7ed3\u8bba\uff0c\u8fd9\u7bc7 Nature \u8bba\u6587\u6ca1\u6709\u53d6\u5f97\u4efb\u4f55\u91cd\u8981\u6210\u5c31\uff0c\u56e0\u4e3a\u4ee5\u524d\u7684\u82af\u7247\u8bbe\u8ba1\u8f6f\u4ef6\uff0c\u7279\u522b\u662f\u6765\u81ea Cadence Design Systems \u7684\u8f6f\u4ef6\uff0c\u53ef\u4ee5\u66f4\u5feb\u5730\u4ea7\u751f\u66f4\u597d\u7684\u5e03\u5c40\u3002\u5982\u679c\u8be5\u8bba\u6587\u7684\u5ba1\u7a3f\u4eba\u6216\u516c\u4f17\u90fd\u77e5\u9053\u8fd9\u4e9b\u4e8b\u5b9e\uff0c\u90a3\u4e48\u8be5\u8bba\u6587\u5173\u4e8e\u6539\u8fdb TPU \u8bbe\u8ba1\u7684\u4e3b\u5f20\u5c06\u662f\u8352\u8c2c\u7684\u3002\u00a0<\/p>\n<p>\u8fd9\u7bc7 Nature \u8bba\u6587\u58f0\u79f0\u4eba\u7c7b\u6bd4\u5546\u4e1a EDA \u5de5\u5177\u4ea7\u751f\u4e86\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u4f46\u6ca1\u6709\u7ed9\u51fa\u8bc1\u5b9e\u3002<\/p>\n<p>\u8c37\u6b4c Team 2 \u548c UCSD \u56e2\u961f\u91c7\u7528\u4e0d\u540c\u7684\u65b9\u6cd5\u5c06 Mirhoseini et al. \u4e2d\u7684\u65b9\u6cd5\u4e0e\u57fa\u7ebf\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\uff0c\u7d2f\u79ef\u62a5\u544a\u4e86\u4e0e\u5546\u4e1a EDA \u5de5\u5177\u3001\u4eba\u7c7b\u8bbe\u8ba1\u5e08\u3001\u5b66\u672f\u8f6f\u4ef6\u4ee5\u53ca SA \u7684\u4e24\u4e2a\u72ec\u7acb\u81ea\u5b9a\u4e49\u5b9e\u73b0\u7684\u6bd4\u8f83\u7ed3\u679c\u3002<\/p>\n<p>\u8c37\u6b4c Team 2 \u9075\u5faa Mirhoseini et al. \u4e2d\u7684\u63cf\u8ff0\uff0c\u6ca1\u6709\u63d0\u4f9b\u521d\u59cb\u5e03\u5c40\u4fe1\u606f\u3002UCSD \u56e2\u961f\u8bd5\u56fe\u590d\u73b0\u8c37\u6b4c\u5b9e\u9645\u6240\u505a\u7684\u4e8b\u60c5\u4ee5\u4ea7\u751f\u7ed3\u679c\uff08\u7f3a\u4e4f Mirhoseini et al. \u7684\u8be6\u7ec6\u4fe1\u606f\uff09\u3002<\/p>\n<p>\u8c37\u6b4c Team 2 \u53ef\u4ee5\u8bbf\u95ee TPU \u8bbe\u8ba1\u6a21\u5757\uff0c\u5e76\u8bc1\u660e\u9884\u8bad\u7ec3\u7684\u5f71\u54cd\u5b9e\u9645\u4e0a\u5f88\u5c0f\u3002<\/p>\n<p>\u5c3d\u7ba1 UCSD \u56e2\u961f\u65e0\u6cd5\u8bbf\u95ee\u8c37\u6b4c\u7684\u8bad\u7ec3\u6570\u636e\u548c\u4ee3\u7801\uff0c\u4f46\u8fd8\u662f\u83b7\u5f97\u4e86\u4e0e Mirhoseini et al. \u7c7b\u4f3c\u7684\u7ed3\u679c\uff0c\u65e0\u9700\u9884\u8bad\u7ec3\u3002\u4ed6\u4eec\u8fd8\u6309\u7167\u8c37\u6b4c Team 2 \u7684\u6307\u4ee4\u91cd\u65b0\u5b9e\u73b0\u4e86 SA\uff0c\u5e76\u5f15\u5165\u4e86\u51e0\u4e2a\u65b0\u7684\u82af\u7247\u8bbe\u8ba1\u793a\u4f8b\uff08\u8868 1\uff09\u3002<\/p>\n<p>Nature \u8bba\u6587\u4e2d RePlAce \u7684\u4f7f\u7528\u65b9\u5f0f\u4e0e\u5176\u9884\u671f\u7528\u9014\u4e0d\u4e00\u81f4\u3002Bae et al.\u3001Cheng et al. \u901a\u8fc7\u6b63\u786e\u4f7f\u7528 RePlAce\uff0c \u5728 ICCAD 2004 \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e3a RePlAce \u53d6\u5f97\u4e86\u51fa\u8272\u7684\u7ed3\u679c\u3002<\/p>\n<p>Nature \u8bba\u6587\u4e2d\u4f7f\u7528\u7684\u6a21\u62df\u9000\u706b\u7684\u5b9e\u73b0\u5b58\u5728\u969c\u788d\uff0c\u6d88\u9664\u969c\u788d\uff08\u5728\u540c\u4e00\u6e90\u4ee3\u7801\u5e93\u4e2d\uff09\u6539\u8fdb\u4e86\u7ed3\u679c\u3002\u5982\u679c\u6b63\u786e\u5b9e\u73b0\uff0cSA \u4f1a\u4f7f\u7528\u66f4\u5c11\u7684\u8fd0\u884c\u65f6\u95f4\u4ea7\u751f\u6bd4\u8c37\u6b4c CT\/RL \u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u4e14\u4e24\u8005\u90fd\u88ab\u8d4b\u4e88\u76f8\u540c\u7684\u4ee3\u7406\u6210\u672c\u51fd\u6570\u3002Bae et al.\u3001Cheng et al. \u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u4e0e\u8c37\u6b4c CT\/RL \u76f8\u6bd4\uff0cSA \u6301\u7eed\u6539\u8fdb\u4e86\u7ebf\u957f\u548c\u529f\u7387\u6307\u6807\u3002\u5bf9\u4e8e\u7535\u8def\u65f6\u5e8f\u6307\u6807 TNS \u548c WNS\uff0cSA \u4ea7\u751f\u7684\u566a\u58f0\u8f83\u5c0f\uff0c\u4f46\u4e0e RL \u7684\u7ed3\u679c\u76f8\u5f53\u3002\u56de\u60f3\u4e00\u4e0b\uff0cSA \u548c RL \u4f18\u5316\u7684\u4ee3\u7406\u51fd\u6570\u4e0d\u5305\u62ec\u65f6\u5e8f\u6307\u6807\uff0c\u8fd9\u4f7f\u5f97 SA \u6216 RL \u5b9e\u73b0\u8fd9\u4e9b\u6539\u8fdb\u7684\u65ad\u8a00\u663e\u5f97\u5f88\u53ef\u7591\u3002<\/p>\n<p>\u8c37\u6b4c CT\/RL \u672a\u80fd\u5728\u4eba\u7c7b\u57fa\u7ebf\u3001\u5546\u4e1a EDA \u5de5\u5177\u548c SA \u7684\u8d28\u91cf\u4e0a\u6709\u6240\u63d0\u9ad8\u3002\u5b83\u4e5f\u6ca1\u6709\u6539\u8fdb\u8fd0\u884c\u65f6 SOTA\uff08\u8868 3\uff09\uff0c\u5e76\u4e14\u4f5c\u8005\u6ca1\u6709\u900f\u9732\u6bcf\u4e2a\u8bbe\u8ba1\u6570\u636e\u6216\u8bbe\u8ba1\u8fc7\u7a0b\u7684\u65f6\u95f4\u3002\u5982\u679c\u914d\u7f6e \/ \u5b9e\u73b0\u5f97\u5f53\uff0cRePlAce \u548c SA \u4f1a\u63d0\u4f9b\u66f4\u5f3a\u7684\u57fa\u7ebf\u3002<\/p>\n<p><strong>\u5bf9\u8fd9\u7bc7 Nature \u8bba\u6587\u6279\u8bc4\u7684\u53cd\u9a73<\/strong><\/p>\n<p>\u5c3d\u7ba1\u5a92\u4f53\u8fdb\u884c\u4e86\u6279\u8bc4\u5e76\u63d0\u51fa\u4e86\u6280\u672f\u95ee\u9898\uff0c\u4f46\u4f5c\u8005\u672a\u80fd\u6d88\u9664 Mirhoseini et al. \u7684\u65b9\u6cd5\u548c\u7ed3\u679c\u7684\u590d\u73b0\u7684\u5269\u4f59\u969c\u788d\u3002<\/p>\n<p>UCSD \u56e2\u961f\u7684\u5de5\u7a0b\u52aa\u529b\u514b\u670d\u4e86\u8fd9\u4e9b\u969c\u788d\uff0c\u4ed6\u4eec\u8ddf\u8fdb\u4e86\u8c37\u6b4c Team 2 \u6279\u8bc4 Nature \u8bba\u6587\u7684\u5de5\u4f5c\uff0c\u7136\u540e\u5206\u6790\u4e86\u5176\u4e2d\u7684\u8bb8\u591a\u95ee\u9898\u3002\u5728 CT \u4ee3\u7801\u5e93\u51fa\u73b0\u4e4b\u524d\uff0c\u8c37\u6b4c Team 2 \u5c31\u53ef\u4ee5\u8bbf\u95ee\u8c37\u6b4c TPU \u8bbe\u8ba1\u548c\u8bba\u6587\u4e2d\u4f7f\u7528\u7684\u6e90\u4ee3\u7801\u3002Cheng et al. \u548c Macro Placement Repo \u7684 UCSD \u4f5c\u8005\u53ef\u4ee5\u8bbf\u95ee CT \u5e76\u53d7\u76ca\u4e8e\u8c37\u6b4c Team 1 \u5de5\u7a0b\u5e08\u7684\u957f\u671f\u53c2\u4e0e\uff0c\u4f46\u65e0\u6cd5\u8bbf\u95ee Bae et al. \u6216 Mirhoseini et al. \u4e2d\u4f7f\u7528\u7684 SA \u4ee3\u7801\u6216 CT \u6846\u67b6\u4e2d\u7f3a\u5931\u7684\u5176\u4ed6\u5173\u952e\u4ee3\u7801\u7247\u6bb5\u3002<\/p>\n<p>\u7136\u800c\uff0cBae et al.\u3001Cheng et al. \u7684\u7ed3\u679c\u4e0e Macro Placement Repo \u76f8\u4e92\u5370\u8bc1\uff0c\u5e76\u4e14\u4ed6\u4eec\u7684\u5b9a\u6027\u7ed3\u8bba\u662f\u4e00\u81f4\u7684\u3002UCSD \u7684 Ariane-NG45 \u7ed3\u679c\u4e0e Google Team 1 \u5de5\u7a0b\u5e08\u7684\u7ed3\u679c\u975e\u5e38\u5339\u914d\uff0cCheng et al. \u4e2d\u8868\u660e UCSD \u751f\u6210\u7684 Ariane-NG45 \u7684 CT \u8bad\u7ec3\u66f2\u7ebf\u4e0e Google Team 1 \u5de5\u7a0b\u5e08\u751f\u6210\u7684\u7ed3\u679c\u76f8\u5339\u914d\u3002\u8c37\u6b4c Team 1 \u5de5\u7a0b\u5e08\u4ed4\u7ec6\u5ba1\u67e5\u4e86\u8be5\u8bba\u6587\u4ee5\u53ca 2022 \u5e74\u79cb\u5b63\u548c 2023 \u5e74\u51ac\u5b63\u7684\u7814\u7a76\u7ed3\u679c\uff0c\u6ca1\u6709\u63d0\u51fa\u5f02\u8bae\u3002<\/p>\n<p>Nature \u8bba\u6587\u7684\u4e24\u4f4d\u4e3b\u8981\u4f5c\u8005\u4e8e 2022 \u5e74 8 \u6708\u79bb\u5f00\u8c37\u6b4c\uff0c\u4f46\u5728 2023 \u5e74 3 \u6708\uff0c\u4ed6\u4eec\u5bf9 Cheng et al. \u7684\u7ed3\u679c\u63d0\u51fa\u4e86\u53cd\u5bf9\u3002\u6ca1\u6709\u5f25\u8865\u539f\u5de5\u4f5c\u7684\u7f3a\u9677\u3002\u8fd9\u4e9b\u53cd\u5bf9\u610f\u89c1\u7acb\u5373\u5728\u5b8f\u5e03\u5c40\u4ee3\u7801\u5e93\u7684 FAQ \u90e8\u5206\u5f97\u5230\u89e3\u51b3\u3002\u5176\u4e2d\u4e00\u4e2a\u95ee\u9898\u662f Cheng et al. \u7684\u5b9e\u9a8c\u4e2d\u7f3a\u4e4f\u9884\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u9884\u8bad\u7ec3<\/strong><\/p>\n<p>Cheng et al. \u4f7f\u7528\u8c37\u6b4c Circuit CT \u5e93\u4e2d\u7684\u4ee3\u7801\u548c\u6307\u4ee4\u8fdb\u884c\u8bad\u7ec3\uff0c\u5176\u4e2d\u6307\u51fa\uff082023 \u5e74 6 \u6708\uff09\uff1a\u300c\u4ee5\u4e0b\u7ed3\u679c\u662f\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7684\u7ed3\u679c\uff0c\u56e0\u4e3a\u76ee\u524d\u65e0\u6cd5\u5171\u4eab\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u300d<\/p>\n<p>\u6839\u636e Macro Placement Repo \u4e2d\u7684 MacroPlacement FAQ\uff0cCheng et al. \u6ca1\u6709\u4f7f\u7528\u9884\u8bad\u7ec3\uff0c\u56e0\u4e3a\u6839\u636e\u8c37\u6b4c\u7684 CT FAQ\uff0c\u4e0d\u9700\u8981\u9884\u8bad\u7ec3\u6765\u91cd\u73b0 Mirhoseini et al. \u7684\u7ed3\u679c\u3002\u6b64\u5916\uff0c\u8c37\u6b4c\u6ca1\u6709\u516c\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<p>\u8c37\u6b4c Team 2 \u4f7f\u7528\u8c37\u6b4c\u5185\u90e8\u7684\u4ee3\u7801\u8bc4\u4f30\u9884\u8bad\u7ec3\uff0c\u53d1\u73b0\u5bf9\u4e0e SA \u6216 RePlAce \u7684\u6bd4\u8f83\u6ca1\u6709\u5f71\u54cd\u3002<\/p>\n<p>\u8c37\u6b4c Team 1 \u8868\u660e\u300c\u4e0d\u540c TPU \u5757\u300d\u7684\u9884\u8bad\u7ec3\u5e76\u6ca1\u6709\u6539\u5584\u7ed3\u679c\uff0c\u53ea\u6539\u5584\u4e86\u8fd0\u884c\u65f6\u95f4\u3002\u300c\u4ee5\u524d\u7684\u7f51\u8868\u7248\u672c\u300d\u7684\u9884\u8bad\u7ec3\u7565\u6709\u6539\u5584\u3002CT \u6587\u6863\u6216\u8bba\u6587\u672c\u8eab\u6ca1\u6709\u8ba8\u8bba\u3001\u62ab\u9732\u6216\u53d1\u5e03\u6b64\u7c7b\u5148\u524d\u7248\u672c\u3002\u00a0<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0cNature \u8bba\u6587\u7684\u4e3b\u8981\u4f5c\u8005\u5e0c\u671b\u5176\u4ed6\u4eba\u4f7f\u7528\u9884\u8bad\u7ec3\uff0c\u4f46\u4ed6\u4eec\u6ca1\u6709\u8db3\u591f\u8be6\u7ec6\u5730\u63cf\u8ff0\u5b83\u4ee5\u8fdb\u884c\u590d\u73b0\uff0c\u6ca1\u6709\u53d1\u5e03\u5b83\u7684\u4ee3\u7801\u6216\u6570\u636e\uff0c\u5e76\u4e14\u5df2\u7ecf\u8868\u660e\u5b83\u4e0d\u4f1a\u6539\u5584\u9884\u8bad\u7ec3\u7684\u7ed3\u679c\u3002<\/p>\n<p>2024 \u5e74 9 \u6708\uff08\u53d1\u8868\u51e0\u5e74\u540e\uff09\uff0c\u4f5c\u8005\u5ba3\u5e03\u53d1\u5e03\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4f46\u672a\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u65e0\u6cd5\u786e\u4fdd\u7528\u4e8e\u6d4b\u8bd5\u7684\u7279\u5b9a\u793a\u4f8b\u672a\u5728\u9884\u8bad\u7ec3\u4e2d\u4f7f\u7528\u3002<\/p>\n<p><strong>\u57fa\u51c6\u8001\u65e7<\/strong><\/p>\n<p>\u53e6\u4e00\u4e2a\u53cd\u5bf9\u610f\u89c1\u662f Bae et al. \u548c Cheng et al. \u4f7f\u7528\u7684\u516c\u5171\u7535\u8def\u57fa\u51c6\u6d4b\u8bd5\u636e\u79f0\u4f7f\u7528\u4e86\u8fc7\u65f6\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u4e9b\u57fa\u51c6\u5df2\u7ecf\u4f7f\u7528 HPWL \u76ee\u6807\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u8be5\u76ee\u6807\u53ef\u4ee5\u5728\u82af\u7247\u8bbe\u8ba1\u7684\u51e0\u4f55 2D \u7f29\u653e\u4e0b\u51c6\u786e\u7f29\u653e\uff0c\u5e76\u4e14\u4ecd\u7136\u9002\u7528\u4e8e\u6240\u6709\u6280\u672f\u8282\u70b9\uff08\u7b2c 2 \u8282\uff09\u3002ICCAD \u57fa\u51c6\u662f\u7531\u90a3\u7bc7\u8bba\u6587\u7684\u540c\u884c\u8bc4\u5ba1\u5458 #3 \u8981\u6c42\u7684\u3002\u5f53 Bae et al. \u548c Cheng et al. \u5b9e\u73b0\u4e86\u8fd9\u4e2a\u8981\u6c42\uff0c\u5728\u8def\u7531\u53d8\u5f97\u76f8\u5173\u4e4b\u524d\uff0c\u8c37\u6b4c RL \u9047\u5230\u4e86\u9ebb\u70e6\uff1a\u5728 HPWL \u4f18\u5316\u4e2d\uff0cRL \u5dee\u4e86 20% \u5de6\u53f3\uff08HPWL \u662f CT\/RL \u4f18\u5316\u7684\u4ee3\u7406\u6210\u672c\u4e2d\u6700\u7b80\u5355\u4f46\u6700\u91cd\u8981\u7684\u9879\uff09\u3002<\/p>\n<p><strong>Cheng et al. \u7684\u5b9e\u9a8c\u4e2d\uff0c\u6ca1\u6709\u8bad\u7ec3\u5230\u6536\u655b<\/strong><\/p>\n<p>Macro Placement Repo \u4e2d\u7684 FAQ #15 \u7acb\u5373\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898\uff1a\u300cCT GitHub \u5b58\u50a8\u5e93\u63d0\u4f9b\u7684\u4efb\u4f55\u6307\u5357\u4e2d\u90fd\u6ca1\u6709\u63cf\u8ff0\u300e\u8bad\u7ec3\u5230\u6536\u655b\u300f\u3002\u300d<\/p>\n<p>\u540e\u6765\uff0c\u4ed6\u4eec\u7684\u989d\u5916\u5b9e\u9a8c\u8868\u660e\uff0c\u300c\u8bad\u7ec3\u76f4\u5230\u6536\u655b\u4f1a\u6076\u5316\u4e00\u4e9b\u5173\u952e\u82af\u7247\u6307\u6807\uff0c\u540c\u65f6\u6539\u5584\u5176\u4ed6\u6307\u6807\uff0c\u51f8\u663e\u4e86\u4ee3\u7406\u6210\u672c\u548c\u82af\u7247\u6307\u6807\u4e4b\u95f4\u7684\u4e0d\u826f\u76f8\u5173\u6027\u3002\u603b\u4f53\u800c\u8a00\uff0c\u4e0e ISPD 2023 \u8bba\u6587\u4e2d\u62a5\u544a\u7684\u6a21\u62df\u9000\u706b\u548c\u4eba\u7c7b\u5b8f\u653e\u7f6e\u7684\u7ed3\u679c\u76f8\u6bd4\uff0c\u76f4\u5230\u6536\u655b\u7684\u8bad\u7ec3\u4e0d\u4f1a\u53d1\u751f\u8d28\u7684\u53d8\u5316\u3002\u300dBae et al. \u7684 RL-vs-SA \u5b9e\u9a8c\u65e9\u4e8e CT \u6846\u67b6\uff0c\u4e5f\u65e9\u4e8e Mirhoseini et al. \u58f0\u79f0\u7684\u8bad\u7ec3\u4e0d\u5230 6 \u5c0f\u65f6\u5c31\u6536\u655b\u7684\u65b9\u6cd5\u3002<\/p>\n<p>Nature \u8bba\u6587\u4f7f\u7528\u7684\u8ba1\u7b97\u8d44\u6e90\u975e\u5e38\u6602\u8d35\u4e14\u96be\u4ee5\u590d\u73b0\u3002\u7531\u4e8e RL \u548c SA \u7b97\u6cd5\u90fd\u4f1a\u5728\u65e9\u671f\u4ea7\u751f\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7136\u540e\u9010\u6e10\u6539\u8fdb\u4ee3\u7406\u51fd\u6570\uff0c\u56e0\u6b64 Cheng et al. \u7684\u5c3d\u529b\u800c\u4e3a\u7684\u6bd4\u8f83\u4f7f\u7528\u7684\u8ba1\u7b97\u8d44\u6e90\u6bd4 Mirhoseini et al. \u7684\u8ba1\u7b97\u8d44\u6e90\u8981\u5c11\uff0c\u5e76\u4e14 RL \u548c SA \u4e4b\u95f4\u5177\u6709\u540c\u7b49\u6027\u3002\u7ed3\u679c\uff1aSA \u51fb\u8d25 RL\u3002<\/p>\n<p>Bae et al. \u4f7f\u7528\u4e0e Mirhoseini \u76f8\u540c\u7684\u8ba1\u7b97\u8d44\u6e90\u5bf9 RL \u548c SA \u8fdb\u884c\u4e86\u6bd4\u8f83\u3002Cheng et al. \u7684\u7ed3\u679c\u4e0e Bae et al. \u7684\u7ed3\u679c\u4e00\u81f4\u3002\u5982\u679c\u7ed9\u4e88\u66f4\u591a\u8d44\u6e90\uff0cSA \u548c RL \u4e0d\u592a\u53ef\u80fd\u8fdb\u4e00\u6b65\u6539\u5584\u82af\u7247\u6307\u6807\uff0c\u56e0\u4e3a\u5176\u4e0e Mirhoseini \u7684\u4ee3\u7406\u51fd\u6570\u76f8\u5173\u6027\u8f83\u5dee\u3002<\/p>\n<p>\u8be5\u8bba\u6587\u7684\u4e3b\u8981\u4f5c\u8005\u5728 Goldie \u548c Mirhoseini \u5728\u58f0\u660e\u300aStatement on reinforcement learning for chip design\u300b\u4e2d\u63d0\u5230\uff0c\u8be5\u8bba\u6587\u88ab\u5927\u91cf\u5f15\u7528\uff0c\u4f46\u4ed6\u4eec\u6ca1\u6709\u5f15\u7528\u8c37\u6b4c\u4e4b\u5916\u7684\u4efb\u4f55\u79ef\u6781\u7684\u590d\u73b0\u7ed3\u679c\u6765\u6e05\u9664\u6240\u6709\u5df2\u77e5\u7684\u969c\u788d\u3002Bae et al. \u548c Cheng et al. \u6ca1\u6709\u8ba8\u8bba\u5728 IC \u8bbe\u8ba1\u4e2d\u4f7f\u7528 RL \u7684\u5176\u4ed6\u65b9\u6cd5\uff0c\u56e0\u6b64\u8fd9\u91cc\u4e0d\u518d\u8fdb\u884c\u4e00\u822c\u6027\u7ed3\u8bba\u3002<\/p>\n<p><strong>\u8c37\u6b4c\u8fd9\u7bc7\u8bba\u6587\u4e2d\u7684\u6210\u679c\u53ef\u7528\u5417\uff1f<\/strong><\/p>\n<p>\u53d1\u8868\u4e8e Nature \u7684\u8fd9\u7bc7\u8c37\u6b4c\u8bba\u6587\u58f0\u79f0\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u5e94\u7528\u4e8e\u6700\u8fd1\u7684\u8c37\u6b4c TPU \u82af\u7247\uff0c\u8fd9\u4f3c\u4e4e\u4f50\u8bc1\u4e86\u4ed6\u4eec\u58f0\u79f0\u7684\u4e1c\u897f\uff1a\u5373\u8fd9\u4e9b\u65b9\u6cd5\u6539\u8fdb\u4e86\u6700\u65b0\u6280\u672f\u6c34\u5e73\u3002\u4f46\u9664\u4e86\u542b\u7cca\u7684\u4e00\u822c\u6027\u58f0\u660e\u5916\uff0c\u6ca1\u6709\u62a5\u544a\u660e\u786e\u8bf4\u660e\u5bf9\u751f\u4ea7\u7ea7\u82af\u7247\u7684\u82af\u7247\u6307\u6807\u6539\u8fdb\u3002<\/p>\n<p>\u524d\u6587\u5df2\u7ecf\u8868\u660e\uff0c\u8be5\u8bba\u6587\u548c\u6846\u67b6\u4e2d\u7684\u65b9\u6cd5\u843d\u540e\u4e8e SOTA\uff0c\u4f8b\u5982 1980 \u5e74\u4ee3\u7684\u6a21\u62df\u9000\u706b\uff08SA\uff09\u3002\u6b64\u5916\uff0c\u8c37\u6b4c\u7684 Bae et al. \u5185\u90e8\u5b9e\u73b0\u7684 SA \u8db3\u4ee5\u66ff\u4ee3\u90a3\u7bc7 Nature \u8bba\u6587\u4e2d\u63d0\u51fa\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u3002\u8c37\u6b4c\u65e2\u58f0\u79f0\u5728 TPU \u8bbe\u8ba1\u4e2d\u4f7f\u7528\u4e86\u8fd9\u4e2a RL \u65b9\u6cd5\uff0c\u4f46\u5b9e\u9645\u4e0a\u8fd9\u4e2a\u65b9\u6cd5\u53c8\u843d\u540e\u4e8e SOTA\uff0c\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\uff1f\u8fd9\u7bc7\u6587\u7ae0\u8bd5\u56fe\u7ed9\u51fa\u4e00\u4e9b\u89e3\u91ca\u3002<\/p>\n<ul>\n<li>\n<section>\u9274\u4e8e\u82af\u7247\u65f6\u5e8f\u6307\u6807 TNS \u548c WNS \u5728\u5f3a\u5316\u5b66\u4e60\u7ed3\u679c\u4e2d\u7684\u65b9\u5dee\u8f83\u5927\uff0c\u6240\u4ee5\u4f7f\u7528\u8fdc\u8fdc\u66f4\u957f\u7684\u8fd0\u884c\u65f6\u95f4\uff0c\u5c1d\u8bd5\u4f7f\u7528\u4e0d\u540c\u7684\u4ee3\u7406\u6210\u672c\u51fd\u6570\u548c\u8d85\u53c2\u6570\u8bbe\u7f6e\u8fdb\u884c\u591a\u6b21\u72ec\u7acb\u968f\u673a\u5c1d\u8bd5\u53ef\u80fd\u4f1a\u6539\u5584\u6700\u4f73\u7ed3\u679c\uff0c\u4f46 SA \u4e5f\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u5185\u90e8\u65b9\u6cd5\uff08\u5373\u4f7f\u662f\u8f83\u5dee\u7684\u65b9\u6cd5\uff09\u662f\u884c\u4e1a\u5b9e\u8df5\u4e2d\u79f0\u4e3a dogfooding\uff08\u5403\u81ea\u5df1\u7684\u72d7\u7cae\uff09\u7684\u5e38\u89c1\u65b9\u6cd5\u3002\u5728\u5927\u591a\u6570\u82af\u7247\u4e2d\uff0c\u4e00\u4e9b\u5757\u5e76\u4e0d\u91cd\u8981\uff08\u4e0d\u4f1a\u5f71\u54cd\u82af\u7247\u901f\u5ea6\uff09\uff0c\u662f\u5f88\u597d\u7684 dogfooding \u5019\u9009\u3002\u8fd9\u53ef\u4ee5\u89e3\u91ca\u8c37\u6b4c\u4e3a\u4ec0\u4e48\u9009\u62e9\u6027\u5730\u516c\u5e03\u751f\u4ea7\u7ea7\u4f7f\u7528\u300d\u548c\u62a5\u544a\u3002\uff08\u6ce8\uff1a\u5728\u82af\u7247\u8bbe\u8ba1\u9886\u57df\uff0cdogfooding \u662f\u6307\u82af\u7247\u8bbe\u8ba1\u516c\u53f8\u5185\u90e8\u7684\u5de5\u7a0b\u56e2\u961f\u4f1a\u4f7f\u7528\u81ea\u5df1\u8bbe\u8ba1\u7684\u82af\u7247\u8fdb\u884c\u6d4b\u8bd5\u548c\u9a8c\u8bc1\uff0c\u4ee5\u786e\u4fdd\u82af\u7247\u6ee1\u8db3\u9884\u671f\u7684\u6027\u80fd\u3001\u529f\u80fd\u548c\u8d28\u91cf\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u56e2\u961f\u53d1\u73b0\u6f5c\u5728\u7684\u8bbe\u8ba1\u7f3a\u9677\u3001\u4f18\u5316\u7528\u6237\u4f53\u9a8c\uff0c\u5e76\u63d0\u524d\u89e3\u51b3\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u7b49\u5230\u4ea7\u54c1\u53d1\u5e03\u540e\u624d\u88ab\u5ba2\u6237\u53d1\u73b0\u3002\uff09<\/section>\n<\/li>\n<li>\n<section>\u5f3a\u5316\u5b66\u4e60\u7684\u7ed3\u679c\u7531 SA30 \u8fdb\u884c\u8fc7\u540e\u5904\u7406\uff0c\u4f46 CT FAQ \u5426\u8ba4\u4e86\u8fd9\u79cd\u540e\u5904\u7406 \u2014\u2014TPU \u8bbe\u8ba1\u6d41\u7a0b\u4e2d\u4f7f\u7528\u4e86\u540e\u5904\u7406\uff0c\u4f46\u5728\u5c06 RL \u4e0e SA \u8fdb\u884c\u6bd4\u8f83\u65f6\u672a\u4f7f\u7528\u3002\u4f46\u7531\u4e8e\u6210\u719f\u7684 SA \u59cb\u7ec8\u80dc\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0c\u56e0\u6b64 SA \u5b8c\u5168\u53ef\u4ee5\u66ff\u4ee3\u5f3a\u5316\u5b66\u4e60\uff08\u53ef\u4ee5\u4f7f\u7528 SA \u4e2d\u7684\u81ea\u9002\u5e94\u6e29\u5ea6\u8c03\u5ea6\u6765\u9002\u5e94\u521d\u59cb\u4f4d\u7f6e\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<p>\u8c37\u6b4c Team 1 \u7684\u540e\u7eed\u7814\u7a76\u8868\u660e\uff08\u5982\u56fe 7 \u6240\u793a\uff09\uff0c\u4ec5\u5728\u5bf9\u57fa\u672c\u76f8\u540c\u7684\u8bbe\u8ba1\u8fdb\u884c\u9884\u8bad\u7ec3\u65f6\uff0c\u9884\u8bad\u7ec3\u624d\u80fd\u6539\u5584\u7ed3\u679c\u3002\u4e5f\u8bb8\uff0c\u8c37\u6b4c\u5728\u5bf9 IC \u8bbe\u8ba1\u8fdb\u884c\u591a\u6b21\u4fee\u8ba2\u65f6\u5229\u7528\u4e86\u5f3a\u5316\u5b66\u4e60 \u2014\u2014 \u8fd9\u662f\u4e00\u4e2a\u6709\u6548\u7684\u80cc\u666f\uff0c\u4f46\u8fd9\u7bc7 Nature \u8bba\u6587\u4e2d\u6ca1\u6709\u63cf\u8ff0\u8fd9\u4e00\u70b9\u3002\u6b64\u5916\uff0c\u4ece\u5934\u5f00\u59cb\u8fd0\u884c\u65f6\uff0c\u5546\u7528 EDA \u5de5\u5177\u7684\u901f\u5ea6\u6bd4\u5f3a\u5316\u5b66\u4e60\u5feb\u51e0\u4e2a\u6570\u91cf\u7ea7\uff0c\u56e0\u6b64\u9884\u8bad\u7ec3 RL \u5e76\u4e0d\u80fd\u7f29\u5c0f\u5dee\u8ddd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5435b3753cabd20d22301dab73f69464.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5435b3753cabd20d22301dab73f69464.png\"><\/a><\/p>\n<p><strong>\u8c37\u6b4c CT\/RL \u4ee3\u7801\u53ef\u4ee5\u5f97\u5230\u6539\u8fdb\u5417\uff1f<\/strong><\/p>\n<p>RL \u548c SA \u6bd4 SOTA \u6162\u51e0\u4e2a\u6570\u91cf\u7ea7\uff08\u8868 3\uff09\uff0c\u4f46\u9884\u8bad\u7ec3\uff08CT \u4e2d\u6ca1\u6709\uff09\u4ec5\u80fd\u5c06 RL \u7684\u901f\u5ea6\u63d0\u9ad8\u51e0\u500d\u3002CT \u4ee3\u7801\u5e93\u73b0\u5728\u5305\u542b\u5c1d\u8bd5\u8fc7\u7684\u6539\u8fdb\u63aa\u65bd\uff0c\u4f46\u6211\u4eec\u5c1a\u672a\u770b\u5230\u82af\u7247\u6307\u6807\u7684\u91cd\u5927\u63d0\u5347\u3002\u6539\u8fdb\u7248 CT \u5e93\u548c\u8bba\u6587\u4ecd\u7136\u5b58\u5728\u56db\u4e2a\u4e3b\u8981\u969c\u788d\uff1a<\/p>\n<ul>\n<li>\n<section>RL \u4f18\u5316\u7684\u4ee3\u7406\u6210\u672c\u5e76\u4e0d\u80fd\u53cd\u6620\u7535\u8def\u65f6\u5e8f\uff0c\u56e0\u6b64\u6539\u8fdb RL \u53ef\u80fd\u65e0\u52a9\u4e8e\u6539\u8fdb TNS \u548c WNS\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u4f18\u5316\u7ed9\u5b9a\u7684\u4ee3\u7406\u51fd\u6570\u65f6\uff0cSA \u4f18\u4e8e RL\u3002\u56e0\u6b64\uff0c\u5373\u4f7f\u4f7f\u7528\u66f4\u597d\u7684\u4ee3\u7406\uff0cRL \u4e5f\u53ef\u80fd\u4f1a\u5931\u8d25\u3002<\/section>\n<\/li>\n<li>\n<section>RL \u5728\u7c97\u7c92\u5ea6\u7f51\u683c\u4e0a\u653e\u7f6e\u5b8f\u4f1a\u9650\u5236\u5b83\u4eec\u7684\u4f4d\u7f6e\uff08\u56fe 2\uff09\u3002\u5f53\u4eba\u7c7b\u5ffd\u7565\u7c97\u7f51\u683c\u65f6\uff0c\u4ed6\u4eec\u4f1a\u627e\u5230\u66f4\u597d\u7684\u5b8f\u4f4d\u7f6e\u3002\u5546\u7528 EDA \u5de5\u5177\u4e5f\u907f\u514d\u4e86\u8fd9\u79cd\u9650\u5236\uff0c\u5e76\u4e14\u4f18\u4e8e\u8c37\u6b4c\u7684 CT\/RL\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u4e3a\u9884\u5904\u7406\u6b65\u9aa4\u7684\u805a\u7c7b\u4f1a\u5bfc\u81f4\u653e\u7f6e\u548c\u7f51\u8868\u5206\u533a\u76ee\u6807\u4e4b\u95f4\u4e0d\u5339\u914d\u3002<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n<p>\u8fd9\u7bc7\u5143\u5206\u6790\u8ba8\u8bba\u4e86\u5bf9 Mirhoseini et al. \u90a3\u7bc7 Nature \u8bba\u6587\u7684\u7ed3\u679c\u7684\u590d\u73b0\u548c\u8bc4\u4f30\uff0c\u4ee5\u53ca\u5176\u4e2d\u65b9\u6cd5\u3001\u7ed3\u679c\u548c\u58f0\u660e\u7684\u6709\u6548\u6027\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u90a3\u7bc7\u8bba\u6587\u4e2d\u5305\u542b\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u591a\u79cd\u53ef\u7591\u505a\u6cd5\uff0c\u5305\u62ec\u4e0d\u53ef\u91cd\u590d\u7684\u7814\u7a76\u5b9e\u8df5\u3001\u6311\u9009\u597d\u7ed3\u679c\u3001\u8bef\u62a5\u548c\u53ef\u80fd\u7684\u6570\u636e\u6c61\u67d3\u3002<\/p>\n<p>\u57fa\u4e8e\u4ea4\u53c9\u68c0\u9a8c\u7684\u65b0\u6570\u636e\uff0c\u672c\u6587\u5f97\u51fa\u4e86\u5177\u6709\u8db3\u591f\u5197\u4f59\u5ea6\u7684\u7ed3\u8bba\uff1a\u7531\u4e8e\u7814\u7a76\u4e2d\u5b9e\u73b0\u3001\u5206\u6790\u548c\u62a5\u544a\u4e2d\u7684\u9519\u8bef\uff0c\u8be5\u8bba\u6587\u7684\u53ef\u4fe1\u5ea6\u4e25\u91cd\u4e0d\u8db3\u3002\u9057\u6f0f\u3001\u4e0d\u4e00\u81f4\u3001\u9519\u8bef\u548c\u5931\u5b9e\u9648\u8ff0\u5f71\u54cd\u4e86\u4ed6\u4eec\u7684\u65b9\u6cd5\u3001\u6570\u636e\u3001\u7ed3\u679c\u548c\u89e3\u91ca\u3002<\/p>\n<p><strong>\u5173\u4e8e\u90a3\u7bc7 Nature \u8bba\u6587\u7684\u7ed3\u8bba<\/strong><\/p>\n<p>\u8c37\u6b4c Team 2 \u53ef\u4ee5\u8bbf\u95ee\u8c37\u6b4c\u7684\u5185\u90e8\u4ee3\u7801\uff0c\u800c Cheng et al. \u5bf9\u7f3a\u5931\u7684\u7ec4\u4ef6\u8fdb\u884c\u4e86\u9006\u5411\u5de5\u7a0b\u548c \/ \u6216\u91cd\u65b0\u5b9e\u73b0\u3002\u8c37\u6b4c Team 2 \u548c UCSD \u56e2\u961f\u4ece\u7c7b\u4f3c\u7684\u5b9e\u9a8c\u4e2d\u5f97\u51fa\u4e86\u4e00\u81f4\u7684\u7ed3\u8bba\uff0c\u5e76\u4e14\u6bcf\u4e2a\u56e2\u961f\u90fd\u8fdb\u884c\u4e86\u989d\u5916\u7684\u89c2\u5bdf\u3002<\/p>\n<p>\u8fd9\u91cc\u4ea4\u53c9\u68c0\u67e5\u4e86\u8c37\u6b4c Team 2 \u548c UCSD Team \u62a5\u544a\u7684\u7ed3\u679c\uff0c\u5e76\u8003\u8651\u4e86 CT \u6846\u67b6\u3001Nature \u540c\u884c\u8bc4\u8bae\u548c Yue et al. \uff0c\u7136\u540e\u603b\u7ed3\u4e86\u8fd9\u4e9b\u5de5\u4f5c\u5f97\u51fa\u7684\u7ed3\u8bba\u3002\u8fd9\u8bc1\u5b9e\u4e86\u5bf9\u8fd9\u4e9b\u58f0\u660e\u7684\u8bb8\u591a\u521d\u6b65\u6000\u7591\uff0c\u5e76\u53d1\u73b0\u4e86\u5176\u4ed6\u7f3a\u9677\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5f88\u660e\u663e\uff0cMirhoseini et al. \u7684 Nature \u8bba\u6587\u5728\u591a\u4e2a\u65b9\u9762\u5177\u6709\u8bef\u5bfc\u6027\uff0c\u4ee5\u81f3\u4e8e\u8bfb\u8005\u65e0\u6cd5\u76f8\u4fe1\u5176\u6700\u91cd\u8981\u7684\u58f0\u660e\u548c\u7ed3\u8bba\u3002Mirhoseini et al. \u6ca1\u6709\u6539\u8fdb SOTA\uff0c\u800c\u539f\u59cb\u8bba\u6587\u7684\u65b9\u6cd5\u548c\u7ed3\u679c\u65e0\u6cd5\u4ece\u63d0\u4f9b\u7684\u63cf\u8ff0\u4e2d\u91cd\u73b0\uff0c\u8fd9\u8fdd\u53cd\u4e86 Nature \u7684\u65e2\u5b9a\u7f16\u8f91\u653f\u7b56\u3002\u4f9d\u8d56\u4e13\u6709\u7684 TPU \u8bbe\u8ba1\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ee5\u53ca\u5b9e\u9a8c\u62a5\u544a\u4e0d\u8db3\uff0c\u7ee7\u7eed\u963b\u788d\u7740\u65b9\u6cd5\u548c\u7ed3\u679c\u7684\u53ef\u590d\u73b0\u6027\u3002<\/p>\n<p>\u8fd9\u7bc7 Nature \u8bba\u6587\u4f5c\u8005\u8bd5\u56fe\u9a73\u65a5\u6279\u8bc4\uff0c\u4f46\u672a\u80fd\u6210\u529f\u3002<\/p>\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u81ea Cheng et al. \u53d1\u8868\u8bba\u6587\u4ee5\u6765\uff0cMirhoseini et al. \u7684\u4f5c\u8005\u5728\u4e00\u5e74\u534a\u5185\u6ca1\u6709\u63d0\u4f9b\u65b0\u7684\u4ee4\u4eba\u4fe1\u670d\u7684\u5b9e\u8bc1\u7ed3\u679c\u3002<\/p>\n<p><strong>\u5bf9\u82af\u7247\u8bbe\u8ba1\u7684\u5f71\u54cd<\/strong><\/p>\n<p>\u8fd9\u91cc\u4ec5\u5f3a\u8c03\u4e86\u90a3\u7bc7 Nature \u8bba\u6587\u65b9\u6cd5\u4e2d\u7684\u4e0d\u8db3\u4e4b\u5904\u3002\u4f46 2024 \u5e74\u6765\u81ea\u4e2d\u56fd\u7684\u4e00\u9879\u7814\u7a76\u6210\u679c\u300aBenchmarking end-to-end performance of AI-based chip placement algorithms\u300b\u4f7f\u7528\u4ed6\u4eec\u65b0\u7684\u72ec\u7acb\u8bc4\u4f30\u6846\u67b6\u6bd4\u8f83\u4e86\u4e03\u79cd\u6df7\u5408\u5c3a\u5bf8\u5e03\u5c40\u6280\u672f\uff0c\u5176\u4e2d\u6709 20 \u4e2a\u7535\u8def\uff08\u5176\u4e2d\u4e03\u4e2a\u5e26\u6709\u5b8f\uff09\u3002<\/p>\n<p>\u4ed6\u4eec\u5728\u82af\u7247\u6307\u6807\u4e0a\u7684\u7aef\u5230\u7aef\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e ML \u7684\u6280\u672f\u843d\u540e\u4e8e RePlAce\uff08\u5d4c\u5165\u5728 OpenROAD \u4e2d\uff09\u548c\u5176\u4ed6\u57fa\u4e8e\u4f18\u5316\u7684\u6280\u672f\uff1aDREAMPlace\uff08\u57fa\u4e8e GPU \u7684 RePlAce \u7b97\u6cd5\u53d8\u4f53\uff09\u548c AutoDMP\uff08\u56f4\u7ed5 DREAMPlace \u7684\u8d1d\u53f6\u65af\u4f18\u5316 wrapper\uff09\u3002\u5c3d\u7ba1\u590d\u73b0 Mirhoseini et al. \u7684\u65b9\u6cd5\u5177\u6709\u660e\u663e\u7684\u5fc5\u8981\u6027\uff0c\u4f46 Wang et al. \u7684\u4f5c\u8005\u65e0\u6cd5\u63d0\u4f9b\u8fd9\u6837\u7684\u7ed3\u679c\u3002<\/p>\n<p><strong>\u653f\u7b56\u5f71\u54cd<\/strong><\/p>\n<p>\u7406\u8bba\u8bba\u8bc1\u548c\u5b9e\u8bc1\u8bc1\u636e\u8868\u660e\uff0c\u5404\u4e2a\u9886\u57df\u53d1\u8868\u7684\u5927\u91cf\u8bba\u6587\u65e0\u6cd5\u590d\u73b0\uff0c\u800c\u4e14\u53ef\u80fd\u4e0d\u6b63\u786e\u3002\u6bd4\u5982 Nature \u6742\u5fd7\u8fd9\u7bc7\u8bba\u6587\u5c31\u52a0\u5267\u4e86\u590d\u73b0\u5371\u673a\uff0c\u7834\u574f\u4e86\u4eba\u4eec\u5bf9\u5df2\u53d1\u8868\u7814\u7a76\u7684\u4fe1\u4efb\u3002<\/p>\n<p>Retraction Watch \u6bcf\u5e74\u80fd\u8ffd\u8e2a\u5230 5000 \u8d77\u64a4\u7a3f\u4e8b\u4ef6\uff0c\u5305\u62ec\u7a81\u51fa\u7684\u7814\u7a76\u4e0d\u7aef\u884c\u4e3a\u6848\u4f8b\u3002\u5176\u8868\u793a\uff0c\u300c\u7814\u7a76\u4e0d\u7aef\u884c\u4e3a\u662f\u4e00\u4e2a\u4e25\u91cd\u7684\u95ee\u9898\uff0c\u800c\u4e14\uff08\u53ef\u80fd\uff09\u8d8a\u6765\u8d8a\u4e25\u91cd\u300d\uff0c\u8fd9\u4f7f\u5f97\u6211\u4eec\u66f4\u6709\u5fc5\u8981\u5c06\u8bda\u5b9e\u7684\u9519\u8bef\u4e0e\u6545\u610f\u5938\u5927\u548c\u4e0d\u7aef\u884c\u4e3a\u533a\u5206\u5f00\u6765\u3002\u673a\u6784\u9700\u8981\u7ed9\u51fa\u56de\u5e94\uff0c\u5305\u62ec\u5728 Nature \u64a4\u7a3f\u901a\u77e5\u4e2d\u8fdb\u884c\u660e\u786e\u8bf4\u660e\u3002<\/p>\n<p>Nature \u7684\u7f16\u8f91\u653f\u7b56\u5e94\u88ab\u5e7f\u6cdb\u800c\u4e25\u683c\u5730\u9075\u5b88\u3002\u5f15\u81ea\u300aNature Portfolio\u300b\uff1a<\/p>\n<p>\u300c\u51fa\u7248\u7684\u56fa\u6709\u539f\u5219\u662f\uff0c\u5176\u4ed6\u4eba\u5e94\u8be5\u80fd\u591f\u590d\u73b0\u548c\u501f\u9274\u4f5c\u8005\u53d1\u8868\u7684\u4e3b\u5f20\u3002\u5728 Nature Portfolio \u671f\u520a\u4e0a\u53d1\u8868\u8bba\u6587\u7684\u6761\u4ef6\u662f\uff0c\u4f5c\u8005\u5fc5\u987b\u53ca\u65f6\u5411\u8bfb\u8005\u63d0\u4f9b\u6750\u6599\u3001\u6570\u636e\u3001\u4ee3\u7801\u548c\u76f8\u5173\u534f\u8bae\uff0c\u800c\u65e0\u9700\u8981\u6c42\u8d44\u683c\u2026\u2026 \u51fa\u7248\u540e\uff0c\u5982\u679c\u8bfb\u8005\u9047\u5230\u4f5c\u8005\u62d2\u7edd\u9075\u5b88\u8fd9\u4e9b\u653f\u7b56\u7684\u60c5\u51b5\uff0c\u5e94\u8054\u7cfb\u671f\u520a\u7684\u4e3b\u7f16\u3002\u300d<\/p>\n<p>\u5177\u4f53\u5230 Mirhoseini et al. \u8fd9\u7bc7\u8bba\u6587\uff0c\u6742\u5fd7\u793e\u8bba\u575a\u79f0\u300c\u6280\u672f\u4e13\u957f\u5fc5\u987b\u5e7f\u6cdb\u5206\u4eab\u300d\u3002\u4f46\u662f\uff0c\u5f53\u7a3f\u4ef6\u4f5c\u8005\u5ffd\u89c6\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\u7684\u8981\u6c42\u5e76\u963b\u788d\u590d\u73b0\u65f6\uff0c\u4ed6\u4eec\u7684\u6280\u672f\u4e3b\u5f20\u5e94\u8be5\u53d7\u5230\u6000\u7591\uff08\u5c24\u5176\u662f\u5982\u679c\u4ed6\u4eec\u540e\u6765\u4e0d\u540c\u610f\u4e0e\u4ed6\u4eec\u7684\u5de5\u4f5c\u8fdb\u884c\u6bd4\u8f83\uff09\u3002<\/p>\n<p>\u6839\u636e\u540c\u884c\u8bc4\u8bae\u6587\u4ef6\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u63a5\u6536\u53d6\u51b3\u4e8e\u4ee3\u7801\u548c\u6570\u636e\u7684\u53d1\u5e03\uff0c\u4f46\u5728 Mirhoseini et al. \u53d1\u8868\u65f6\u6216\u4e4b\u540e\uff0c\u8fd9\u90fd\u6ca1\u6709\u53d1\u751f\u3002<\/p>\n<p>\u8fd9\u4e9b\u4f5c\u8005\u8fd8\u5bf9\u90a3\u7bc7 Nature \u8bba\u6587\u8fdb\u884c\u4e86\u4fee\u6539\uff0c\u58f0\u79f0\u4ee3\u7801\u5df2\u7ecf\u53ef\u7528\u3002\u4f46\u53d1\u5e03\u7684\u4ee3\u7801\u4e2d\u4ecd\u7136\u5b58\u5728\u4e25\u91cd\u9057\u6f0f\u3002\u8fd9\u5c24\u5176\u4ee4\u4eba\u62c5\u5fe7\uff0c\u56e0\u4e3a\u8be5\u8bba\u6587\u7701\u7565\u4e86\u5173\u952e\u7684\u6bd4\u8f83\u548c\u7ec6\u8282\uff0c\u5e76\u4e14\u8d1f\u8d23\u8bc4\u4f30\u8be5\u9879\u76ee\u7684\u8c37\u6b4c\u5439\u54e8\u4eba\u5728\u52a0\u5dde\u6cd5\u9662\u5ba3\u8a93\u6307\u63a7\u5b58\u5728\u6b3a\u8bc8\u884c\u4e3a\u3002\u8fd9\u4f7f\u5f97\u590d\u73b0\u53d8\u5f97\u66f4\u52a0\u5173\u952e\u3002<\/p>\n<p>\u5bf9\u4e8e\u5df2\u53d1\u8868\u7684\u79d1\u5b66\u4e3b\u5f20\uff0c\u5f97\u51fa\u660e\u786e\u65e0\u8bef\u7684\u7ed3\u8bba\u7b26\u5408\u6bcf\u4e2a\u4eba\u7684\u5229\u76ca\u3002\u4f5c\u8005\u3001Nature \u6742\u5fd7\u7684\u7f16\u8f91\u548c\u5ba1\u7a3f\u4eba\u4ee5\u53ca\u7814\u7a76\u754c\u90fd\u5e94\u627f\u62c5\u8d23\u4efb\u3002\u5bfb\u6c42\u771f\u76f8\u662f\u5927\u5bb6\u5171\u540c\u7684\u4e49\u52a1\u3002<\/p>\n<p><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/p>\n<p><sup><em>https:\/\/cacm.acm.org\/research\/reevaluating-googles-reinforcement-learning-for-ic-macro-placement\/<\/em><\/sup><\/p>\n<p><em><sup>https:\/\/weibo.com\/2199733231\/OErfamQry<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-04-7\" target=\"_blank\">\u4e09\u5e74\u524d\u7684AI\u8bbe\u8ba1\u82af\u7247\u9020\u5047\uff1f\u8c37\u6b4c\u6df1\u9677\u5b66\u672f\u4e0d\u7aef\u4e11\u95fb\uff0c\u5439\u54e8\u4eba\u88ab\u5f00\u9664\u5e76\u5df2\u8d77\u8bc9<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e09\u5e74\u524d\u7684AI\u8bbe\u8ba1\u82af\u7247\u9020 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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