{"id":763844,"date":"2026-04-17T15:17:20","date_gmt":"2026-04-17T07:17:20","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=763844"},"modified":"2026-04-17T15:17:20","modified_gmt":"2026-04-17T07:17:20","slug":"%e9%bb%84%e4%bb%81%e5%8b%8b%e6%9c%80%e6%96%b0%e6%b7%b1%e5%ba%a6%e5%88%86%e4%ba%ab%ef%bc%9a%e8%8b%b1%e4%bc%9f%e8%be%be%e7%9a%84%e6%8a%a4%e5%9f%8e%e6%b2%b3%e3%80%81tpu%e5%a8%81%e8%83%81%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=763844","title":{"rendered":"\u9ec4\u4ec1\u52cb\u6700\u65b0\u6df1\u5ea6\u5206\u4eab\uff1a\u82f1\u4f1f\u8fbe\u7684\u62a4\u57ce\u6cb3\u3001TPU\u5a01\u80c1\u4e0e\u751f\u6001\u5efa\u8bbe"},"content":{"rendered":"
\n

\u6587 | \u5f3a\u8c03Next<\/p>\n<\/blockquote>\n

\u65e5\u524d\uff0c\u82f1\u4f1f\u8fbeCEO\u9ec4\u4ec1\u52cb\u63a5\u53d7\u4e86\u77e5\u540d\u79d1\u6280\u4e3b\u6301\u4ebaDwarkesh Patel\u7684\u4e13\u8bbf\uff0c\u5168\u7a0b103\u5206\u949f\u3002\u91c7\u8bbf\u4e00\u5f00\u7bc7\uff0c\u4e3b\u6301\u4ebaDwarkesh Patel\u5c31\u629b\u51fa\u4e86\u4e00\u4e2a\u7280\u5229\u7684\u95ee\u9898\uff1a\u82f1\u4f1f\u8fbe\u672c\u8d28\u4e0a\u53ea\u662f\u5728\u5199\u8f6f\u4ef6\uff0c\u82af\u7247<\/a>\u7531\u53f0\u79ef\u7535\u4ee3\u5de5\uff0c\u5185\u5b58\u7531SK\u6d77\u529b\u58eb\u548c\u4e09\u661f\u63d0\u4f9b\uff0c\u7ec4\u88c5\u4ea4\u7ed9\u53f0\u6e7eODM\u3002\u5982\u679c\u8f6f\u4ef6\u88abAI\u5546\u54c1\u5316\uff0c\u82f1\u4f1f\u8fbe\u4f1a\u4e0d\u4f1a\u4e5f\u88ab\u5546\u54c1\u5316\uff1f<\/p>\n

\u9ec4\u4ec1\u52cb\u7ed9\u51fa\u4e86\u4ed6\u5bf9\u82f1\u4f1f\u8fbe\u6700\u7cbe\u70bc\u7684\u81ea\u6211\u5b9a\u4e49\uff1a“\u8f93\u5165\u662f\u7535\u5b50\uff0c\u8f93\u51fa\u662fToken\uff0c\u4e2d\u95f4\u662f\u82f1\u4f1f\u8fbe\u3002”<\/p>\n

\u4ed6\u89e3\u91ca\u8bf4\uff0c\u628a\u7535\u5b50\u8f6c\u5316\u4e3aToken\u5e76\u8ba9\u8fd9\u4e9bToken\u6301\u7eed\u589e\u503c\uff0c\u8fd9\u4ef6\u4e8b\u672c\u8eab\u96be\u4ee5\u88ab\u5546\u54c1\u5316\u3002\u82f1\u4f1f\u8fbe\u7684\u804c\u8d23\u662f“\u505a\u5fc5\u8981\u7684\uff0c\u5916\u5305\u53ef\u5916\u5305\u7684”\uff0c\u81ea\u5df1\u4e0d\u9700\u8981\u505a\u7684\u4e8b\u60c5\uff0c\u5168\u90e8\u4ea4\u7ed9\u751f\u6001\u4f19\u4f34\uff1b\u4f46\u771f\u6b63\u6838\u5fc3\u7684\u90e8\u5206\uff0c“\u96be\u5f97\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1”\u3002<\/p>\n

\"\u9ec4\u4ec1\u52cb\u6700\u65b0\u6df1\u5ea6\u5206\u4eab\uff1a\u82f1\u4f1f\u8fbe\u7684\u62a4\u57ce\u6cb3\u3001TPU\u5a01\u80c1\u4e0e\u751f\u6001\u5efa\u8bbe\"<\/p>\n

\u4ed6\u8fd8\u53cd\u9a73\u4e86\u8f6f\u4ef6\u516c\u53f8\u4f1a\u88abAI\u6d88\u706d\u7684\u60b2\u89c2\u8bba\uff1a\u4ed6\u8ba4\u4e3aAI Agent\u6570\u91cf\u4f1a\u6307\u6570\u7ea7\u589e\u957f\uff0c\u5de5\u5177\u8c03\u7528\u91cf\u4e5f\u4f1a\u968f\u4e4b\u66b4\u589e\u3002Synopsys\u3001Cadence\u8fd9\u7c7b\u5de5\u5177\u8f6f\u4ef6\uff0c\u9700\u6c42\u53cd\u800c\u4f1a\u56e0\u4e3aAI Agent\u7684\u666e\u53ca\u800c\u5927\u5e45\u4e0a\u5347\uff1a“\u73b0\u5728\u7684\u74f6\u9888\u4e0d\u662f\u5de5\u5177\uff0c\u800c\u662f\u5de5\u7a0b\u5e08\u6570\u91cf\u4e0d\u591f\u7528”\u3002<\/p>\n

01 · \u4f9b\u5e94\u94fe\u62a4\u57ce\u6cb3\uff1a2500\u4ebf\u7f8e\u5143\u7684\u627f\u8bfa\u4e0e“\u9884\u53d6\u74f6\u9888”\u7b56\u7565<\/a><\/strong><\/h3>\n

\u5916\u754c\u5206\u6790\u673a\u6784SemiAnalysis\u62ab\u9732\uff0c\u82f1\u4f1f\u8fbe\u5bf9\u6676\u5706\u5382\u3001\u5185\u5b58\u548c\u5c01\u88c5\u5382\u7684\u91c7\u8d2d\u627f\u8bfa\u603b\u989d\u53ef\u80fd\u9ad8\u8fbe2500\u4ebf\u7f8e\u5143\u3002<\/p>\n

\u9ec4\u4ec1\u52cb\u5e76\u4e0d\u5426\u8ba4\u8fd9\u662f\u82f1\u4f1f\u8fbe\u62a4\u57ce\u6cb3\u7684\u4e00\u90e8\u5206\uff0c\u4f46\u4ed6\u89e3\u91ca\u4e86\u80cc\u540e\u7684\u903b\u8f91\uff1a\u82f1\u4f1f\u8fbe\u7684\u4e0a\u6e38\u4f9b\u5e94\u5546\u4e4b\u6240\u4ee5\u613f\u610f\u4e3a\u82f1\u4f1f\u8fbe\u505a\u5de8\u989d\u6295\u8d44<\/a>\uff0c\u662f\u56e0\u4e3a\u4ed6\u4eec\u76f8\u4fe1\u82f1\u4f1f\u8fbe\u6709\u8db3\u591f\u5f3a\u5927\u7684\u4e0b\u6e38\u9700\u6c42\u6765\u6d88\u5316\u4ea7\u80fd\u3002\u8fd9\u79cd\u76f8\u4e92\u4fe1\u4efb\u5e76\u4e0d\u9760\u5408\u540c\u7ef4\u7cfb\u3002\u4ed6\u4ee5\u82f1\u4f1f\u8fbe\u548c\u53f0\u79ef\u7535\u7684\u5173\u7cfb\u4e3a\u4f8b\uff0c\u53cc\u65b9\u751a\u81f3\u6ca1\u6709\u6b63\u5f0f\u6cd5\u5f8b\u5408\u540c\uff0c\u9760\u7684\u662f“\u6570\u5341\u5e74\u7684\u4fe1\u4efb\u4e0e\u516c\u5e73\u4e92\u60e0”\u3002<\/p>\n

\u4ed6\u4ee5\u5c01\u88c5\u6280\u672fCoWoS\u4e3a\u4f8b\u8bf4\u660e“\u74f6\u9888\u4f1a\u88ab\u5e02\u573a\u529b\u91cf\u5feb\u901f\u586b\u5e73”\uff1a\u4e24\u5e74\u524dCoWoS\u662f\u884c\u4e1a\u6700\u5927\u74f6\u9888\uff0c\u540e\u6765\u6574\u4e2a\u884c\u4e1a\u96c6\u4e2d\u529b\u91cf\u89e3\u51b3\uff0c\u73b0\u5728\u5df2\u7ecf\u57fa\u672c\u4e0d\u518d\u662f\u95ee\u9898\u3002\u53f0\u79ef\u7535\u73b0\u5728\u5df2\u7ecf\u628aCoWoS\u4ea7\u80fd\u7684\u6269\u5f20\u4e0e\u903b\u8f91\u82af\u7247\u4ea7\u80fd\u7ed1\u5b9a\u540c\u6b65\u63a8\u8fdb\u3002<\/p>\n

\u9ec4\u4ec1\u52cb\u63d0\u51fa\u4e86\u4e00\u4e2a\u6838\u5fc3\u7b56\u7565\uff1a“\u9884\u53d6\u74f6\u9888”\uff08prefetching the bottlenecks\uff09——\u82f1\u4f1f\u8fbe\u63d0\u524d\u6570\u5e74\u5e03\u5c40\u53ef\u80fd\u51fa\u73b0\u7684\u4f9b\u5e94\u94fe\u5361\u70b9\u3002\u4ed6\u4e3e\u4f8b\u8bf4\uff0c\u82f1\u4f1f\u8fbe\u591a\u5e74\u524d\u5c31\u5f00\u59cb\u6295\u8d44\u7845\u5149\u5b50\u751f\u6001\uff08Lumentum\u3001Coherent\u7b49\u516c\u53f8\uff09\uff0c\u5982\u4eca\u8fd9\u4e00\u5e03\u5c40\u5df2\u7ecf\u91cd\u5851\u4e86\u6574\u4e2a\u4f9b\u5e94\u94fe\u7ed3\u6784\u3002<\/p>\n

\u4ed6\u5766\u8a00\uff0c\u4ed6\u771f\u6b63\u62c5\u5fc3\u7684\u74f6\u9888\u4e0d\u662f\u82af\u7247\u6216\u5c01\u88c5\uff0c\u800c\u662f\u80fd\u6e90<\/a>\u653f\u7b56\u3002“\u4f60\u4e0d\u80fd\u5728\u6ca1\u6709\u80fd\u6e90\u7684\u60c5\u51b5\u4e0b\u5efa\u8bbe\u65b0\u5de5\u4e1a\u3002\u4e0d\u8bba\u662fAI\u5de5\u5382\u3001\u82af\u7247\u5236\u9020\u8fd8\u662f\u673a\u5668\u4eba\u4ea7\u7ebf\uff0c\u80fd\u6e90\u57fa\u7840\u8bbe\u65bd\u7684\u5efa\u8bbe\u5468\u671f\u6bd4\u82af\u7247\u4ea7\u80fd\u957f\u5f97\u591a\u3002”\u4ed6\u8ba4\u4e3a\uff0c\u7f8e\u56fd<\/a>\u7684\u518d\u5de5\u4e1a\u5316\u613f\u666f\uff08\u82af\u7247\u5236\u9020\u3001AI\u6570\u636e\u4e2d\u5fc3\u3001\u7535\u52a8\u8f66\u3001\u673a\u5668\u4eba\uff09\u6700\u5927\u7684\u5236\u7ea6\u90fd\u662f\u7535\u529b\u4f9b\u5e94\uff0c\u800c\u8fd9\u662f\u51e0\u5e74\u5185\u65e0\u6cd5\u89e3\u51b3\u7684\u95ee\u9898\u3002\u8fd9\u4e5f\u662f\u82f1\u4f1f\u8fbe\u4e3a\u4f55\u5982\u6b64\u6267\u7740\u4e8e\u63d0\u5347\u6bcf\u74e6\u6027\u80fd\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n

02 · TPU\u5a01\u80c1\uff1a\u8c37\u6b4c\u548c\u4e9a\u9a6c\u900a<\/a>\u7684\u5b9a\u5236\u82af\u7247\u771f\u7684\u80fd\u66ff\u4ee3GPU\u5417\uff1f<\/strong><\/h3>\n

Patel\u6307\u51fa\uff0c\u76ee\u524d\u5168\u7403\u9876\u5c16AI\u6a21\u578b\u4e2d\uff0cClaude\u548cGemini\u5747\u5728TPU\u4e0a\u8bad\u7ec3\uff0c\u8fd9\u5bf9\u82f1\u4f1f\u8fbe\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/p>\n

\"\u9ec4\u4ec1\u52cb\u6700\u65b0\u6df1\u5ea6\u5206\u4eab\uff1a\u82f1\u4f1f\u8fbe\u7684\u62a4\u57ce\u6cb3\u3001TPU\u5a01\u80c1\u4e0e\u751f\u6001\u5efa\u8bbe\"<\/p>\n

\u9ec4\u4ec1\u52cb\u7684\u56de\u7b54\u975e\u5e38\u6709\u6761\u7406\u3002\u4ed6\u9996\u5148\u62c9\u5f00\u4e86\u6982\u5ff5\u4e0a\u7684\u8ddd\u79bb\uff1a\u82f1\u4f1f\u8fbe\u505a\u7684\u662f“\u52a0\u901f\u8ba1\u7b97”\uff0c\u4e0d\u662f“\u5f20\u91cf\u5904\u7406\u5355\u5143”\u3002\u52a0\u901f\u8ba1\u7b97\u7684\u5e94\u7528\u573a\u666f\u8fdc\u4e0d\u6b62AI\uff0c\u8fd8\u6db5\u76d6\u5206\u5b50\u52a8\u529b\u5b66\u3001\u91cf\u5b50\u8272\u52a8\u529b\u5b66\u3001\u6d41\u4f53\u529b\u5b66\u3001\u7c92\u5b50\u7269\u7406\u7b49\u79d1\u5b66\u8ba1\u7b97\u9886\u57df\u3002TPU\u6216\u4efb\u4f55\u4e13\u7528ASIC\u7684\u5e02\u573a\u8986\u76d6\uff0c\u90fd\u65e0\u6cd5\u4e0e\u82f1\u4f1f\u8fbe\u76f8\u6bd4\u3002<\/p>\n

\u5bf9\u4e8e“AI\u53ea\u662f\u77e9\u9635\u4e58\u6cd5\uff0cTPU\u5929\u7136\u66f4\u9002\u5408”\u7684\u8bba\u70b9\uff0c\u4ed6\u7684\u53cd\u9a73\u5f88\u6709\u529b\uff0c\u4ed6\u8ba4\u4e3a\uff0c\u77e9\u9635\u4e58\u6cd5\u662fAI\u7684\u91cd\u8981\u7ec4\u6210\uff0c\u4f46\u5e76\u975e\u5168\u90e8\u3002\u65b0\u7684\u6ce8\u610f\u529b\u673a\u5236\u3001\u6df7\u5408SSM\u67b6\u6784\u3001\u6269\u6563\u6a21\u578b\u4e0e\u81ea\u56de\u5f52\u878d\u5408\uff0c\u6240\u6709\u7b97\u6cd5\u521b\u65b0<\/a>\u90fd\u9700\u8981\u4e00\u4e2a\u8db3\u591f\u901a\u7528\u53ef\u7f16\u7a0b\u7684\u5e95\u5c42\u67b6\u6784\u3002AI\u8fdb\u6b65\u7684\u6838\u5fc3\u52a8\u529b\u662f\u7b97\u6cd5\u7684\u6f14\u8fdb\uff0c\u800c\u7b97\u6cd5\u6f14\u8fdb\u9700\u8981\u7075\u6d3b\u7684\u786c\u4ef6\u3002<\/p>\n

\u4ed6\u8fd8\u4ee5Hopper\u5230Blackwell\u7684\u8de8\u4ee3\u63d0\u5347\u4e3e\u4f8b\uff0c\u6027\u80fd\u63d0\u5347\u4e8630\u81f350\u500d\uff0c\u8fd9\u8fdc\u8d85\u6469\u5c14\u5b9a\u5f8b\u80fd\u7ed9\u51fa\u768425%\u5e74\u589e\u901f\uff0c\u5b8c\u5168\u4f9d\u8d56\u4e8e\u7b97\u6cd5\u548c\u8f6f\u4ef6\u5c42\u7684\u534f\u540c\u521b\u65b0\uff08\u6bd4\u5982MoE\u67b6\u6784\u7684\u5e76\u884c\u5316\uff09\uff0c\u800c\u8fd9\u6b63\u662fCUDA\u53ef\u7f16\u7a0b\u6027\u5e26\u6765\u7684\u4f18\u52bf\u3002<\/p>\n

03 · CUDA\u62a4\u57ce\u6cb3\uff1a\u6570\u4ebf\u89c4\u6a21\u7684\u5b89\u88c5\u57fa\u7840\u662f\u6700\u5927\u7684\u9690\u5f62\u58c1\u5792<\/strong><\/h3>\n

CUDA\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\u5728\u4e8e\u751f\u6001\u7684\u5e7f\u5ea6\u548c\u5b89\u88c5\u57fa\u7840\u7684\u89c4\u6a21\u3002\u82f1\u4f1f\u8fbe\u76ee\u524d\u5728\u5916\u6d41\u901a\u7684GPU\u8d85\u8fc7\u6570\u4ebf\u5757\uff0c\u4eceA10\u3001A100\u3001H100\u5230\u6700\u65b0\u7684Blackwell\u7cfb\u5217\uff0c\u904d\u5e03\u6bcf\u4e00\u6735\u4e3b\u6d41\u516c\u6709\u4e91\uff0c\u8c37\u6b4c\u3001\u4e9a\u9a6c\u900a\u3001\u5fae\u8f6f<\/a>Azure\u3001\u7532\u9aa8\u6587OCI\u5168\u90e8\u90fd\u6709\u3002<\/p>\n

\u9ec4\u4ec1\u52cb\u7684\u903b\u8f91\u662f\uff0c\u8f6f\u4ef6\u5f00\u53d1\u8005\u6700\u5728\u4e4e\u7684\u662f“\u5b89\u88c5\u57fa\u7840”\uff0c\u4f60\u5199\u7684\u4ee3\u7801\u80fd\u8dd1\u5728\u591a\u5c11\u673a\u5668\u4e0a\uff0c\u8fd9\u624d\u662f\u771f\u6b63\u7684\u4ef7\u503c\u3002Triton\u3001vLLM\u3001SGLang\u7b49\u6846\u67b6\uff0c\u82f1\u4f1f\u8fbe\u90fd\u5927\u91cf\u8d21\u732e\u4e86\u4f18\u5316\u4ee3\u7801\uff1bRL\u8bad\u7ec3\u9886\u57df\u65b0\u5174\u7684verl\u3001NeMo RL\u7b49\u6846\u67b6\uff0c\u4e5f\u90fd\u9996\u5148\u5728CUDA\u751f\u6001\u4e0a\u7206\u53d1\u3002\u8fd9\u79cd“\u751f\u6001\u539a\u5ea6”\u4e0d\u662f\u5355\u7eaf\u7684\u6280\u672f\u7ade\u4e89\uff0c\u800c\u662f\u7f51\u7edc\u6548\u5e94\u58c1\u5792\u3002<\/p>\n

\u4ed6\u4e5f\u627f\u8ba4\u4e86\u4e00\u4e2a\u73b0\u8c61\uff1a\u4e3a\u4f55Anthropic\u9009\u62e9\u4e86\u8c37\u6b4cTPU\u800c\u975e\u82f1\u4f1f\u8fbe\uff1f\u4ed6\u89e3\u91ca\u8bf4\uff0c\u8fd9\u80cc\u540e\u662f\u5546\u4e1a\u6295\u8d44\u903b\u8f91\uff0c\u8c37\u6b4c\u548c\u4e9a\u9a6c\u900a\u5411Anthropic\u6295\u5165\u4e86\u6570\u5341\u4ebf\u7f8e\u5143\uff0c\u82af\u7247\u4f7f\u7528\u53ea\u662f\u6295\u8d44\u6761\u6b3e\u7684\u4e00\u90e8\u5206\u3002\u82f1\u4f1f\u8fbe\u5728\u5f53\u65f6\u6ca1\u6709\u80fd\u529b\uff08\u4e5f\u4e0d\u5177\u5907\u505a\u6cd5\u4eba\u6295\u8d44\u7684\u54f2\u5b66\uff09\u63d0\u4f9b\u7c7b\u4f3c\u7684“\u7b97\u529b\u6362\u80a1\u6743”\u5b89\u6392\u3002<\/p>\n

04 · \u4e3a\u4f55\u82f1\u4f1f\u8fbe\u4e0d\u505a\u4e91\u670d\u52a1<\/a>\u5546\uff1f<\/strong><\/h3>\n

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