{"id":179,"date":"2026-10-21T16:39:37","date_gmt":"2026-10-21T08:39:37","guid":{"rendered":"https:\/\/aicrunchx.com\/cn\/?p=179"},"modified":"2026-10-21T16:44:40","modified_gmt":"2026-10-21T08:44:40","slug":"groq-lpu%e8%8a%af%e7%89%87%e6%8a%80%e6%9c%af%e6%b7%b1%e8%ae%bf%ef%bc%9atpu%e8%b5%b7%e6%ba%90%e3%80%81%e9%9d%99%e6%80%81%e8%b0%83%e5%ba%a6%e3%80%81gpu-lpu%e6%b7%b7%e5%90%88%e6%8e%a8%e7%90%86%e4%b8%8eje","status":"publish","type":"post","link":"https:\/\/aicrunchx.com\/cn\/archives\/179","title":{"rendered":"Groq LPU\u82af\u7247\u6280\u672f\u6df1\u8bbf\uff1aTPU\u8d77\u6e90\u3001\u9759\u6001\u8c03\u5ea6\u3001GPU-LPU\u6df7\u5408\u63a8\u7406\u4e0eJevons\u65e0\u5c3d\u7b97\u529b"},"content":{"rendered":"<blockquote class=\"wp-block-quote\">\n<p>\u8fd9\u662f\u4e00\u573a\u56f4\u7ed5 Groq LPU \u82af\u7247\u67b6\u6784\u7684\u6df1\u5ea6\u6280\u672f\u5bf9\u8bdd\u3002\u5609\u5bbe\uff08Google TPU \u5148\u9a71\u3001\u540e\u521b\u529e Groq\uff09\u56de\u987e TPU \u8d77\u6e90\uff1a\u8bed\u97f3\u8bc6\u522b\u56e2\u961f\u8bad\u7ec3\u51fa\u8d85\u8d8a\u4eba\u7c7b\u8f6c\u5199\u7684\u6a21\u578b\u5374\u56e0\u7b97\u529b\u4e0d\u8db3\u53ea\u80fd\u9650\u5236\u5728 Nexus \u624b\u673a\uff1b\u968f\u540e\u89e3\u91ca LPU \u5982\u4f55\u4e0d\u9760\u5916\u90e8\u5185\u5b58\u3001\u8de8\u591a\u7247\u82af\u7247\u5c55\u5f00\u6a21\u578b\u3001\u7528\u66f4\u5feb\u7684\u7247\u4e0a SRAM \u66f4\u5feb\u751f\u6210 token\uff1b\u9759\u6001\u8c03\u5ea6\u5982\u4f55\u5728\u7f16\u8bd1\u671f\u9884\u5b9a\u64cd\u4f5c\u987a\u5e8f\u3001\u907f\u514d\u5c0f\u6279\u91cf\u4f4e\u5ef6\u8fdf\u63a8\u7406\u65f6\u786c\u4ef6\u505c\u987f\uff1bGPU \u4e0e LPU \u7684\u5e15\u7d2f\u6258\u66f2\u7ebf\u4e92\u8865\uff1b\u9884\u653e\u5728 GPU\u3001\u89e3\u7801\u6309\u7528\u6237\u7c7b\u578b\u5728 GPU\/LPU \u95f4\u5206\u914d\uff1bagentic \u5c31\u662f\u628a\u4efb\u52a1\u62c6\u6210\u53ef\u5e76\u884c\u7684\u5b50\u4efb\u52a1\u3001AI \u8c03\u7528 AI \u5e26\u6765\u7528\u91cf\u6307\u6570\u7206\u70b8\uff1b\u4ee5\u53ca Jevons \u6096\u8bba\u4e0e&#8221;\u6210\u529f\u707e\u96be&#8221;\u3001AI \u65f6\u4ee3\u5e94\u6559\u5b69\u5b50\u63d0\u51fa\u597d\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/agentic-parallel-explosion.jpg\" alt=\"Agentic parallel explosion\"\/><figcaption>Agentic parallel tasks<\/figcaption><\/figure>\n<h2>\u4e00\u3001agentic\u7684\u672c\u8d28\uff1a\u628a\u4efb\u52a1\u62c6\u6210\u5e76\u884c\u5b50\u4efb\u52a1<\/h2>\n<p>\u8bbf\u8c08\u5f00\u7bc7\uff0c\u5609\u5bbe\u5148\u7ea0\u6b63\u4e00\u4e2a\u88ab\u6ee5\u7528\u7684\u70ed\u8bcd\uff1a\u591a\u6570\u4eba\u5e76\u4e0d\u771f\u6b63\u7406\u89e3\u4ec0\u4e48\u662f agentic\uff0c\u53ea\u662f\u628a\u5b83\u5f53 buzzword\uff08\u6d41\u884c\u8bcd\uff09\u7528\u3002\u4ed6\u7ed9\u51fa\u5b9a\u4e49\uff1aagentic \u6709\u70b9\u50cf&#8221;AI \u754c\u7684\u82f1\u4f1f\u8fbe&#8221;\uff0c\u6838\u5fc3\u662f\u80fd\u591f\u628a\u4e8b\u60c5\u62c6\u5206\u6210\u5e76\u884c\u4efb\u52a1\uff08parallel tasks\uff09\u3002<\/p>\n<p>\u4ed6\u5bf9\u6bd4\u4e86\u4e32\u884c\u4e0e\u5e76\u884c\uff1aCPU \u662f\u4e32\u884c\u7684\uff0cGPU \u662f\u5e76\u884c\u7684\u3002\u5047\u5982\u4f60\u72ec\u81ea\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\uff0c\u4f1a\u88ab\u963b\u585e\u3001\u4e00\u6b21\u53ea\u80fd\u505a\u4e00\u4ef6\u4e8b\uff0c\u6548\u7387\u4e0d\u9ad8\uff1b\u800c\u5982\u679c\u80fd\u628a\u95ee\u9898\u62c6\u6210\u6ca1\u6709\u4f9d\u8d56\u5173\u7cfb\u7684\u90e8\u5206\uff0c\u5c31\u80fd\u8ba9\u591a\u4e2a agent\u3001\u591a\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\u540c\u65f6\u5904\u7406\u3002\u5bf9\u5f88\u591a\u95ee\u9898\u8fd9\u6837\u884c\u4e0d\u901a\uff0c\u4f46\u5bf9\u5927\u591a\u6570\u95ee\u9898\u53ef\u884c\u3002\u5982\u4eca\u4f60\u770b\u5230\u7684\u6b63\u662f\uff1a\u4efb\u4f55\u53ef\u5e76\u884c\u7684\u4efb\u52a1\u90fd\u88ab\u62c6\u8fdb\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5206\u522b\u5904\u7406\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u5c42\u9762\u662f&#8221;AI \u4e5f\u559c\u6b22\u7528 AI&#8221;\uff1a\u5c31\u50cf\u4f60\u4f1a\u5411\u5b83\u63d0\u95ee\uff0c\u5b83\u4e5f\u4f1a\u53bb\u95ee\u53e6\u4e00\u4e2a AI \u4e00\u4e9b\u95ee\u9898\uff0c\u8ba9\u90a3\u4e2a AI \u5148\u5de5\u4f5c\uff0c\u81ea\u5df1\u540c\u65f6\u5e72\u6d3b\uff0c\u7b49\u7b54\u6848\u56de\u6765\u518d\u6574\u5408\u3002\u6b63\u56e0\u4e3a\u8fd9\u6837\u62c6\u4efb\u52a1\u3001\u628a\u4efb\u52a1\u4ea4\u7ed9\u5176\u4ed6 AI\uff0c\u624d\u5e26\u6765\u4e86\u7528\u91cf\u7684\u7edd\u5bf9\u7206\u70b8\uff08absolute explosion\uff09\uff0c\u800c\u4e14\u72ec\u7acb\u5b50\u4efb\u52a1\u8dd1\u5f97\u8d8a\u591a\uff0c\u6700\u7ec8\u7b54\u6848\u8d28\u91cf\u5f80\u5f80\u8d8a\u597d\uff0c\u5c31\u50cf\u4e00\u4e2a\u66f4\u5927\u7684\u56e2\u961f\u80fd\u505a\u66f4\u591a\u68c0\u67e5\u3001\u5f97\u51fa\u66f4\u6709\u4f9d\u636e\u7684\u7b54\u6848\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/tpu-origin-fpga-project.jpg\" alt=\"TPU origin FPGA project\"\/><figcaption>TPU origin story<\/figcaption><\/figure>\n<h2>\u4e8c\u3001TPU\u7684\u8d77\u6e90\uff1a\u5348\u9910\u65f6\u804a\u51fa\u768420%\u9879\u76ee<\/h2>\n<p>\u4e3b\u6301\u4eba\u63d0\u5230\u4e24\u4eba\u90fd\u662f Google \u6821\u53cb\uff0c\u5728 Google \u65f6\u6709\u4e2a\u73a9\u7b11\uff1a\u5982\u679c\u5f53\u5929\u8bad\u7ec3\u6a21\u578b\u7684 TPU \u914d\u989d\u7528\u5b8c\u4e86\uff0c\u5e72\u8106\u5c31\u653e\u5047\u4e00\u5929\u3002\u5609\u5bbe\u6b63\u662f TPU \u7684\u5148\u9a71\uff0c\u540e\u6765\u79bb\u5f00 Google \u521b\u529e\u81ea\u5df1\u7684\u82af\u7247\u516c\u53f8\u3002\u4ed6\u88ab\u95ee\u5230\u5728 Google \u770b\u5230\u4e86\u4ec0\u4e48\u8ba9\u4ed6\u60f3\u53e6\u8d77\u7089\u7076\u3002<\/p>\n<p>\u7b54\u6848\u662f\u7b97\u529b\u4e0d\u591f\u3002\u5f53\u65f6\u8bed\u97f3\u8bc6\u522b\u56e2\u961f\u8bad\u7ec3\u51fa\u4e00\u4e2a\u6a21\u578b\uff0c\u8f6c\u5199\u80fd\u529b\u7b2c\u4e00\u6b21\u8d85\u8d8a\u4eba\u7c7b\uff0c\u4f46\u95ee\u9898\u662f\u65e0\u6cd5\u6295\u5165\u751f\u4ea7\uff0c\u53ea\u80fd\u628a\u90e8\u7f72\u9650\u5236\u5728 Nexus \u8001\u6b3e Android \u624b\u673a\u7528\u6237\u8303\u56f4\u5185\uff0c\u56e0\u4e3a\u7b97\u529b\u5b9e\u5728\u592a\u5c11\u3002\u5609\u5bbe\u6b63\u597d\u5728\u7ebd\u7ea6\u548c\u8bed\u97f3\u8bc6\u522b\u56e2\u961f\u4e00\u8d77\u5348\u9910\uff0c\u542c\u5230\u4e86\u8fd9\u4e2a\u96be\u9898\u3002\u8fd9\u4ef6\u4e8b\u6700\u521d\u4f5c\u4e3a\u4e00\u4e2a20%\u9879\u76ee\uff0820% project\uff09\u8d77\u6b65\uff0c\u628a\u6a21\u578b\u79fb\u690d\u5230 FPGA\uff0c\u505a\u51fa\u4e00\u4e2a\u901a\u7528\u67b6\u6784\uff1b\u540e\u6765\u53d1\u73b0\u63a8\u7406\uff08inference\uff09\u9700\u6c42\u6781\u5176\u8feb\u5207\uff0c\u4e8e\u662f\u53d8\u6210\u4e86\u4e00\u9897\u82af\u7247\u3002Jeff Dean \u505a\u8fc7\u5206\u6790\uff0c\u8bc4\u4f30\u4e86\u672a\u6765\u8981\u5728\u8fd9\u4e0a\u9762\u6295\u5165\u7684\u5bb9\u91cf\u4e0e\u5f00\u9500\uff0c\u56e2\u961f\u5c31\u8df3\u4e86\u8fdb\u53bb\uff0c\u5f53\u65f6\u5e76\u4e0d\u77e5\u9053\u6709\u591a\u96be\u3002<\/p>\n<p>\u5609\u5bbe\u7528\u4ed6\u8fc7\u53bb\u7528\u8fc7\u7684&#8221;\u6210\u529f\u707e\u96be&#8221;\uff08success disaster\uff09\u6765\u5f62\u5bb9\u8fd9\u79cd\u5c40\u9762\uff0c\u4ed6\u5728 Google \u591a\u6b21\u7ecf\u5386\u8fc7\u3002<\/p>\n<h2>\u4e09\u3001\u63a8\u7406\u65f6GPU\u53d7\u5185\u5b58\u74f6\u9888\uff0cLPU\u5982\u4f55\u6362\u67b6\u6784<\/h2>\n<p>\u4e3b\u6301\u4eba\u95ee\uff1aNvidia GPU \u64c5\u957f\u8bad\u7ec3\uff0c\u4f46\u63a8\u7406\u65f6\u53d7\u5185\u5b58\u74f6\u9888\u9650\u5236\uff0cGroq\uff08\u8f6c\u5f55\u4e2d\u62fc\u5199\u4e3a Grock\uff09\u5982\u4f55\u6539\u53d8\u5185\u5b58\u67b6\u6784\u6765\u5e94\u5bf9\uff1f\u5609\u5bbe\u5148\u5f3a\u8c03\u6743\u8861\uff1a\u5929\u4e0b\u6ca1\u6709\u514d\u8d39\u5348\u9910\uff08no free lunch\uff09\uff0c\u76ee\u6807\u662f\u62ff\u5230\u6700\u4f4e\u7684\u6bcf token \u6210\u672c\uff0c\u56e0\u4e3a\u6210\u672c\u51b3\u5b9a\u5bb9\u91cf\u3002\u5927\u5bb6\u90fd\u5728\u7ade\u901f\uff0c\u613f\u610f\u4e3a\u66f4\u591a\u5bb9\u91cf\u4ed8\u66f4\u591a\u94b1\uff1b\u4f46\u5982\u679c\u82b1\u4e24\u500d\u7684\u94b1\u53ea\u80fd\u62ff\u5230\u4e00\u534a\u7684\u6bcf\u7f8e\u5143\u5bb9\u91cf\uff0c\u90a3\u5c31\u4e0d\u662f\u771f\u6b63\u5173\u5fc3\u7684\u4e8b\u3002\u771f\u6b63\u5173\u5fc3\u7684\u662f&#8221;\u6bcf\u4e00\u7f8e\u5143\u80fd\u62ff\u5230\u591a\u5c11 token&#8221;\uff0c\u540c\u65f6\u4f60\u8fd8\u9700\u8981\u901f\u5ea6\u3002<\/p>\n<p>\u6743\u8861\u5728\u4e8e\uff1a\u8981\u7edd\u5bf9\u6700\u4f18\u7684\u6bcf token \u6210\u672c\uff0c\u5c31\u7528 GPU\u3001\u7528\u5f88\u5927\u7684\u6279\u91cf\uff0c\u4f46\u901f\u5ea6\u4e0d\u4f1a\u90a3\u4e48\u5feb\u3002Groq \u505a LPU \u7684\u601d\u8def\u662f\uff1a\u80fd\u591f\u5728\u4e0d\u4f7f\u7528\u4efb\u4f55\u5916\u90e8\u5185\u5b58\u7684\u60c5\u51b5\u4e0b\u6269\u5c55\u5230\u591a\u7247\u82af\u7247\uff0c\u628a\u6a21\u578b\u5206\u6563\u5230\u8fd9\u4e9b\u82af\u7247\u4e0a\uff0c\u4ece\u800c\u4f7f\u7528\u5feb\u5f97\u591a\u7684 SRAM\uff08\u7247\u4e0a\u9759\u6001\u5185\u5b58\uff09\uff0c\u5728\u66f4\u4f4e\u6210\u672c\u4e0b\u66f4\u5feb\u751f\u6210 token\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/lpu-kernel-free-design.jpg\" alt=\"LPU kernel-free design\"\/><figcaption>Kernel-free LPU<\/figcaption><\/figure>\n<h2>\u56db\u3001\u5e15\u7d2f\u6258\u66f2\u7ebf\uff1aGPU\u4e0eLPU\u4e92\u8865\u586b\u6ee1\u4e2d\u95f4\u533a<\/h2>\n<p>\u5609\u5bbe\u7528\u5e15\u7d2f\u6258\u66f2\u7ebf\uff08Pareto curve\uff09\u89e3\u91ca\uff1aGPU \u4e0e LPU \u7684\u66f2\u7ebf\u76f8\u5f53\u4e0d\u540c\uff0c\u66f2\u7ebf\u4e0a\u6709\u7684\u533a\u6bb5 GPU \u66f4\u7ecf\u6d4e\uff0c\u6709\u7684\u533a\u6bb5 LPU \u66f4\u7ecf\u6d4e\uff0c\u901a\u5e38\u5728\u66f4\u5feb\u7684\u90a3\u4e00\u7aef\u3002\u628a\u4e24\u8005\u7ed3\u5408\u8d77\u6765\uff0c\u5c31\u80fd\u586b\u6ee1\u4e2d\u95f4\u5730\u5e26\uff1b\u5728 GPU+LPU \u4e0e LPU \u4e4b\u95f4\uff0c\u4f60\u5c31\u80fd\u5728\u4efb\u610f\u60f3\u8981\u7684\u8fd0\u884c\u901f\u5ea6\u4e0b\u62ff\u5230\u6700\u4f18\u7684\u6bcf token \u6210\u672c\u3001\u6700\u5927\u5bb9\u91cf\u3002<\/p>\n<p>Groq \u7684\u53e6\u4e00\u4e2a\u5dee\u5f02\u5316\u662f\u4f7f\u7528\u9759\u6001\u8c03\u5ea6\uff08static scheduling\uff09\uff1a\u64cd\u4f5c\u987a\u5e8f\u5728\u7f16\u8bd1\u671f\u5c31\u9884\u5148\u5b9a\u4e49\u597d\u3002\u4e3a\u4ec0\u4e48\u8fd9\u5bf9\u5927\u6a21\u578b\u63a8\u7406\u662f\u4f18\u52bf\uff1f\u5609\u5bbe\u7528\u65e5\u7a0b\u5b89\u6392\u6253\u6bd4\u65b9\uff1a\u5982\u679c\u8981\u5b89\u6392\u4e00\u580615\u5206\u949f\u7684\u77ed\u4f1a\uff0c\u5bf9\u65b9\u5fc5\u987b\u51c6\u65f6\u51fa\u73b0\u3001\u5360\u7528\u8fd9\u6bb5\u65f6\u95f4\uff0c\u5c31\u5f97\u6392\u671f\uff1b\u800c\u4e00\u573a\u4e94\u5c0f\u65f6\u7684\u957f\u4f1a\u4e0d\u9700\u8981\u7cbe\u786e\u6392\u671f\uff0c\u4f60\u8fdf\u523030\u5206\u949f\u4e5f\u53ea\u5360\u4e94\u5c0f\u65f6\u91cc\u768430\u5206\u949f\u3002\u63a8\u7406\u505a\u7684\u662f\u8d85\u4f4e\u5ef6\u8fdf\u3001\u5c0f\u6279\u91cf\uff0c\u56e0\u6b64\u9700\u8981\u628a\u6240\u6709\u64cd\u4f5c\u90fd\u6392\u597d\uff0c\u8ba9\u8ba1\u7b97\u7684\u6bcf\u4e00\u90e8\u5206\u5feb\u901f\u5b8c\u6210\u3001\u628a\u786c\u4ef6\u91ca\u653e\u7ed9\u4e0b\u4e00\u90e8\u5206\uff0c\u907f\u514d\u540e\u9762\u7684\u5de5\u4f5c\u5168\u90e8\u505c\u987f\u3002\u8bad\u7ec3\u65f6\u8fd9\u4e0d\u90a3\u4e48\u5173\u952e\uff0c\u4f46\u5bf9\u63a8\u7406\u7edd\u5bf9\u5173\u952e\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/static-scheduling-low-latency.jpg\" alt=\"Static scheduling low latency\"\/><figcaption>Static scheduling<\/figcaption><\/figure>\n<h2>\u4e94\u3001MoE\u4e13\u5bb6\uff1a\u9759\u6001\u8c03\u5ea6\u4e0b\u7684scatter\/gather<\/h2>\n<p>\u5f53\u4eca\u5f88\u591a\u6700\u5148\u8fdb\u5927\u6a21\u578b\u91c7\u7528\u6df7\u5408\u4e13\u5bb6\uff08Mixture of Experts, MoE\uff09\u67b6\u6784\uff0c\u63a8\u7406\u65f6\u6bcf\u4e2a\u67e5\u8be2\u53ef\u80fd\u6fc0\u6d3b\u4e0d\u540c\u7684\u4e13\u5bb6\u3002\u5728\u4e00\u9897\u505a\u9759\u6001\u8c03\u5ea6\u7684\u82af\u7247\u4e0a\u5982\u4f55\u5de5\u4f5c\uff1f\u5609\u5bbe\u89e3\u91ca\uff1a\u88ab\u9759\u6001\u8c03\u5ea6\u7684\u662f\u4ec0\u4e48\uff1f\u5c31\u50cf\u65e5\u5386\u4e0a\u8fd9\u4e2a15\u5206\u949f\u65f6\u6bb5\u4e0d\u53d8\uff0c\u4f46\u4f1a\u89c1\u7684\u4eba\u53ef\u4ee5\u6362\u3002LPU \u5177\u5907 scatter\/gather\uff08\u5206\u6563\/\u805a\u96c6\uff09\u80fd\u529b\uff0c\u6839\u636e\u9700\u8981\u54ea\u4e2a\u4e13\u5bb6\u5c31\u53d6\u6765\u4e0d\u540c\u4e13\u5bb6\uff0c\u4ecd\u7136\u8dd1\u540c\u6837\u957f\u7684\u65f6\u95f4\uff0c\u53ea\u662f\u6362\u6210\u4e0d\u540c\u4e13\u5bb6\u3002\u5373\u4fbf\u4e13\u5bb6\u5927\u5c0f\u4e0d\u540c\uff0c\u751a\u81f3\u53ef\u4ee5\u8def\u7531\u5230\u53e6\u4e00\u9897\u82af\u7247\uff0c\u53ea\u4f1a\u5728\u7ba1\u9053\u91cc\u7559\u4e0b\u4e00\u4e2a\u5c0f\u6c14\u6ce1\u3002\u5173\u952e\u5728\u4e8e\uff1a\u786e\u5b9a\u6027\uff08determinism\uff09\u7ed9\u4f60\u66f4\u5f3a\u7684\u65f6\u5e8f\u9884\u6d4b\u80fd\u529b\uff0c\u5374\u4e0d\u9650\u5236\u4f60\u80fd\u8dd1\u4ec0\u4e48\u3002<\/p>\n<p>LPU \u67b6\u6784\u5bf9\u4e13\u5bb6\u6a21\u578b\u5c24\u5176\u53cb\u597d\uff0c\u56e0\u4e3a\u6279\u91cf\u8d8a\u5c0f\u8d8a\u597d\u3002\u7528\u5916\u90e8\u5185\u5b58\u65f6\uff0c\u4f60\u8981\u4ece DRAM \u8bfb\u5165\u4e00\u4e2a\u4e13\u5bb6\uff0c\u518d\u644a\u5230\u5927\u91cf\u8ba1\u7b97\u4e0a\uff0c\u53ef\u80fd\u9700\u8981\u51e0\u767e\u7684\u6279\u91cf\u624d\u7ecf\u6d4e\uff1b\u7528 LPU \u53ef\u80fd10\u5de6\u53f3\u7684\u6279\u91cf\u5c31\u6210\u7acb\uff0c\u610f\u5473\u7740\u4e0d\u7528\u7b49\u90a3\u4e48\u591a\u67e5\u8be2\u6512\u6279\u5c31\u80fd\u8dd1\uff0c\u65f6\u95f4\u66f4\u77ed\u3001\u6548\u7387\u66f4\u9ad8\uff0c\u51e0\u4e4e\u662f\u4e3a\u4e13\u5bb6\u6a21\u578b\u91cf\u8eab\u5b9a\u505a\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/deterministic-small-batch.jpg\" alt=\"Determinism small batch\"\/><figcaption>Determinism helps<\/figcaption><\/figure>\n<h2>\u516d\u3001\u7ebf\u6027\u4ee3\u6570\u6700\u4f18\uff1a\u67b6\u6784\u66f4\u66ff\u65f6LPU\u4e0d\u5fc5\u91cd\u8bbe\u8ba1<\/h2>\n<p>\u5f53 Transformer \u88ab\u4e0b\u4e00\u4e2a\u65f6\u9ae6\u67b6\u6784\u53d6\u4ee3\uff0cLPU \u8981\u5b8c\u5168\u91cd\u8bbe\u8ba1\u5417\uff1f\u5609\u5bbe\u8bf4\u8fd9\u662f\u53e4\u8001\u95ee\u9898\u3002\u8bbe\u8ba1 LPU \u65f6\u300aAttention Is All You Need\u300b\u8bba\u6587\u8fd8\u6ca1\u53d1\u8868\u3002\u6ce8\u610f\u529b\u4e0e\u5f53\u65f6\u5df2\u6709\u7684\u5377\u79ef\u7b49\u6709\u5f88\u591a\u62bc\u97f5\u4e4b\u5904\uff0c\u5b83\u4eec\u5f88\u4e0d\u540c\uff0c\u4f46\u672c\u8d28\u90fd\u662f\u7ebf\u6027\u4ee3\u6570\u3002\u5982\u679c\u4f60\u4e3a\u7ebf\u6027\u4ee3\u6570\u9020\u51fa\u4e86\u6700\u4f18\u82af\u7247\uff0c\u5c31\u7b49\u4e8e\u4e3a\u5927\u591a\u6570\u8fd9\u7c7b\u67b6\u6784\u9020\u51fa\u4e86\u6700\u4f18\u82af\u7247\u3002<\/p>\n<p>\u4f60\u4e5f\u8bb8\u4f1a\u51b3\u5b9a\u9488\u5bf9\u67d0\u79cd\u77e9\u9635\u4e58\u6cd5\u5c3a\u5bf8\u4f18\u5316\uff0c\u800c\u4e0d\u540c\u67b6\u6784\u53ef\u80fd\u4e0d\u540c\u3002\u5609\u5bbe\u89c1\u8fc7\u4e00\u4e9b\u4eba\u8d70\u5411\u6781\u5ea6\u4e13\u7528\uff0c\u4f46\u6700\u7ec8\u6700\u5e38\u8d62\u7684\u51e0\u4e4e\u603b\u662f\u7075\u6d3b\u6027\uff08flexibility\uff09\u3002\u5047\u5982\u9650\u5236\u4f60\u6c38\u8fdc\u4e0d\u80fd\u6539\u6a21\u578b\u3001\u4f46\u80fd\u5feb10\u500d\uff0c\u8fd9\u5e76\u4e0d\u5438\u5f15\u4eba\uff0c\u56e0\u4e3a\u7b97\u6cd5\u672c\u8eab\u4f1a\u670910\u500d\u6539\u8fdb\uff0c\u7b97\u6cd5\u8fed\u4ee3\u5982\u6b64\u4e4b\u5feb\uff0c\u7075\u6d3b\u6027\u5f80\u5f80\u66f4\u91cd\u8981\u3002LPU \u67b6\u6784\u4e13\u95e8\u8bbe\u8ba1\u5f97\u6781\u6613\u7f16\u7a0b\uff0c\u65b0\u67b6\u6784\u51fa\u73b0\u65f6\u53ef\u4ee5\u5feb\u901f\u91c7\u7528\uff0c\u8ba9\u6700\u65b0\u7b97\u6cd5\u5f88\u5feb\u8dd1\u8d77\u6765\u3002<\/p>\n<h2>\u4e03\u3001\u5b9e\u65f6\u8bed\u97f3\uff1a\u66f4\u5feb\u53cd\u800c\u964d\u4f4e\u8f6c\u5199\u9519\u8bef\u7387<\/h2>\n<p>\u4e3b\u6301\u4eba\u95ee\uff1aLPU \u662f&#8221;\u8bed\u8a00&#8221;\uff08Language\uff09\uff0c\u662f\u5426\u610f\u5473\u7740\u89c6\u89c9\u3001\u97f3\u9891\u6a21\u578b\u4eab\u53d7\u4e0d\u5230\u540c\u6837\u7684\u901f\u5ea6\u63d0\u5347\uff1f\u5609\u5bbe\u8bf4\uff0cGroq \u4e91\u6700\u5927\u7684\u7528\u6237\u4e4b\u4e00\u5c31\u662f\u8bed\u97f3\u8f6c\u6587\u5b57\uff08speech to text\uff09\u7528\u6237\uff0c\u4e5f\u66fe\u6709\u4e00\u6bb5\u65f6\u95f4\u505a\u6587\u5b57\u8f6c\u8bed\u97f3\uff08text to speech\uff09\uff0c\u539f\u56e0\u662f\u8fd9\u7c7b\u4efb\u52a1\u5bf9\u5b9e\u65f6\u6027\u6781\u5176\u654f\u611f\u3002\u5176\u4e2d\u4e00\u4e9b\u6a21\u578b\u5d4c\u5165\u4e86\u5377\u79ef\u5c42\uff0c\u8fd9\u6b63\u662f\u901a\u7528\u67b6\u6784\u7684\u4ef7\u503c\u6240\u5728\uff0c\u5426\u5219\u6ca1\u6cd5\u5728\u4e0a\u9762\u8dd1\u8fd9\u4e9b\u8bed\u97f3\u4efb\u52a1\u3002<\/p>\n<p>\u66f4\u53cd\u76f4\u89c9\u7684\u662f\uff0c\u66f4\u5feb\u53cd\u800c\u63d0\u5347\u8d28\u91cf\u3002\u4f60\u53ef\u4ee5\u628a\u97f3\u9891\u5207\u6210\u5f88\u5c0f\u7684\u7247\u6bb5\u5355\u72ec\u8dd1\uff0c\u4f46\u53ea\u542c\u5230\u4e00\u5c0f\u6bb5\u5c31\u7f3a\u5c11\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u66f4\u96be\u9884\u6d4b\u5355\u8bcd\u3002\u7528\u8f83\u6162\u7684\u82af\u7247\u505a\u97f3\u9891\u5904\u7406\u65f6\uff0c\u4e3a\u4e86\u5b9e\u65f6\u4f1a\u5207\u5f97\u66f4\u788e\uff0c\u9519\u8bef\u7387\u4e0a\u5347\uff1b\u5c31\u50cf\u4e24\u4e2a\u4e0d\u540c\u7684\u4eba\u540c\u65f6\u8f6c\u5199\u4e00\u6bb5\u6f14\u8bb2\u3001\u6bcf\u4eba\u6bcf\u6b21\u53ea\u542c5\u79d2\uff0c\u4f1a\u56e0\u4e3a\u6ca1\u6709\u5b8c\u6574\u4e0a\u4e0b\u6587\u800c\u9519\u8bef\u66f4\u591a\u3002\u56e0\u4e3a LPU \u80fd\u4ee5\u6570\u767e\u500d\u4e8e\u5b9e\u65f6\u7684\u901f\u5ea6\u505a\u8bed\u97f3\u8f6c\u5199\uff0c\u80fd\u5904\u7406\u5927\u5f97\u591a\u7684\u7247\u6bb5\uff0c\u5b9e\u9645\u964d\u4f4e\u4e86\u8fd9\u4e9b\u6a21\u578b\u7684\u9519\u8bef\u7387\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/audio-chunk-transcription.jpg\" alt=\"Audio chunk transcription\"\/><figcaption>Faster chunks cut errors<\/figcaption><\/figure>\n<h2>\u516b\u3001\u81ea\u56de\u5f52\u4e0e\u6269\u6563\uff1a\u6e05\u6670\u7535\u68af\u97f3\u4e50\u4e0e\u7075\u9b42\u65cb\u5f8b<\/h2>\n<p>\u76ee\u524d\u8c08\u8fc7\u7684\u8bed\u8a00\u63a8\u7406\u3001\u97f3\u9891\u591a\u4e3a\u81ea\u56de\u5f52\uff08autoregressive\uff09\uff0c\u4f46\u5982\u4eca\u89c6\u89c9\u6a21\u578b\u662f\u6269\u6563\uff08diffusion\uff09\u57fa\u4e8e\u7684\uff0c\u4e00\u4e9b\u5927\u6a21\u578b\u4e5f\u662f\u3002\u6269\u6563\u5927\u6a21\u578b\u5728 GPU \u4e0a\u6bd4\u81ea\u56de\u5f52\u5feb\uff0c\u8fd9\u4e2a\u6392\u5e8f\u5728 Groq \u82af\u7247\u4e0a\u8fd8\u6210\u7acb\u5417\uff1f\u5609\u5bbe\u5148\u89e3\u91ca\u81ea\u56de\u5f52\uff1a\u5148\u731c\u51fa\u8fd9\u4e2a\u8bcd\uff0c\u518d\u731c\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u50cf\u4e0b\u68cb\u5148\u60f3\u4e00\u6b65\u518d\u8d70\u4e0b\u4e00\u6b65\uff0c\u800c\u4e0d\u662f\u5e76\u884c\u60f3\u5b8c\u6240\u6709\u6b65\uff1b\u8bed\u8a00\u91cc\u5c24\u5176\u5728\u77e5\u9053\u7b2c99\u4e2a\u8bcd\u524d\u5f88\u96be\u77e5\u9053\u7b2c100\u4e2a\u8bcd\u3002<\/p>\n<p>\u4e8e\u662f\u6709\u4eba\u5c1d\u8bd5\u7528\u6269\u6563\u6a21\u578b\u751f\u6210\u8bed\u8a00\uff0c\u4f46\u6548\u679c\u4e0d\u597d\uff0c\u56e0\u4e3a\u5728\u6ca1\u51b3\u5b9a\u8fd9\u91cc\u8981\u8bf4\u4ec0\u4e48\u524d\uff0c\u5f88\u96be\u51b3\u5b9a\u90a3\u91cc\u8981\u8bf4\u4ec0\u4e48\u2014\u2014\u5c31\u50cf100\u4e2a\u4eba\u5199\u4e00\u7bc7\u6f14\u8bb2\u3001\u5f7c\u6b64\u770b\u4e0d\u5230\u5bf9\u65b9\u5199\u7684\u3002\u6269\u6563\u4e4b\u6240\u4ee5\u53eb\u6269\u6563\uff0c\u662f\u56e0\u4e3a\u4fe1\u606f\u5728\u65f6\u7a7a\u4e2d\u6269\u6563\uff0c\u79bb\u5f97\u8d8a\u8fdc\u5f71\u54cd\u8d8a\u5c0f\u3002\u5609\u5bbe\u6253\u4e86\u4e2a\u751f\u52a8\u6bd4\u65b9\uff1a\u81ea\u56de\u5f52\u7248\u672c\u4f1a\u66f4\u6709\u7075\u9b42\u3001\u66f4\u6df1\u3001\u4f60\u4f1a\u5f88\u559c\u6b22\uff0c\u4f46\u53ef\u80fd\u6709\u6742\u97f3\uff1b\u7eaf\u6269\u6563\u5219\u662f\u4f60\u542c\u8fc7\u6700\u6e05\u6f88\u7684\u7535\u68af\u97f3\u4e50\uff0c\u6ca1\u6709\u7075\u9b42\uff1b\u628a\u4e24\u8005\u7ed3\u5408\uff0c\u91cd\u8981\u7684\u65f6\u523b\u7528\u81ea\u56de\u5f52\u5e26\u4e0a\u4e0b\u6587\u5b8c\u6210\uff0c\u5176\u4f59\u7528\u6269\u6563\u586b\u5145\u3002\u6b63\u5982 LPU \u4e0e GPU \u914d\u5bf9\u505a\u89e3\u7801\uff0c\u6210\u529f\u7684\u6269\u6563\u5927\u6a21\u578b\u7248\u672c\u5f88\u53ef\u80fd\u4f1a\u628a\u81ea\u56de\u5f52\u4e0e\u6269\u6563\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/diffusion-vs-autoregressive.jpg\" alt=\"Diffusion vs autoregressive\"\/><figcaption>Diffusion vs AR<\/figcaption><\/figure>\n<h2>\u4e5d\u3001\u7269\u6d41\u7c7b\u6bd4\uff1aGPU\u662f18\u8f6e\u5361\u8f66\uff0cLPU\u662f\u9001\u8d27\u8f66<\/h2>\n<p>\u4e3b\u6301\u4eba\u63d0\u5230 Nvidia \u57283\u6708 GTC \u516c\u5e03\u4e13\u4e3a\u63a8\u7406\u3001\u5c24\u5176\u4e3a agentic \u7684 Vera Rubin \u8d85\u7b97\uff0c\u95ee GPU \u4e0e Groq \u5728\u63a8\u7406\u65f6\u5982\u4f55\u534f\u4f5c\u3002\u5609\u5bbe\u5148\u7ed9\u7c7b\u6bd4\uff1a\u5047\u8bbe\u8981\u4e3a\u5168\u7f8e\u5efa\u7269\u6d41\u7f51\u7edc\uff0c\u53ea\u80fd\u900918\u8f6e\u5361\u8f66\u6216\u9001\u8d27\u8f66\u3002\u9001\u8d27\u8f66\u80fd\u8fdb\u4efb\u4f55\u8f66\u9053\u4f46\u88c5\u4e0d\u591a\u3001\u66f4\u8d35\uff1b\u6700\u4f18\u7b54\u6848\u662f\u4e24\u8005\u90fd\u8981\u3002GPU \u5c31\u662f18\u8f6e\u5361\u8f66\uff0c\u80fd\u4e00\u6b21\u5904\u7406\u5927\u91cf token\uff0c\u4f46\u88c5\u8d27\u3001\u8fd0\u8f93\u8981\u4e00\u70b9\u65f6\u95f4\uff1b\u9001\u8d27\u8f66\u66f4\u50cf LPU\uff0c\u6548\u7387\u6ca1\u90a3\u4e48\u9ad8\uff0c\u4f46\u5728\u6700\u540e\u4e00\u82f1\u91cc\u6bd4\u8ba9\u5361\u8f66\u6765\u505a\u66f4\u9ad8\u6548\u3002<\/p>\n<p>\u5927\u6a21\u578b\u672c\u8eab\u5206\u4e24\u90e8\u5206\uff1a\u6743\u91cd\u3001\u6295\u5f71\u5c42\uff0c\u4ee5\u53ca\u6ce8\u610f\u529b\u3002\u4ed6\u4eec\u7684\u505a\u6cd5\u662f\u628a\u6295\u5f71\u653e\u5728 LPU \u4e0a\uff0c\u628a\u6ce8\u610f\u529b\u653e\u5728 GPU \u4e0a\uff0c\u4ece\u800c\u517c\u5f97\u4e24\u8005\u4e4b\u957f\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/gpu-lpu-logistics-split.jpg\" alt=\"GPU LPU logistics split\"\/><figcaption>Trucks and vans<\/figcaption><\/figure>\n<h2>\u5341\u3001Nvidia\u534f\u8bae\u4e4b\u540e\uff1a\u6df7\u5408\u90e8\u7f72\uff0c\u9884\u586bGPU\u3001\u89e3\u7801\u5206\u6d41<\/h2>\n<p>\u4e3b\u6301\u4eba\u95ee\uff1aNvidia \u534f\u8bae\u4e4b\u540e\uff0cGroq \u82af\u7247\u4f1a\u72ec\u7acb\u51fa\u552e\uff0c\u8fd8\u662f\u66f4\u591a\u4ee5 LPU+GPU \u6df7\u5408\u5f62\u5f0f\u51fa\u552e\uff1f\u5609\u5bbe\u8ba4\u4e3a\u4f1a\u770b\u5230\u6df7\u5408\u5f62\u6001\u3002\u9884\u586b\uff08prefill\uff0c\u8bfb\u53d6\u6587\u672c\uff09\u4ecd\u5efa\u8bae\u53ea\u653e\u5728 GPU \u4e0a\uff0c\u56e0\u4e3a GPU \u5f88\u64c5\u957f\u8fd9\u4ef6\u4e8b\uff0c\u4e14\u5bf9\u5b8c\u6210\u5ef6\u8fdf\u654f\u611f\u3001\u4f46\u5bf9\u5355 token \u4e0d\u654f\u611f\uff0c\u662f\u9ad8\u5ea6\u53ef\u5e76\u884c\u7684\u95ee\u9898\uff0c\u4ea4\u7ed918\u8f6e\u5361\u8f66 GPU\u3002<\/p>\n<p>\u89e3\u7801\uff08decode\uff09\u5219\u6309\u7528\u6237\u7c7b\u578b\u5206\u6d41\uff1a\u5bf9\u6210\u672c\u654f\u611f\u7684\u514d\u8d39\u7528\u6237\uff0c\u53ef\u80fd\u5b8c\u5168\u7528 GPU \u89e3\u7801\uff1b\u4ed8\u8d39\u7684\u4e13\u4e1a\u7528\u6237\u671f\u5f85\u66f4\u9ad8\u901f\u5ea6\uff0c\u53ef\u80fd\u7528 GPU-LPU \u7ec4\u5408\u89e3\u7801\uff1b\u5bf9\u6781\u7aef\u3001\u6027\u80fd\u5173\u952e\u7684\u4efb\u52a1\uff0c\u751a\u81f3\u53ef\u80fd\u7eaf LPU \u89e3\u7801\u3002\u4efb\u4f55\u6570\u636e\u4e2d\u5fc3\u91cc\u90fd\u662f\u9884\u586b\u5168\u5728 GPU\uff0c\u89e3\u7801\u4e00\u90e8\u5206\u5728 LPU\u3001\u4e00\u90e8\u5206\u5728 GPU\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/hybrid-prefill-decode.jpg\" alt=\"Hybrid prefill decode\"\/><figcaption>Hybrid deployment<\/figcaption><\/figure>\n<h2>\u5341\u4e00\u3001AI\u5199CUDA\u5185\u6838\uff1a\u597d\u574f\u4e0d\u662f\u4e8c\u5143\u5224\u65ad<\/h2>\n<p>\u8c08\u5230 AI \u5bf9\u5de5\u7a0b\u5e08\u7684\u5f71\u54cd\uff0cCUDA \u5185\u6838 notoriously \u96be\u624b\u5199\uff0cAI \u662f\u5426\u4f1a\u597d\u5230\u80fd\u81ea\u5df1\u5199\uff1f\u5609\u5bbe\u8ba4\u4e3a\u53ef\u80fd\u5df2\u7ecf\u591f\u597d\u4e86\uff0c\u4f46\u8fd9\u4e0d\u50cf\u542c\u8d77\u6765\u90a3\u6837\u4e8c\u5143\u3002\u4ec0\u4e48\u53eb&#8221;\u591f\u597d&#8221;\uff1f\u4e0d\u662f\u5199\u4e0d\u5199\u5185\u6838\uff0c\u800c\u662f\u5185\u6838\u6709\u591a\u597d\u3001\u591a\u9ad8\u6548\u3001\u591a\u9ad8\u6027\u80fd\u3001\u591a\u5bb9\u6613\u4e0e\u5176\u4ed6\u5185\u6838\u878d\u5408\u3001\u591a\u901a\u7528\u3001\u53ef\u590d\u7528\u6027\u5982\u4f55\u3001\u8986\u76d6\u591a\u5c11\u4e13\u7528\u573a\u666f\u3002\u968f\u7740 AI \u8d8a\u6765\u8d8a\u597d\uff0c\u5185\u6838\u4e5f\u4f1a\u8d8a\u6765\u8d8a\u597d\uff1b\u4f46\u4f60\u5728\u67d0\u4e2a\u5185\u6838\u4e0a\u82b1\u7684\u65f6\u95f4\u8d8a\u591a\uff0c\u90a3\u4e2a\u5185\u6838\u5c31\u8d8a\u597d\u3002<\/p>\n<p>Groq \u67b6\u6784\u4e00\u4e2a\u6709\u8da3\u4e4b\u5904\u662f kernel-free\uff08\u65e0\u5185\u6838\uff09\u67b6\u6784\u3002\u7075\u611f\u6765\u81ea Groq \u521b\u7acb\u65f6\u8fd8\u6ca1\u6709\u5927\u6a21\u578b\u6765\u5199\u8f6f\u4ef6\uff0c\u5c0f\u56e2\u961f\u4ec0\u4e48\u90fd\u5f97\u81ea\u5df1\u505a\uff0c\u4e8e\u662f\u9020\u4e86\u4e00\u9897\u7f16\u8bd1\u590d\u6742\u5ea6\u4e0d\u9ad8\u7684\u82af\u7247\u3002\u5c31\u50cf AI \u4f1a\u968f\u65f6\u95f4\u8fdb\u6b65\u3001\u4ea7\u51fa\u66f4\u597d\u5185\u6838\uff0c\u5982\u679c\u8981\u7f16\u8bd1\u5230\u7684\u786c\u4ef6\u66f4\u5bb9\u6613\u63a8\u7406\uff0cAI \u5c31\u80fd\u4ea7\u51fa\u66f4\u597d\u5185\u6838\uff1b\u4ed6\u4eec\u5df2\u7ecf\u5728\u7528 AI \u4e3a LPU \u7f16\u7a0b\u5e76\u53d6\u5f97\u5f88\u597d\u7ed3\u679c\uff0c\u56e0\u4e3a\u56f4\u7ed5\u5b83\uff08\u6216\u56f4\u7ed5\u4f60\u7684 LLM\uff09\u66f4\u5bb9\u6613\u7406\u89e3\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/ai-writes-cuda-kernels.jpg\" alt=\"AI writes CUDA kernels\"\/><figcaption>AI writes kernels<\/figcaption><\/figure>\n<h2>\u5341\u4e8c\u3001\u5c0f\u56e2\u961f\u9020\u82af\u7247\uff1a\u5367\u5ba4\u539f\u578b\u6613\uff0c\u91cf\u4ea7\u662f&#8221;\u5c0f\u4e4c\u9f9f\u95ee\u9898&#8221;<\/h2>\n<p>AI \u964d\u4f4e\u4e86\u5199\u8f6f\u4ef6\u95e8\u69db\uff0c\u786c\u4ef6\u662f\u5426\u4e5f\u4f1a\u6709\u66f4\u591a\u4eba\u9020\u82af\u7247\uff1f\u5609\u5bbe\u8bf4\u7edd\u5bf9\u4f1a\u770b\u5230\u66f4\u591a\u4eba\u5c1d\u8bd5\u8bbe\u8ba1\u786c\u4ef6\u3002\u4f46\u786c\u4ef6\u662f\u7269\u7406\u5b9e\u4f53\uff0c\u9700\u8981\u5b9e\u9a8c\uff1b\u8f6f\u4ef6\u80fd\u7acb\u523b\u770b\u5230\u7ed3\u679c\u5e76\u8fed\u4ee3\uff0c\u786c\u4ef6\u5374\u6709\u4f9b\u5e94\u94fe\u548c\u5927\u8d4c\u6ce8\u3002\u4f1a\u770b\u5230\u5f88\u591a\u4eba\u60f3\u505a\u82af\u7247\uff0c\u56e0\u4e3a\u8bbe\u8ba1\u4e00\u4e2a\u5f88\u5bb9\u6613\uff0c\u4f46\u628a\u5b83\u5e26\u4e0a\u91cf\u4ea7\u5f88\u96be\uff0c\u8fd9\u4f1a\u53d8\u6210&#8221;\u5c0f\u4e4c\u9f9f\u95ee\u9898&#8221;\uff08baby turtle problem\uff09\uff0c\u4e16\u754c\u4e0a\u4f9b\u7ed9\u6709\u9650\uff0c\u5ba2\u6237\u4e0b\u6ce8\u65f6\u53ea\u62bc\u5728\u77e5\u9053\u4e00\u5b9a\u80fd\u6210\u7684\u4e1c\u897f\u4e0a\u3002<\/p>\n<p>\u8f6f\u4ef6\u51fa bug \u53ef\u4ee5\u6253\u8865\u4e01\uff0c\u82af\u7247\u51fa\u9519\u5219\u89814\u52306\u4e2a\u6708\u91cd\u65b0\u6d41\u7247\uff08respin\uff09\uff0c\u56e0\u4e3a\u82af\u7247\u662f\u7269\u7406\u7684\uff0c\u670960\u300170\u751a\u81f3\u4e0a\u767e\u5c42\u5316\u5b66\u6c89\u79ef\uff0c\u6bcf\u5c42\u53ef\u80fd\u8981\u4e00\u5929\u4ee5\u4e0a\u3002\u4ece\u6d41\u7247\uff08tape 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Groq \u548c Nvidia \u4f1a\u8fce\u6765\u600e\u6837\u7684\u6210\u529f\u707e\u96be\uff1f\u5609\u5bbe\u5f15\u51fa Jeff \u6096\u8bba\uff1a\u5bf9\u7b97\u529b\u7684\u9700\u6c42 effectively \u65e0\u9650\uff0c\u53ea\u8981\u6587\u660e\u8fd8\u6709\u672a\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u5c31\u9700\u8981\u66f4\u591a\u7b97\u529b\u3002\u73b0\u5728\u764c\u75c7\u6ca1\u6cbb\u6108\u3001\u4eba\u4ecd\u4f1a\u8870\u8001\uff0c\u8fd9\u5c31\u662f\u4e09\u4e2a\u95ee\u9898\uff1b\u53ea\u8981\u5b83\u4eec\u5b58\u5728\uff0c\u5c31\u5f97\u4e0d\u65ad\u63a8\u8fdb\uff0c\u9700\u8981\u66f4\u806a\u660e\u7684 AI\u3001\u66f4\u591a\u7b97\u529b\u8ba9\u66f4\u591a AI \u5e76\u884c\u8fd0\u884c\u3001\u5e76\u884c\u89e3\u51b3\u66f4\u591a\u95ee\u9898\u3002\u968f\u7740\u6539\u8fdb\uff0c\u5355\u4f4d\u667a\u80fd\u6210\u672c\u4f1a\u4e0b\u964d\uff0c\u4f46\u53c8\u8fdb\u5165 Jevons \u6096\u8bba\uff1a\u6210\u672c\u8d8a\u4f4e\uff0c\u4eba\u4eec\u8d8a\u613f\u610f\u82b1\u3002<\/p>\n<p>Jevons 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\u7684\u9700\u6c42\u63a8\u5230\u4eba\u4eec\u82b1\u8d8a\u6765\u8d8a\u591a\u3001\u9700\u8981\u66f4\u591a\u7b97\u529b\u7684\u5730\u6b65\u3002\u4e00\u4e2a\u7c7b\u6bd4\uff1a\u4ece\u5730\u4e0b\u591a\u62bd\u4e00\u500d\u77f3\u6cb9\uff0c\u5e76\u4e0d\u80fd\u8ba9\u4e24\u500d\u7684\u4eba\u83b7\u5f97\u4ea4\u901a\u4fbf\u5229\uff0c\u4f60\u5f97\u6709\u8f86\u8f66\uff1b\u4f46\u4e00\u65e6\u8bad\u7ec3\u597d\u6a21\u578b\uff0c\u63d0\u4f9b\u4e24\u500d\u7b97\u529b\u5c31\u80fd\u8ba9\u4e24\u500d\u7684\u4eba\u4f7f\u7528\u3001\u89e3\u51b3\u4e24\u500d\u7684\u95ee\u9898\u3002\u6bcf\u5efa\u4e00\u5ea7 AI \u5de5\u5382\u5c31\u80fd\u7acb\u523b\u505a\u66f4\u591a\u4e8b\uff0c\u63a8\u52a8\u6210\u672c\u7ee7\u7eed\u4e0b\u964d\uff0c\u4eba\u4eec\u60f3\u505a\u66f4\u591a\u4e8b\u2014\u2014\u8fd9\u5c31\u662f Jeff 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LPU\u82af\u7247\u6280\u672f\u6df1\u8bbf\uff1aTPU\u8d77\u6e90\u3001\u9759\u6001\u8c03\u5ea6\u3001GPU-LPU\u6df7\u5408\u63a8\u7406\u4e0eJevons\u65e0\u5c3d\u7b97\u529b\" class=\"read-more\" href=\"https:\/\/aicrunchx.com\/cn\/archives\/179\" aria-label=\"\u9605\u8bfb Groq LPU\u82af\u7247\u6280\u672f\u6df1\u8bbf\uff1aTPU\u8d77\u6e90\u3001\u9759\u6001\u8c03\u5ea6\u3001GPU-LPU\u6df7\u5408\u63a8\u7406\u4e0eJevons\u65e0\u5c3d\u7b97\u529b\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":1,"featured_media":175,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[330,337,334,312,328,332,313,326,333,26,11,321,329,101,324,338,318,322,47,327,331,325,323,336,335,319,320,339],"class_list":["post-179","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-chips","tag-agentic-inference","tag-ai-chips","tag-asic","tag-autoregressive","tag-cuda-kernels","tag-decode","tag-diffusion-model","tag-dram","tag-fpga","tag-google","tag-groq","tag-gtc","tag-jeffs-paradox","tag-jevons-paradox","tag-kernel-free","tag-linear-algebra","tag-lpu","tag-mixture-of-experts","tag-nvidia","tag-pareto-curve","tag-prefill","tag-sram","tag-static-scheduling","tag-success-disaster","tag-tape-out","tag-tpu","tag-vera-rubin","tag-voice-transcription"],"yoast_head":"<!-- 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