{"id":753819,"date":"2026-03-24T17:29:05","date_gmt":"2026-03-24T09:29:05","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=753819"},"modified":"2026-03-24T17:29:05","modified_gmt":"2026-03-24T09:29:05","slug":"%e8%b0%b7%e6%ad%8ctpu%e8%83%bd%e6%92%bc%e5%8a%a8%e8%8b%b1%e4%bc%9f%e8%be%be%e5%90%97%ef%bc%9f%e5%89%8dtpu%e5%b7%a5%e7%a8%8b%e5%b8%88%e9%a6%96%e6%ac%a1%e6%8f%ad%e7%a7%98","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=753819","title":{"rendered":"\u8c37\u6b4cTPU\u80fd\u64bc\u52a8\u82f1\u4f1f\u8fbe\u5417\uff1f\u524dTPU\u5de5\u7a0b\u5e08\u9996\u6b21\u63ed\u79d8"},"content":{"rendered":"<blockquote>\n<p>\u6587 | <a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a1%85%e8%b0%b7\" title=\"View all posts in \u7845\u8c37\" target=\"_blank\" class=\"tag_link\">\u7845\u8c37<\/a>101<\/p>\n<\/blockquote>\n<p>\u5728AI\u7b97\u529b\u4e89\u9738\u65f6\u4ee3\uff0c\u82f1\u4f1f\u8fbe\u51ed\u501fGPU\u5e02\u503c\u4e00\u8def\u72c2\u98d9\u3002\u4f46\u5982\u4eca\uff0c\u5b83\u7684\u86cb\u7cd5\u6b63\u5728\u88ab\u4e00\u70b9\u70b9\u5206\u98df&mdash;&mdash;2024\u5e74\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%8b%b9%e6%9e%9c\" title=\"View all posts in \u82f9\u679c\" target=\"_blank\" class=\"tag_link\">\u82f9\u679c<\/a>\u8bba\u6587\u62ab\u9732Apple Intelligence\u5168\u90e8\u7531TPU\u8bad\u7ec3\uff1b2025\u5e74\uff0cAnthropic\u7b7e\u4e0b\u6570\u5341\u4ebf\u7f8e\u5143\u8ba2\u5355\uff0c\u8d2d\u4e70TPU\u8bad\u7ec3Claude\uff1b\u8fd1\u671f\uff0cMeta\u4e0e\u8c37\u6b4c\u7b7e\u7f72\u6570\u5341\u4ebf\u7f8e\u5143\u534f\u8bae\uff0c\u79df\u7528TPU\u8dd1Llama\u3002<\/p>\n<p>TPU\u4e00\u76f4\u662f\u8c37\u6b4c\u4f4e\u8c03\u7684&ldquo;\u81ea\u5bb6\u6b66\u5668&rdquo;\uff0c\u5728\u8fc7\u53bb\u5341\u5e74\u91cc\u9a71\u52a8\u7740\u51e0\u4e4e\u5168\u90e8\u6838\u5fc3\u4ea7\u54c1\u3002\u76f4\u5230TPU\u8bad\u7ec3\u7684Gemini 3\u6253\u4e86\u4e00\u573a\u6f02\u4eae\u7684\u7ffb\u8eab\u4ed7\uff0c\u4eba\u4eec\u624d\u5f00\u59cb\u91cd\u65b0\u5ba1\u89c6\uff1a\u8fd9\u5957\u4ece\u641c\u7d22\u63a8\u8350\u7cfb\u7edf\u4e2d\u957f\u51fa\u6765\u7684\u5b9a\u5236<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%8a%af%e7%89%87\" title=\"View all posts in \u82af\u7247\" target=\"_blank\" class=\"tag_link\">\u82af\u7247<\/a>\uff0c\u7a76\u7adf\u85cf\u7740\u591a\u5c11\u79d8\u5bc6\uff1f<\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/03\/24\/1862df081206481541b4db24e645ba5e_1774335021.jpeg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x810&ext=.jpeg\" width=\"960\" height=\"540\" alt=\"\u8c37\u6b4cTPU\u80fd\u64bc\u52a8\u82f1\u4f1f\u8fbe\u5417\uff1f\u524dTPU\u5de5\u7a0b\u5e08\u9996\u6b21\u63ed\u79d8\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u672c\u671f\u7845\u8c37101\u4ee5\u89c6\u9891\u64ad\u5ba2\u7684\u5f62\u5f0f\u5f55\u5236\uff0c\u4e3b\u64ad\u6cd3\u541b\u9080\u8bf7\u5230\u524d\u8c37\u6b4cTPU\u5de5\u7a0b\u5e08Henry\u3002\u4ed6\u57282018\u5e74\u81f32024\u5e74\u95f4\u6df1\u5ea6\u53c2\u4e0e\u4e86\u4e09\u4ee3TPU\u7684\u7814\u53d1\uff0c\u4e5f\u89c1\u8bc1\u4e86\u5927\u6a21\u578b\u65f6\u4ee3TPU\u7684\u5173\u952e\u8f6c\u578b\u3002\u4ed6\u5c06\u4ece\u786c\u4ef6\u67b6\u6784\u3001\u8f6f\u4ef6\u751f\u6001\u3001\u751f\u4ea7\u4f9b\u5e94\u94fe\u535a\u5f08\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u4e00\u5c42\u5c42\u63ed\u5f00TPU\u7684\u795e\u79d8\u9762\u7eb1\u3002<\/p>\n<p>TPU\u4e0eGPU\u6709\u7740\u5b8c\u5168\u4e0d\u540c\u7684\u8bbe\u8ba1\u54f2\u5b66\u3002Henry\u7528&ldquo;\u6d41\u6c34\u7ebf&rdquo;\u4e0e&ldquo;\u5927\u53a8\u4eec&rdquo;\u6765\u6bd4\u55bb\u4e24\u8005\u7684\u67b6\u6784\u5dee\u5f02\uff1aGPU\u8d77\u6e90\u4e8e\u56fe\u5f62\u5904\u7406\uff0c\u91c7\u7528SIMT\u67b6\u6784\uff0c\u5982\u540c\u4e00\u4e2a\u53a8\u623f\u91cc\u62e5\u6709\u4f17\u591a\u72ec\u7acb\u601d\u8003\u7684\u5927\u53a8\uff0c\u53ef\u4ee5\u5e76\u884c\u5904\u7406\u591a\u79cd\u4efb\u52a1\u3002\u800cTPU\u662f\u4e13\u4e3a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0\" title=\"View all posts in \u673a\u5668\u5b66\u4e60\" target=\"_blank\" class=\"tag_link\">\u673a\u5668\u5b66\u4e60<\/a>\u77e9\u9635\u8ba1\u7b97\u5b9a\u5236\u7684\u52a0\u901f\u5668\uff0c\u901a\u8fc7\u82af\u7247\u95f4\u4e92\u8054\uff08ICI\uff09\u6784\u5efa\u8d773D Torus\u7f51\u7edc\uff0c\u8ba9\u6570\u5343\u5f20\u82af\u7247\u5728\u7528\u6237\u611f\u77e5\u4e2d\u5982\u540c\u4e00\u5f20\u82af\u7247\u822c\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3aTPU\u6311\u6218GPU\u7684\u673a\u4f1a\u5728\u4e8e&mdash;&mdash;\u5728\u8f6f\u786c\u4ef6\u6df1\u5ea6\u534f\u540c\u4e0b\uff0cTPU\u80fd\u591f\u5728\u5df2\u77e5\u4efb\u52a1\u8d1f\u8f7d\u65f6\uff0c\u5bf9\u6574\u9897TPU Pod\u8fdb\u884c\u5168\u5c40\u7b97\u5b50\u878d\u5408\u4e0e\u5185\u5b58\u7ba1\u7406\u4f18\u5316\uff0c\u5c06\u786c\u4ef6\u6027\u80fd&ldquo;\u69a8\u5e72&rdquo;\u5230\u6781\u81f4\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97TPU\u5728\u6a21\u578b\u76f8\u5bf9\u7a33\u5b9a\u3001\u9700\u8981\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u573a\u666f\u4e2d\uff0c\u80fd\u591f\u5b9e\u73b0\u6bd4GPU\u66f4\u4f4e\u7684\u63a8\u7406\u6210\u672c\u3002<\/p>\n<p>\u7136\u800cTPU\u7684\u77ed\u677f\u4e5f\u540c\u6837\u660e\u663e\uff1a<\/p>\n<ul>\n<li>\u8f6f\u4ef6\u751f\u6001\u4e0a\uff0c\u5c3d\u7ba1TPU\u5df2\u5411Anthropic\u3001Meta\u7b49\u5916\u90e8\u5ba2\u6237\u5f00\u653e\uff0c\u4f46\u5176\u7f16\u8bd1\u5de5\u5177XLA\u4ecd\u662f\u4e00\u4e2a&ldquo;\u9ed1\u76d2&rdquo;\uff0c\u5916\u90e8\u56e2\u961f\u5f88\u96be\u72ec\u7acb\u5b8c\u6210\u8c03\u4f18\u3002<\/li>\n<li>\u4ea7\u80fd\u65b9\u9762\uff0cTPU\u9ad8\u5ea6\u53d7\u5236\u4e8e\u88ab\u82f1\u4f1f\u8fbe\u7262\u7262\u9501\u5b9a\u7684HBM\uff08\u9ad8\u5e26\u5bbd\u5185\u5b58\uff09\u4ea7\u80fd\uff0c\u4ee5\u53ca\u53f0\u79ef\u7535\u7684CoWoS\u5148\u8fdb\u5c01\u88c5<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\uff0c\u4e14\u9ad8\u5ea6\u4f9d\u8d56\u535a\u901a\u6253\u901a\u4f9b\u5e94\u94fe\u3002<\/li>\n<li>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4f5c\u4e3a\u4e00\u6b3e\u4e13\u7528ASIC\u82af\u7247\uff0cTPU\u7684\u901a\u7528\u6027\u8fdc\u4e0d\u53caGPU\u3002\u5f53\u6a21\u578b\u7b97\u6cd5\u4ee5\u6708\u4e3a\u5355\u4f4d\u8fed\u4ee3\uff0c\u6bcf\u4e00\u4ee3TPU\u90fd\u8981\u53bb\u62bc\u6ce8\u4e24\u4e09\u5e74\u540e\u7684\u6280\u672f\u8d70\u5411\u3002\u82e5\u672a\u6765\u6a21\u578b\u8303\u5f0f\u53d1\u751f\u53d8\u5316\uff0cTPU\u8fd8\u80fd\u4e00\u76f4\u8d4c\u5bf9\u5417\uff1f<\/li>\n<\/ul>\n<p><strong>\u4ee5\u4e0b\u662f\u8fd9\u6b21\u5bf9\u8bdd\u5185\u5bb9\u7684\u7cbe\u9009\uff1a<\/strong><\/p>\n<h2><strong>01 TPU v.s GPU\u67b6\u6784\u5bf9\u51b3\uff1a\u8c01\u66f4\u7701\u94b1\uff1f\u8c01\u66f4\u5f3a\uff1f<\/strong><\/h2>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5f88\u591a\u4eba\u4e0d\u6e05\u695aTPU\u8ddf\u82f1\u4f1f\u8fbe\u7684GPU\uff0c\u6709\u4ec0\u4e48\u6837\u7684\u4e0d\u4e00\u6837\u3002\u6211\u4eec\u53ef\u4ee5\u5148\u7b80\u5355\u7ed9\u542c\u4f17\u4ecb\u7ecd\u4e00\u4e0b\u3002<\/p>\n<p><strong>Henry\uff1a\u9996\u5148TPU\u548cGPU\u672c\u8eab\u7684\u67b6\u6784\u662f\u5b8c\u5168\u4e0d\u4e00\u6837\u7684\u3002<\/strong>GPU\u5927\u5bb6\u53ef\u80fd\u4e86\u89e3\u66f4\u52a0\u591a\u4e00\u4e9b\uff0c\u56e0\u4e3a\u6700\u5f00\u59cb\u5b83\u662f\u505a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b8%b8%e6%88%8f\" title=\"View all posts in \u6e38\u620f\" target=\"_blank\" class=\"tag_link\">\u6e38\u620f<\/a>\u7684\u663e\u5361\uff0c\u5b83\u662f\u4e00\u4e2aSIMT\u7684\u67b6\u6784\uff08Single Instruction Multiple Threading\uff09\uff0c\u5b83\u662f\u4e00\u4e2a\u591a\u7ebf\u7a0b\u5355\u4e00\u6307\u4ee4\u7684\u67b6\u6784\uff0c<strong>\u53ef\u4ee5\u7406\u89e3\u6210\u4e00\u4e2a\u53a8\u623f\u91cc\u9762\u540c\u65f6\u5b89\u6392\u7740\u5f88\u591a\u5f88\u591a\u4e2a\u5927\u53a8\uff0c\u4ed6\u4eec\u6bcf\u4e2a\u4eba\u90fd\u6709\u72ec\u7acb\u7684\u601d\u8003\u80fd\u529b\u3002<\/strong>\u6240\u4ee5\u4f60\u5b89\u6392\u5f88\u591a\u5f88\u591a\u5927\u53a8\u7684\u8bdd\uff0c\u8fd9\u6837\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u5c31\u4f1a\u975e\u5e38\u975e\u5e38\u5f3a\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5982\u679c\u6211\u4eec\u540c\u6837\u7528\u505a\u83dc\u6765\u6bd4\u55bbTPU\u7684\u8bdd\uff0c\u4f60\u89c9\u5f97\u5b83\u7684\u6d41\u7a0b\u8ddfGPU\u6709\u4ec0\u4e48\u4e0d\u4e00\u6837\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>TPU\u548cGPU\u6700\u5927\u7684\u533a\u522b\u5c31\u662f\uff0c<strong>TPU\u662f\u4e00\u4e2a\u9488\u5bf9\u673a\u5668\u5b66\u4e60\u7684\u52a0\u901f\u5668\u3002\u6211\u4eec\u77e5\u9053\uff0c\u673a\u5668\u5b66\u4e60\u4efb\u4f55\u7684\u7b97\u6cd5\uff0c\u91cc\u9762\u7684\u6838\u5fc3\u5c31\u662f\u77e9\u9635\u8ba1\u7b97\uff0c<\/strong>\u5305\u62ec\u6700\u5f00\u59cb\u7684CNN\uff08\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff09\uff0c\u5230\u73b0\u5728\u7684Attention\uff0c\u5230Transformer\uff0c\u5230\u672a\u6765\u7684\u67b6\u6784\u3002\u77e9\u9635\u8ba1\u7b97\u8fd9\u4e2a\u4e1c\u897f\u662f\u975e\u5e38Compute Bound\uff08\u8ba1\u7b97\u5bc6\u96c6\u578b\uff09\u3002TPU\u5c31\u662f\u9488\u5bf9\u8fd9\u4e2a\u77e9\u9635\u8ba1\u7b97\u4e13\u95e8\u505a\u4e86\u4e00\u4e2a\u5b9a\u5236\u7684\u52a0\u901f\u5668\u3002<strong>\u7528\u505a\u996d\u6765\u6bd4\u55bb\uff0cTPU\u662f\u4e00\u4e2a\u6d41\u6c34\u7ebf<\/strong>\uff0c\u4e0d\u7528\u5b89\u6392\u90a3\u4e48\u591a\u7684\u5927\u53a8\uff0c\u5b83\u4f1a\u628a\u6bcf\u4e00\u4e2a\u6b65\u9aa4\u90fd\u544a\u8bc9\u4f60\u5177\u4f53\u505a\u4ec0\u4e48\uff0c\u6bd4\u5982\u8bf4\u7b2c\u4e00\u4e2a\u4eba\u4f1a\u4ece\u51b0\u7bb1\u91cc\u628a\u83dc\u7ed9\u53d6\u51fa\u6765\u7ed9\u7b2c\u4e8c\u4e2a\u4eba\uff0c\u7b2c\u4e8c\u4e2a\u4eba\u7ee7\u7eed\u505a\u52a0\u5de5\u4f20\u5230\u7b2c\u4e09\u4e2a\u4eba\u3002<strong>\u4f60\u53ef\u4ee5\u7406\u89e3\u6210\u662f\u5fc3\u810f\u7684\u6cf5\u8840\uff0c\u6bcf\u6cf5\u4e00\u6b21\uff0c\u5b83\u5c31\u4f1a\u628a\u8840\u6db2\u4f20\u8f93\u5230\u4f60\u8eab\u4f53\u7684\u5404\u4e2a\u89d2\u843d\u3002\u6240\u4ee5\u8fd9\u6837\u7684\u8bdd\uff0c\u4e2d\u95f4\u5b83\u4f1a\u5c11\u5f88\u591a\u7684\u8c03\u5ea6\u548c\u8c03\u63a7\uff0c\u6240\u4ee5\u80fd\u4fdd\u8bc1\u6bcf\u4e00\u4e2a\u8ba1\u7b97\u5355\u5143\u7684\u4f7f\u7528\u7387\u4f1a\u66f4\u9ad8\u4e00\u4e9b\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5728\u6a21\u578b\u7684\u8bad\u7ec3\u4e0a\uff0c\u8fd9\u4e24\u79cd\u4e0d\u540c\u7684\u67b6\u6784\u5404\u81ea\u7684\u4f18\u52bf\u8ddf\u7f3a\u70b9\u662f\u4ec0\u4e48\uff1f<\/p>\n<p><strong>Henry\uff1a\u6211\u89c9\u5f97\u73b0\u5728\u9884\u8bad\u7ec3\uff0c\u5305\u62ec\u540e\u9762\u7684\u63a8\u7406\uff0c\u6211\u4eec\u5728\u6162\u6162\u5730\u4eceCompute Bound\uff08\u8ba1\u7b97\u5bc6\u96c6\u578b\uff09\u53d8\u6210Memory Bound\uff08\u8bbf\u5b58\u5bc6\u96c6\u578b\uff09<\/strong>\uff0c\u6240\u4ee5\u6211\u4eec\u73b0\u5728\u5bf9\u5185\u5b58\u7684\u8981\u6c42\u662f\u975e\u5e38\u9ad8\u7684\u3002SIMT\u67b6\u6784\u6709\u4e00\u4e2a\u7f3a\u9677\uff0c\u56e0\u4e3a\u4f60\u9700\u8981\u72ec\u7acb\u5730\u53bb\u505a\u8fd9\u6837\u7684\u8ba1\u7b97\u4efb\u52a1\uff0c\u6240\u4ee5\u5728\u4e00\u76f4\u7b49\u6570\u636e\u642c\u8fd0\u8fc7\u6765\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6709\u65f6\u5c31\u4f1a\u6709\u4e00\u4e9bidle period\uff08\u7a7a\u95f2\u5468\u671f\uff09\u3002\u6240\u4ee5\u8fd9\u4e2a\u8fc7\u7a0b\u5f53\u4e2d\u5c31\u4f1a\u5bfc\u81f4\u5b83\u7684\u77e9\u9635\u8ba1\u7b97\u5229\u7528\u7387\u6ca1\u6709\u90a3\u4e48\u9ad8\uff0cutilization rate\uff08\u4ea7\u80fd\u5229\u7528\u7387\uff09\u5c31\u4f1a\u6709\u4e0b\u964d\u3002<\/p>\n<p>\u6211\u89c9\u5f97TPU\u5f25\u8865\u4e86\u8fd9\u4e2a\u7f3a\u70b9\uff0c\u6211\u4eec\u5f85\u4f1a\u513f\u53ef\u4ee5\u5177\u4f53\u804a\u4e00\u4e0b\u5b83\u8f6f\u786c\u4ef6\u7684\u534f\u540c\u6548\u5e94\u3002<strong>TPU\u4f1a\u4fdd\u8bc1\u5b83\u662f\u4e00\u4e2a\u6ee1\u529f\u7387\u4e0b\u7684\u8fd0\u884c\uff0c\u5b83\u4e0d\u9700\u8981\u7b49\u5f85\u6570\u636e\u642c\u8fd0\u7684\u8fc7\u7a0b\uff0c\u5b83\u8981\u4e48\u5229\u7528\u5f53\u5730\u7684\u7f13\u5b58\uff0c\u628a\u4e00\u4e9b\u63d0\u524d\u642c\u8fd0\u8fc7\u6765\u7684\u6570\u636e\u91cd\u590d\u53bb\u5229\u7528\uff0c\u8981\u4e48\u628a\u5e26\u5bbd\u8dd1\u6ee1\uff0c\u8fd9\u6837\u6211\u4eec\u53ef\u4ee5\u4f7f\u5185\u5b58\u5229\u7528\u7387\u80fd\u8fbe\u5230\u4e00\u4e2a\u5cf0\u503c\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u7528\u4e00\u53e5\u8bdd\u6765\u505a\u7ed3\u8bba\uff0c\u4f60\u89c9\u5f97TPU\u8ddfGPU\u5b83\u4eec\u5728\u6a21\u578b\u7684\u8bad\u7ec3\u4e0a\u8c01\u66f4\u5f3a\uff0c\u80fd\u4f18\u5316\u591a\u5c11\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6211\u89c9\u5f97\u4ece\u9884\u8bad\u7ec3\u4e0a\u6765\u8bb2\u7684\u8bdd\uff0c\u76ee\u524dGPU\u548cTPU\u6700\u5927\u7684\u533a\u522b\u5c31\u662f&mdash;&mdash;\u5f53\u7136GPU\u73b0\u5728\u4e5f\u5f00\u59cb\u5f80\u90a3\u4e2a\u65b9\u5411\u53bb\u53d1\u5c55&mdash;&mdash;\u56e0\u4e3aTPU\u4e00\u76f4\u505a\u7cfb\u7edf\u5c42\u9762\u8bbe\u8ba1\uff0c\u5b83\u662f\u4e00\u4e2a\u5927\u7684\u8ba1\u7b97\u96c6\u7fa4\uff0c\u800c\u4e0d\u662f\u5355\u5361\u5355\u82af\u7247\u53bb\u505a\u9884\u8bad\u7ec3\u3002<strong>GPU\u53ef\u80fd\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u90fd\u662f\u5355\u5f20\u5361\u7684\u6027\u80fd\u975e\u5e38\u597d\uff0c\u4f46\u662f\u5b83\u6ca1\u6709\u4e00\u4e2a\u7f51\u7edc\u3002TPU\u4e00\u76f4\u662f\u4e3b\u6253TPU Pod\uff0c\u5b83\u662f\u4e00\u4e2a\u6709\u51e0\u5343\u5f20\u5361\u7684\u534f\u540c\u8bad\u7ec3\u7684\u72b6\u6001\u3002<\/strong>\u5b83\u91cc\u9762\u7275\u626f\u5230\u4e86\u5f88\u591a\u901a\u4fe1\uff0c\u5c31\u662fICI\uff0c\u82af\u7247\u95f4\u4e92\u8054\uff0c\u5b83\u82af\u7247\u4e0e\u82af\u7247\u4e4b\u95f4\u901a\u4fe1\u548c\u7f51\u7edc\uff0c\u6211\u4eec\u53eb\u505a3D Torus\uff0c\u4e00\u4e2a\u62d3\u6251\u7684\u7f51\u7edc\u3002<strong>\u5b83\u53ef\u4ee5\u8ba9\u51e0\u5343\u5f20\u5361\u82af\u7247\u5728\u7528\u6237\u7684\u611f\u89c9\u5f53\u4e2d\u662f\u4e00\u5f20\u5361\u7684\u82af\u7247\uff0c\u5b83\u4e2d\u95f4\u8bad\u7ec3\u6548\u7387\u662f\u975e\u5e38\u9ad8\u7684\uff0c\u8fd9\u6837\u7684\u8bdd\u5b83\u7684\u6210\u672c\u4e5f\u53ef\u4ee5\u6253\u5f97\u4e0b\u6765\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6211\u770b\u65b0\u95fb\u62a5\u9053\u8bf4\u8c37\u6b4cV7\uff0c\u5c31\u662f\u4f60\u7814\u53d1\u7684\u8fd9\u5957Ironwood\uff0c\u5b83\u7684\u82af\u7247\u5728\u7269\u7406\u53c2\u6570\u4e0a\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1GB200\u4e86\u3002\u6240\u4ee5\u5b83\u5982\u679c\u5728\u771f\u5b9e\u7684\u5de5\u4f5c\u4e2d\uff0c\u6bd4\u5982\u540c\u6837\u662f\u8bad\u7ec3\u4e00\u4e2aGemini\u7684\u6a21\u578b\uff0c\u540c\u6837\u7684\u53c2\u6570\u91cf\uff0c\u7528GPU\u8ddf\u7528\u8c37\u6b4c\u7684TPU\uff0c\u8c01\u66f4\u7701\u94b1\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6211\u89c9\u5f97\u8fd9\u662f\u5f88\u597d\u7684\u95ee\u9898\u3002\u6211\u7684\u7406\u89e3\u662f\uff0c\u5c06\u6765\u5982\u679c\u8bf4\u8c37\u6b4c\u7ed9\u5176\u4ed6\u5927\u6a21\u578b\u516c\u53f8\u5b9a\u5236\u7684\u8bdd\uff0c\u6211\u89c9\u5f97\u8c37\u6b4c\u7684\u6027\u4ef7\u6bd4\uff08TCO\uff0cTotal Cost of Ownership\uff09\u662f\u66f4\u9ad8\u7684\u3002\u5f53\u4f60\u77e5\u9053\u4f60\u7684\u4efb\u52a1\u8d1f\u8f7d\uff08Workload\uff09\u662f\u4ec0\u4e48\u7684\u65f6\u5019\uff0c\u4f60\u5c31\u53ef\u4ee5\u6839\u636e\u4f60\u7684\u4efb\u52a1\u8d1f\u8f7d\u53bb\u505a\u4e00\u4e9b\u7269\u7406\u7684\u82af\u7247\u5c42\u9762\u6216\u8f6f\u4ef6\u5c42\u9762\u7684\u5b9a\u5236\u3002<strong>\u867d\u7136\u8bf4\u5b83\u53ef\u80fd\u6709\u70b9&ldquo;\u9ed1\u76d2&rdquo;\u7684\u611f\u89c9\uff0c\u5f53\u4f60\u6240\u6709\u7684\u5df2\u77e5\u6761\u4ef6\u90fd\u786e\u5b9a\u4e0b\u6765\u65f6\uff0c\u6211\u89c9\u5f97TPU\u5728\u73b0\u5b9e\u6761\u4ef6\u4e0b\uff0c\u5b83\u7684\u8bad\u7ec3\u6548\u7387\u8fd8\u662fTCO\uff0c\u90fd\u4f1a\u6bd4GPU\u66f4\u52a0\u5f3a\u5927\u3002<\/strong>\u5b83\u7684\u5229\u7528\u7387\u66f4\u597d\u7684\u539f\u56e0\uff0c\u662f\u5b83\u7684FLOPs\uff08\u5355\u4f4d\u65f6\u95f4\u5185\u505a\u591a\u5c11\u6b21\u6d6e\u70b9\u5f0f\u8fd0\u7b97\uff09\uff0c\u56e0\u4e3aTPU\u91cc\u9762\u4e3b\u8981\u7684\u67b6\u6784\u5c31\u662f\u77e9\u9635\u8ba1\u7b97\uff0c\u6240\u4ee5\u5b83\u7684\u8f6f\u4ef6\u548c\u786c\u4ef6\u53ef\u4ee5\u4fdd\u8bc1\u5b83\u6bcf\u4e2a\u65f6\u95f4\u3001\u6bcf\u4e2a\u8ba1\u7b97\u5355\u5143\u90fd\u6709\u6d3b\u5728\u505a\u3002<\/p>\n<p>\u6211\u4eec\u7684\u8f6f\u4ef6\u76f8\u5f53\u4e8e\u5e2e\u52a9\u786c\u4ef6\u8bf4\uff0c\u6211\u4e0d\u4f1a\u8ba9\u4f60\u95f2\u4e0b\u6765\uff0c\u6bcf\u4e2a\u65f6\u95f4\u70b9\u4f60\u90fd\u6709\u5de5\u4f5c\uff0c\u4f46\u662f\u4f60\u5177\u4f53\u505a\u4ec0\u4e48\u6d3b\uff0c\u662f\u6211\u544a\u8bc9\u4f60\u7684\uff0c\u4f60\u4e0d\u9700\u8981\u7cbe\u51c6\u5730\u53bb\u9884\u6d4b\u6216\u600e\u4e48\u6837\u3002\u786c\u4ef6\u5c42\u9762\u8bf4\uff0c\u6211\u4eec\u4e0d\u4f1a\u52a0\u5f88\u591a\u7684\u63a7\u5236\u5355\u5143\u3002<strong>\u8fd9\u8ddfGPU\u5f88\u5927\u7684\u533a\u522b\u5c31\u662f\uff0c\u6211\u4eec\u4e0d\u9700\u8981\u4efb\u4f55\u7684\u9884\u6d4b\uff0c\u5b83\u9884\u6d4b\u7684\u90a3\u4e00\u5c42\u9762\u76f8\u5f53\u4e8e\u90fd\u662f\u5728\u8f6f\u4ef6\u5c42\u9762\u53bb\u5b9e\u73b0\u7684\u3002<\/strong>\u6240\u4ee5\u76f8\u5f53\u4e8e\u4f60\u628a\u786c\u4ef6\u53d8\u5f97\u66f4\u8822\u4e86\u4e00\u70b9\uff0c\u76f8\u5f53\u4e8e\u662f\u4e00\u4e2a\u673a\u68b0\u5f0f\u7684\u52b3\u4f5c\uff0c\u8f6f\u4ef6\u90a3\u8fb9\u5e2e\u4f60\u628a\u6240\u6709\u590d\u6742\u96be\u9898\u90fd\u7ed9\u5904\u7406\u6389\u3002<\/p>\n<p>\u6240\u4ee5Ironwood\u4e3b\u8981\u6709\u4e24\u5927\u8fdb\u6b65\u3002\u4e00\u4e2a\u8fdb\u6b65\u5c31\u662f\u5b83\u628a\u5b83\u7684\u5cf0\u503cFLOPs\u6570\u503c\u4e0a\u8ddfGPU\u66f4\u52a0\u63a5\u8fd1\u4e86\u3002\u53e6\u5916\u4e00\u4e2a\u70b9\u6211\u89c9\u5f97\u975e\u5e38\u91cd\u8981\uff0c\u5c31\u662f\u5b83\u7684\u5185\u5b58\u5e26\u5bbd\u4e5f\u662f\u6709\u4e00\u4e2a\u5de8\u5927\u7684\u63d0\u5347\uff0c\u5b83\u80af\u5b9a\u662f\u7528\u4e86\u66f4\u5927\u7684HBM\uff0c\u4fdd\u8bc1\u4e86\u4e00\u5b9a\u7684\u5e26\u5bbd\u3002\u7b2c\u4e8c\u70b9\u5c31\u662f\u8fd9\u4e2aHBM\u7684\u5e26\u5bbd\u5b83\u80fd\u88ab\u8f6f\u4ef6\u5145\u5206\u5730\u53bb\u5229\u7528\u8d77\u6765\u3002<\/p>\n<h2><strong>02 TPU\u4ea7\u80fd\u4e4b\u56f0 HBM\u3001\u5c01\u88c5\u3001\u826f\u7387<\/strong><\/h2>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u66f4\u9ad8\u6027\u80fd\u7684HBM\uff0c\u4ece\u4f9b\u5e94\u94fe\u7684\u73af\u8282\u597d\u627e\u8d27\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u975e\u5e38\u96be\u627e\u3002<strong>HBM\u6709\u70b9\u5784\u65ad\u7684\u611f\u89c9\uff0c\u4e00\u5171\u5c31\u4e09\u5bb6\u516c\u53f8\u5784\u65ad\u8fd9\u4e2a\u751f\u4ea7\uff0c\u5e94\u8be5\u662fSK hynix\uff08\u6d77\u529b\u58eb\uff09\u3001\u4e09\u661f\u548cMicron\uff08\u7f8e\u5149\u79d1\u6280\uff09\u3002\u82f1\u4f1f\u8fbe\u4e00\u76f4\u662fHBM\u6700\u5927\u5ba2\u6237\uff0cTPU\u4e00\u76f4\u76f8\u5f53\u4e8e\u662f\u4e00\u4e2a\u6b21\u8981\u5ba2\u6237\u3002<\/strong>\u4e4b\u524dTPU\u4e00\u76f4\u6ca1\u6709\u529e\u6cd5\u83b7\u5f97\u90a3\u4e48\u597d\u7684HBM\uff0c\u6216\u8005\u8bf4\u90a3\u4e48\u5927\u7684\u8ba2\u5355\u3002<\/p>\n<p>\u8c37\u6b4cTPU V7\u4e4b\u524d\u4e00\u76f4\u6709\u4e00\u4e2a\u4ea7\u80fd\u7684\u95ee\u9898\uff0c\u7b2c\u4e00\u70b9\u539f\u56e0\u662fV7\u4e4b\u524d\u6211\u4eec\u4e00\u76f4\u6ca1\u6709\u4e00\u4e2a\u5bf9\u5916\u7684\u751f\u6001\uff0c\u66f4\u591a\u662f\u9488\u5bf9\u5185\u90e8\u7684\u90e8\u7f72\u4f7f\u7528\uff0c\u6240\u4ee5\u6211\u4eec\u6ca1\u6709\u529e\u6cd5\u548cBroadcom\uff08\u535a\u901a\uff09\u3001TSMC\uff08\u53f0\u79ef\u7535\uff09\uff0c\u6216\u8005\u521a\u624d\u6240\u8bf4\u7684\u90a3\u51e0\u5bb6HBM\u5382\u5546\u53bb\u9501\u5b9a\u4e00\u4e2a\u5f88\u5927\u7684\u8ba2\u5355\u3002<\/p>\n<p>\u7b2c\u4e8c\u70b9\uff0c<strong>CoWoS\u5c5e\u4e8eTSMC\u7684\u6838\u5fc3\u4ea7\u80fd\u3002<\/strong>\u6211\u4eec\u53ef\u4ee5\u7406\u89e3\u6210\uff0c\u6211\u4eec\u65b0\u4e00\u4ee3\u7684\u82af\u7247\u90fd\u662f\u8ddf\u4ee5\u524d\u5b8c\u5168\u4e0d\u4e00\u6837\uff0c\u56e0\u4e3a\u6211\u4eec\u73b0\u5728\u90fd\u505a\u4e00\u4e2aco-design\uff0c\u6211\u4eec\u7684HBM\u5185\u5b58\u82af\u7247\u548c\u8ba1\u7b97\u82af\u7247\u662f\u4e24\u5757\u72ec\u7acb\u7684\u82af\u7247\uff0c\u901a\u8fc7\u4e00\u4e2a2.5D stacking\u7684\u5c01\u88c5\u628a\u5b83\u5c01\u88c5\u6210\u4e00\u4e2a\u96c6\u6210\u82af\u7247\u3002<strong>\u8fd9\u4e2aTPU Google\u81ea\u5df1\u505a\u4e0d\u4e86\uff0cBroadcom\u4e5f\u505a\u4e0d\u4e86\uff0c\u5b83\u53ea\u80fd\u4f9d\u8d56\u4e8eTSMC,\u6240\u4ee5TSMC\u7ed9\u4f60\u5206\u914d\u591a\u5c11\u4ea7\u80fd\uff0c\u4f60\u5c31\u80fd\u8fbe\u6210\u591a\u5c11\u4ea7\u80fd\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5982\u679c\u628a\u73b0\u5728\u4ea7\u80fd\u7684\u74f6\u9888\u603b\u7ed3\u4e00\u4e0b\uff0c\u4e00\u5757\u662fCoWoS\u8ddfTSMC\uff0c\u5728\u5c01\u88c5\u4e0a\u7684\u4ea7\u80fd\u3002\u8fd8\u6709\u4e00\u5757\u662fHBM\uff0c\u9ad8\u5e26\u5bbd\u7684\u5185\u5b58\u4f9b\u5e94\uff0c\u7531\u4e09\u5927\u5784\u65ad\u5de8\u5934\u53bb\u628a\u6301\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u8fd8\u6709\u4e00\u70b9\u5c31\u662f\u826f\u7387\u3002\u826f\u7387\u610f\u5473\u7740\uff0c\u5f53\u4f60TSMC\u628a\u4e00\u4e2awafer die\uff08\u6676\u5706\u6676\u7c92\uff09\u751f\u4ea7\u51fa\u6765\u4e4b\u540e\uff0c\u5b83\u4e0a\u9762\u8fd9\u4e00\u5757wafer\u4e0a\u6709\u591a\u5c11\u662f\u5408\u683c\u7684\u82af\u7247\u3002\u56e0\u4e3aTPU\u548cGPU\u7684\u5236\u9020\u7406\u5ff5\u662f\u4e0d\u592a\u4e00\u6837\u7684\u3002TPU\u4e3b\u6253\u82af\u7247\u4e0e\u82af\u7247\u4e4b\u95f4\u7684\u901a\u4fe1\uff0c\u8fd9\u5bfc\u81f4\u5b83\u4e2d\u95f4\u7684\u5931\u8d25\u7387\u4f1a\u6bd4GPU\u8fd8\u8981\u66f4\u9ad8\u4e00\u4e9b\u3002\u5b83\u9700\u8981\u4fdd\u8bc1\u6574\u4e2a\u7cfb\u7edf\u91cc\u6bcf\u5f20\u82af\u7247\u6027\u80fd\u5927\u81f4\u662f\u4e00\u6837\u7684\uff0c\u5982\u679c\u6709\u53c2\u5dee\u4e0d\u9f50\u7684\u8bdd\uff0c\u5b83\u6574\u4e2a\u7cfb\u7edf\u8dd1\u8d77\u6765\u7684\u6548\u7387\u5c31\u4e0d\u4f1a\u6709\u90a3\u4e48\u7684\u9ad8\u3002\u4f46GPU\u53ef\u80fd\u5c31\u4e0d\u5b58\u5728\u592a\u5927\u8fd9\u6837\u7684\u95ee\u9898\u3002<strong>\u6211\u4eec\u90fd\u77e5\u9053GPU\u6709\u81ea\u5df1\u9609\u5272\u7684\u7248\u672c\uff0c\u6bd4\u5982H100\u3001A100\uff0c\u6240\u4ee5\u4e00\u65e6\u826f\u7387\u4e0d\u597d\u7684\u8bdd\uff0c\u5b83\u53ef\u4ee5\u5f80\u4e0b\u964d\u7ea7\u3002\u4f46TPU\u56e0\u4e3a\u662f\u5b9a\u5236\u7684\u82af\u7247\uff0c\u4e0d\u662f\u901a\u7528\u7684\u82af\u7247\u3002\u6240\u4ee5\u4e00\u65e6\u4f60\u826f\u7387\u4e0d\u884c\u7684\u8bdd\uff0c\u8fd9\u6b3e\u82af\u7247\u76f8\u5f53\u4e8e\u62a5\u5e9f\u4e86\u3002<\/strong><\/p>\n<h2><strong>03 XLA\u8f6f\u4ef6\u9ed1\u76d2\uff1a\u5982\u4f55&ldquo;\u69a8\u5e72&rdquo;\u786c\u4ef6\u6027\u80fd<\/strong><\/h2>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u521a\u521a\u8bf4\u5230\u751f\u4ea7\u73af\u8282\u53d6\u51b3\u4e8e\u4f60\u8ba2\u5355\u7684\u91cf\u3002Anthropic\u5176\u5b9e\u8981\u91c7\u8d2d\u8c37\u6b4c100\u4e07\u9897TPU\uff0c\u4e5f\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u8ba2\u5355\u3002\u6240\u4ee5\u8c37\u6b4cTPU\u73b0\u5728\u770b\u6765\u5df2\u7ecf\u5728&ldquo;\u8695\u98df&rdquo;TPU\u7684\u5e02\u573a\u4efd\u989d\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>Anthropic\u8fd9\u4e00\u4e2a\u8ba2\u5355\u786e\u5b9e\u662f\u633a\u5927\uff0c\u6211\u89c9\u5f97\u6709\u5f88\u591a\u4e2a\u56e0\u7d20\uff1a\u7b2c\u4e00\uff0cAnthropic\u548cGoogle\u662f\u4e00\u4e2a\u76f8\u5bf9\u5185\u5faa\u73af\uff0c\u56e0\u4e3aAnthropic\u5f88\u591a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%8a%95%e8%b5%84\" title=\"View all posts in \u6295\u8d44\" target=\"_blank\" class=\"tag_link\">\u6295\u8d44<\/a>\u65b9\u4e5f\u662fGoogle\u7684\uff0c\u5b83\u4eec\u662f\u6df1\u5ea6\u5408\u4f5c\u7684\u5173\u7cfb\u3002\u7b2c\u4e8c\u70b9\uff0c\u6211\u89c9\u5f97Anthropic\u5de5\u7a0b\u5e08\u7684\u6280\u672f\u80fd\u529b\u975e\u5e38\u5f3a\uff0c\u6240\u4ee5\u4ed6\u4eec\u80fd\u7528TPU\u6765\u90e8\u7f72\u4ed6\u4eec\u81ea\u5df1\u5bb6\u7684\u6a21\u578b\u3002\u6211\u4eec\u7b49\u4f1a\u513f\u53ef\u4ee5\u8be6\u7ec6\u804a\u4e00\u4e0b\u4e3a\u4ec0\u4e48TPU\u7684\u90e8\u7f72\u5728\u4e00\u822c\u7b2c\u4e09\u65b9\u5ba2\u6237\u4e0a\u90a3\u4e48\u96be\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5Anthropic\u62ff\u4e0b\u8fd9\u4e2a\u8ba2\u5355\uff0c\u6211\u89c9\u5f97\u4e5f\u662f\u6709\u5f88\u591a\u56e0\u7d20\u5728\u91cc\u9762\u3002\u90a3\u6211\u4eec\u5c31\u987a\u7740\u7ee7\u7eed\u8bb2\u4e00\u4e0bAnthropic\u3002\u5b83\u662f\u4e0d\u662f\u8ddf\u8c37\u6b4c\u7684\u6574\u4e2a\u8f6f\u4ef6\u751f\u6001\u6709\u5173\u7cfb\uff1f\u56e0\u4e3a\u5728TPU\u4e0a\u8981\u642d\u4e00\u5c42\u8f6f\u4ef6\uff0c\u6211\u542c\u8fc7Anthropic\u7684\u5f88\u591a\u4eba\u6700\u5f00\u59cb\u662f\u5728Google\u7684\uff0c\u6240\u4ee5\u4ed6\u4eec\u975e\u5e38\u4e86\u89e3TPU\u4e0a\u8fd9\u4e00\u5957\u8f6f\u4ef6\u751f\u6001\u90e8\u7f72\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u4e4b\u524d\uff0c\u6211\u4eec\u53ef\u4ee5\u5148\u7b80\u5355\u804a\u4e00\u4e0bXLA\u3002<strong>XLA\u4f60\u53ef\u4ee5\u7406\u89e3\u6210\u9ed1\u76d2\uff0c\u4e5f\u53ef\u4ee5\u7406\u89e3\u6210\u662f\u4e00\u4e2aGoogle\u7684\u79d8\u5bc6\u6b66\u5668\u3002\u6211\u89c9\u5f97XLA\u548cCUDA\u6700\u5927\u7684\u533a\u522b\u5728\u4e8e\uff0cXLA\u662f\u4e00\u4e2a\u9759\u6001\u7684\u7f16\u8bd1\u5668\u3002<\/strong>\u9759\u6001\u7f16\u8bd1\u5668\u6307\u7684\u5c31\u662f\uff0c\u5f53\u4f60\u7684\u4efb\u52a1\u8d1f\u8f7d\u662f\u5df2\u77e5\u7684\u6216\u8005\u7ed9\u5b9a\u7684\u8bdd\uff0c\u5b83\u53ef\u4ee5\u5728\u4e00\u4e2a\u5168\u5c40\u7684TPU Pod\uff0c\u628a\u5b83\u505a\u4e00\u4e2a\u7cfb\u7edf\u7ea7\u7684\u5168\u5c40\u7684\u4f18\u5316\u3002<\/p>\n<p>\u4f18\u5316\u5206\u5f88\u591a\u5c42\u9762\uff0c\u6211\u77e5\u9053\u7684\uff0c\u4ed6\u4eec\u4f1a\u505a\u5f88\u591a\u5185\u90e8\u7684\u7b97\u5b50\u878d\u5408\uff0c\u6bd4\u5982\u8bf4\u4f60\u4e00\u4e2akernel\u91cc\u9762\u6709\u5f88\u591a\u8ba1\u7b97\uff0c\u4f60\u8fd8\u4f1a\u628a\u4e00\u4e9b\u8ba1\u7b97\u5408\u5e76\u5230\u4e00\u4e2a\u8ba1\u7b97\u5355\u5143\u3001\u4e00\u4e2a\u7b97\u5b50\uff0c\u8fd9\u6837\u7684\u8bdd\u4f60\u80fd\u66f4\u597d\u5730\u53bb\u5229\u7528systolic array\uff08\u8109\u52a8\u9635\u5217\uff09\u91cc\u9762\u7684\u77e9\u9635\u8ba1\u7b97\u7684\u5229\u7528\u7387\u3002\u4e2d\u95f4\u7684\u7ed3\u679c\u4f60\u4e0d\u7528\u53cd\u590d\u5730\u5b58\u8fdb\u5185\u5b58\u518d\u5b58\u51fa\u6765\uff0cXLA\u4f1a\u5e2e\u4f60\u81ea\u52a8\u505a\u8fd9\u6837\u7684\u4f18\u5316\u3002\u5b83\u8fd8\u4f1a\u505a\u5f88\u591a\u7684\u5185\u5b58\u7ba1\u7406\uff0c\u600e\u4e48\u53bb\u66f4\u597d\u5730\u5206\u5e03\u4f60\u7684\u5185\u5b58\uff0c\u5b83\u77e5\u9053TPU\u559c\u6b22\u600e\u4e48\u4ece\u5185\u5b58\u91cc\u9762\u628a\u6570\u7ed9\u8bfb\u51fa\u6765\u3002<strong>\u8fd9\u4e9b\u4e1c\u897f\u90fd\u662f\u8ddf\u786c\u4ef6\u67b6\u6784\u548c\u4e00\u4e9b\u5177\u4f53\u7684\u7ec6\u8282\u662f\u76f8\u8f85\u76f8\u6210\u7684\u3002\u6240\u4ee5XLA\u4f1a\u901a\u8fc7\u9ed1\u76d2\u5e2e\u4f60\u53bb\u4f18\u5316\u8fd9\u6837\u7684\u4e00\u4ef6\u4e8b\u60c5\u3002\u4f46\u95ee\u9898\u5c31\u662f\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u4f60\u662f\u6ca1\u529e\u6cd5\u5f88\u597d\u5730debug\u548c\u63a7\u5236\u7684\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5f00\u53d1\u8005\u5f88\u96be\u53bb\u7528XLA\u8fd9\u5957\u7cfb\u7edf\uff0c\u4e00\u4e2a\u539f\u56e0\u662f\u7f16\u7a0b\u8bed\u8a00\u4ed6\u4eec\u4e0d\u4f1a\u5bf9\u5427\uff1f\u5b83\u7528\u7684\u662f\u4ec0\u4e48\u7f16\u7a0b\u8bed\u8a00\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>XLA\u5b83\u662f\u4e00\u4e2a\u7f16\u8bd1\u5668\uff0c\u5b83\u4e0a\u5c42\u662fPyTorch\u3001JAX\u548cTensorFlow\u3002\u76f8\u5f53\u4e8e\u4f60\u7684\u5f00\u53d1\u8005\u53ef\u4ee5\u5199\u4efb\u4f55\u4e00\u6837\u7684\u8bed\u8a00\uff0c\u7136\u540e\u5b83\u901a\u8fc7XLA\u53ef\u4ee5\u5e2e\u4f60\u8f6c\u5316\u6210TPU\u7684Assembly code\uff08\u6c47\u7f16\u4ee3\u7801\uff09\uff0c\u5c31\u662fTPU\u7684\u6307\u4ee4\u3002\u5b83\u4e2d\u95f4\u662f\u505a\u4e00\u4e2a\u7ffb\u8bd1\u52a0\u4f18\u5316\u3002\u6240\u4ee5\u5b83\u5982\u679c\u5bf9\u5e94\u82f1\u4f1f\u8fbe\u7684\u8bdd\uff0c\u5bf9\u5e94\u7684\u5c31\u662fCUDA\u7684\u6574\u4e2a\u751f\u6001\u4f53\u7cfb\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6211\u4eec\u77e5\u9053\u5728GPU\u53bb\u8bad\u7ec3\u6a21\u578b\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5de5\u7a0b\u5e08\u7ecf\u5e38\u4f1a\u9047\u5230bug\uff0c\u7136\u540e\u89e3\u51b3\u5b83\u9700\u8981\u5728\u5b83\u8f6f\u4ef6\u7684\u7f16\u8bd1\u5668\u4e0a\uff0c\u6bd4\u5982\u8bf4CUDA\u7684\u751f\u6001\u4e0a\uff0c\u53bb\u770b\u770b\u662f\u54ea\u4e2a\u73af\u8282\u51fa\u4e86\u95ee\u9898\u3002\u73b0\u5728\u5982\u679c\u662f\u7528\u8c37\u6b4c\u7684TPU\u51fa\u4e86\u95ee\u9898\uff0c\u521a\u521a\u4f60\u4e5f\u63d0\u5230\u4e86XLA\u662f\u4e00\u4e2a\u9ed1\u76d2\uff0c\u90a3\u662f\u5fc5\u987b\u627e\u8c37\u6b4c\u7684\u5de5\u7a0b\u5e08\u6765\u89e3\u51b3\uff0c\u8fd8\u662f\u4ed6\u4eec\u81ea\u5df1\u5c31\u53ef\u4ee5\u89e3\u51b3\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u4f60\u53ef\u4ee5\u7406\u89e3\u6210XLA\u662f\u9ed1\u76d2\uff0c\u4f46\u662f\u5b83\u91cc\u9762\u6709\u5f88\u591a\u7684\u5e2e\u52a9\u4f60\u53bbdebug\u7684\u4e00\u4e9b\u5de5\u5177\u548c\u529f\u80fd\u3002\u4f46\u5b83\u95ee\u9898\u5c31\u662f\uff0c\u4f60\u9700\u8981\u5bf9\u786c\u4ef6\u6709\u4e00\u4e9b\u4e86\u89e3\u624d\u80fd\u66f4\u597d\u5730\u53bb\u5206\u6790\u5b83\u3002<strong>\u5b83\u662f\u53ef\u4ee5debug\u7684\uff0c\u4f46\u5bf9\u5de5\u7a0b\u5e08\u8981\u6c42\u4f1a\u66f4\u9ad8\u4e00\u4e9b\u3002\u5916\u90e8\u7684\u5f00\u53d1\u8005\u5f88\u96be\u72ec\u7acb\u53bb\u5904\u7406\u4e00\u4e2a\u6216\u4fee\u8865\u4e00\u4e2abug\uff0c\u4e0d\u50cfCUDA\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u751f\u6001\u4f60\u53ef\u4ee5\u53bb\u5904\u7406\u3002<\/strong><\/p>\n<p>\u6211\u4eec\u6709\u5f88\u591a\u8f6f\u4ef6\u7ec4\u4e13\u95e8\u53bb\u5bf9\u63a5\u4e0d\u540c\u7684\u5916\u90e8\u5ba2\u6237\uff0c\u6709Apple\u3001\u6709Midjourney\uff0c\u7136\u540eAnthropic\uff0c\u6211\u79bb\u804c\u4e4b\u524d\u4e5f\u542c\u8bf4\uff0c\u4ed6\u4eec\u5f88\u591a\u7ec4\u662f\u975e\u5e38\u5fd9\u7684\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u662f\u7684\uff0c\u6211\u6628\u5929\u542c\u8bf4\uff0c\u7528\u8c37\u6b4c\u7684TPU\u6700\u5927\u7684\u56e2\u961f\u5176\u5b9e\u4e0d\u662fAnthropic\uff0c\u6700\u5927\u7684\u56e2\u961f\u5176\u5b9e\u662f\u82f9\u679c\u3002\u82f9\u679c\u662f\u56e0\u4e3a\u5e9e\u82e5\u660e\u4e4b\u524d\u5728Google\uff0c\u4ed6\u53bb\u82f9\u679c\u7684\u65f6\u5019\uff0c\u628a\u8c37\u6b4c\u7684\u4e00\u6574\u5957\u5e26\u8fc7\u53bb\u4e86\uff0c\u7136\u540e\u53c8\u76f4\u63a5\u7528\u7684TPU\u53bb\u8bad\u7ec3\u4ed6\u4eec\u7684\u5927\u6a21\u578b\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5bf9\uff0c\u6211\u89c9\u5f97\u4e5f\u7275\u626f\u5230\u4e00\u4e2a\u8f6f\u4ef6\u6808\u7684\u8fc1\u79fb\u3002\u5c31\u662f\u4f60\u8981\u7528TPU\u7684\u8bdd\uff0c\u5fc5\u987b\u8981\u628a\u539f\u6765\u7684\u4e00\u5957\u8f6f\u4ef6\u6808\u5168\u90e8\u8fc1\u79fb\u5230JAX\u3001XLA\u4e0a\u3002\u5982\u679c\u4f60\u4e0d\u8fc1\u79fb\u7684\u8bdd\uff0c\u4f60\u5f53\u7136\u53ef\u4ee5\u53bb\u505a\uff0c\u5b83\u80fd\u8dd1\uff0c\u4f46\u4f60\u5c31\u5229\u7528\u4e0d\u5230TPU\u90a3\u4e48\u597d\u7684\u6027\u80fd\u548cTCO\u3002<strong>\u73b0\u5728\u76ee\u524dTPU\u76f8\u6bd4GPU\uff0c\u5b83\u6700\u5927\u7684\u4f18\u52bf\u5c31\u662f\u5b83\u6210\u672c\u63a7\u5236\u5f97\u5f88\u597d\uff0c\u76f8\u6bd4\u8d77\u82af\u7247\uff0c\u5b83\u66f4\u591a\u662f\u4f9d\u8d56\u4e8e\u8f6f\u4ef6\u3002<\/strong><\/p>\n<h2><strong>04 \u5b9a\u5236\u82af\u7247\u75db\u70b9\uff1aTransformer\u5148\u53d1\u4f18\u52bf\u80fd\u6301\u7eed\u591a\u4e45\uff1f<\/strong><\/h2>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u4f60\u89c9\u5f97Google\u7684Gemini\u6a21\u578b\uff0c\u56e0\u4e3a\u5b83\u73b0\u5728\u5e94\u8be5\u662f\u5e02\u573a\u4e0a\u6700\u597d\u7684\u6a21\u578b\uff0c\u5b83\u7684\u8bad\u7ec3\u51fa\u6765\u8ddfTPU\u7684\u5173\u7cfb\u6709\u591a\u5927\uff1f\u80fd\u5360\u51b3\u5b9a\u6027\u56e0\u7d20\u5417\uff1f\u8fd8\u662f\u7b97\u6cd5\u662f\u5360\u51b3\u5b9a\u6027\u56e0\u7d20\u7684\u4e00\u90e8\u5206\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u7b97\u6cd5\u5f53\u7136\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u6211\u89c9\u5f97\u73b0\u5728\uff0c\u7279\u522b\u662f\u9884\u8bad\u7ec3\uff0c\u5b83CapEx\u5f88\u5927\u3002\u7136\u540e\u5b83\u7b97\u6cd5\u6211\u89c9\u5f97\uff0cDeepMind\u90a3\u8fb9\u6709\u975e\u5e38\u524d\u6cbf\u7684\u7b97\u6cd5\u3002TPU\u80fd\u5e2e\u4f60\u53bb\u505a\u7684\u4e00\u4ef6\u4e8b\u60c5\u662f\uff0c\u5f53\u4f60\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u7b97\u6cd5\u4e4b\u540e\uff0c\u4f60\u63d0\u524d\u8ddfTPU\u7ec4\u6c9f\u901a\u597d\uff0c\u6211\u662f\u600e\u4e48\u6837\u7684\u4e00\u4e2a\u7b97\u6cd5\uff0c\u6211\u600e\u4e48\u6837\u7684\u4efb\u52a1\u8d1f\u8f7d\uff0c\u6211\u7ed9\u4f60\u53bb\u5b9a\u5236\u8fd9\u6837\u7684\u4e00\u4e2a\u52a0\u901f\u5668\u3002\u8fd9\u6837\u7684\u8bdd\u6211\u80fd\u5e2e\u52a9\u4f60\u5728\u4e00\u4e2a\u66f4\u77ed\u7684\u65f6\u95f4\u66f4\u5feb\u5730\u8fed\u4ee3\uff0c\u53bb\u6d4b\u8bd5\u8fd9\u6837\u4e00\u5957\u7b97\u6cd5\u3002\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u4e8b\u60c5\u3002\u5982\u679c\u8bf4\u4f60\u7684\u8bad\u7ec3\u6548\u7387\u5f88\u5dee\u7684\u8bdd\uff0c\u4f60\u9700\u8981\u82b1\u66f4\u957f\u5468\u671f\u53bb\u9a8c\u8bc1\u4e00\u5957\u7b97\u6cd5\u662f\u5426\u80fdwork\u3002\u4f46TPU\u5982\u679c\u80fd\u628a\u4f60\u7684\u65f6\u95f4\u6253\u4e0b\u6765\uff0c\u4e4b\u540e\u8fed\u4ee3\u901f\u5ea6\u4f60\u5c31\u4f1a\u66f4\u5feb\u4e00\u4e9b\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u4f60\u4eec\u5b9a\u5236\u8fd9\u6837\u7684\u4e00\u4e2a\u82af\u7247\u5927\u6982\u8981\u591a\u4e45\u6d41\u7a0b\uff1f<\/p>\n<p><strong>Henry\uff1a\u6211\u89c9\u5f97\u8fd9\u662f\u4efb\u4f55\u82af\u7247\u516c\u53f8\u7684\u4e00\u4e2a\u75db\u70b9\u3002\u5b83\u4eec\u5f88\u591a\u7684\u65f6\u5019\u90fd\u662f\u5728\u9884\u6d4b\u672a\u6765\u5e02\u573a\u7684\u53d8\u5316\uff0c\u5305\u62ec\u9884\u6d4b\u672a\u6765\u6a21\u578b\u7684\u53d8\u5316\u3002<\/strong>\u4e4b\u524d\u77e5\u9053\u7684\u5c31\u662fMoE\uff08\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff09\uff0c\u4e5f\u662f\u5f88\u65e9\u5c31\u6709\u8fd9\u6837\u7684\u4e00\u4e2a\u60f3\u6cd5\u3002MoE\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u5728TPU\u548cGPU\u4e0a\u8dd1\u7684\u6548\u679c\u90fd\u4e0d\u662f\u7279\u522b\u597d\uff0c\u4f46\u662f\u540e\u6765TPU\u548c\u8f6f\u4ef6\u4e00\u8d77\u589e\u52a0\u4e86\u9488\u5bf9MoE\u7684\u4f18\u5316\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u53ef\u4ee5\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u4e0b\u4e3a\u4ec0\u4e48\u4e4b\u524dMoE\u4e00\u76f4\u5728TPU\u4e0a\u8dd1\u4e0d\u8d77\u6765\u7684\u539f\u56e0\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u56e0\u4e3a\u5b83\u662f\u4e00\u4e2a2D torus\u3002\u76f8\u5f53\u4e8e\u6bcf\u4e2aTPU\u82af\u7247\u53ea\u80fd\u8ddf\u5b83\u7684\u90bb\u5c45\u3001\u76f8\u90bbTPU\u82af\u7247\u505a\u901a\u4fe1\u3002\u6240\u4ee5\u5982\u679c\u8bf4\u4f60\u6ca1\u6709\u4e00\u4e2aAll-to-All\u7684\u901a\u4fe1\u7684\u8bdd\uff0c\u8fd9\u6837\u4e2d\u95f4\u5c31\u76f8\u5f53\u4e8e\u4f60\u8981\u627e\u4e00\u4e2a\u670b\u53cb\uff0c\u4e2d\u95f4\u8981\u7ecf\u8fc7\u5f88\u591a\u4e2a\u73af\u8282\u3002\u8fd9\u6837\u7684\u8bdd\u6709\u5f88\u591a\u7684\u6d6a\u8d39\uff0c\u5f88\u591a\u7684\u62e5\u5835\u3002<\/p>\n<p>\u540e\u6765\u5728V4\u7684\u65f6\u5019\uff0cTPU\u63a8\u51fa\u4e86\u4e00\u4e2a3D torus\uff0c\u5b83\u7528\u4e86OCS\uff08\u5149\u4ea4\u6362\u673a\uff09\uff0c\u76f8\u5f53\u4e8e\u8fd9\u662f\u4e00\u4e2a\u8f6f\u4ef6\u53ef\u7f16\u7a0b\u914d\u7f6e\u7684\u4ea4\u6362\u673a\u3002\u4f60\u5728\u4e00\u4e2aTPU Pod\u8282\u70b9\uff0c\u53ef\u4ee5\u901a\u8fc7\u8f6f\u4ef6\u6765\u66f4\u6539\u4f60\u60f3\u901a\u4fe1\u7684\u90a3\u4e2aTPU\u96c6\u7fa4\u7684\u8def\u5f84\uff0c\u8fd9\u6837\u7684\u8bdd\u5c31\u76f8\u5f53\u4e8e\u4e00\u4e0b\u5b50\u628aMoE\u7684\u75db\u70b9\u7ed9\u89e3\u51b3\u4e86\u3002\u4e4b\u540eMoE\u5c31\u5728TPU\u4e0a\u8dd1\u8d77\u6765\uff0c\u6548\u7387\u5c31\u4f1a\u660e\u663e\u6bd4\u4e4b\u524d\u9ad8\u5f88\u591a\u3002<\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/03\/24\/0c1b7ff66cd3668ea5ff10f13e11c980_1774335022.jpeg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x706\/gravity\/center\/crop\/!1440x706&ext=.jpeg\" width=\"1080\" height=\"530\" alt=\"\u8c37\u6b4cTPU\u80fd\u64bc\u52a8\u82f1\u4f1f\u8fbe\u5417\uff1f\u524dTPU\u5de5\u7a0b\u5e08\u9996\u6b21\u63ed\u79d8\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u8fd1\u4e07\u4e2aTPU\u4e0eICI\u8fde\u63a5\u5728\u4e00\u4e2aPod\u4e2d\u56fe\u7247\u6765\u6e90\uff1aGoogle Cloud<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u6211\u7406\u89e3\u8fd9\u4e2a\u8fed\u4ee3\u662f\u4ee5\u5e74\u6765\u8ba1\u7b97\u7684\u3002\u91cf\u4ea7\u7684\u8282\u594f\u4e00\u822c\u662f\u591a\u4e45\uff1f\u534a\u5e74\u6253\u5f97\u4e0b\u6765\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6253\u4e0d\u4e0b\u6765\uff0c\u6211\u89c9\u5f97\u6bcf\u5bb6\u516c\u53f8\u7684\u7406\u5ff5\u90fd\u4e0d\u4e00\u6837\uff0cTPU\u4e00\u76f4\u8981\u505a\u65d7\u8230\u7684\u8bad\u7ec3\u82af\u7247\u6216\u65d7\u8230\u63a8\u7406\u82af\u7247\uff0c\u8fd9\u5bf9\u5feb\u901f\u8fed\u4ee3\u8981\u6c42\u4f1a\u975e\u5e38\u9ad8\uff0c\u56e0\u4e3a\u4f60\u6bcf\u4e00\u4ee3\u82af\u7247\u90fd\u4f1a\u585e\u5f88\u591a\u6837\u7684\u9700\u6c42\u3002\u5f53\u4f60\u8bbe\u8ba1\u5b8c\uff0c\u6211\u4eec\u4f1a\u505a\u9a8c\u8bc1\uff0c\u7136\u540e\u518d\u4ea4\u7ed9Broadcom\u53bb\u505a\u901a\u4fe1\u4e0a\u9762\u7684\u8bbe\u8ba1\uff0c\u7136\u540e\u5728\u6574\u4e2apackage level\u505a\u9a8c\u8bc1\uff0c\u6700\u540e\u4ea4\u7ed9TSMC\u3002<strong>\u6211\u89c9\u5f97\u6574\u4e2a\u6d41\u7a0b\u6700\u5feb\u4e5f\u8981\u4e24\u5e74\u5230\u4e24\u5e74\u534a\u3001\u4e09\u5e74\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u4f60\u521a\u521a\u63d0\u5230\u8c37\u6b4c\u5df2\u7ecf\u66f4\u65b0\u5230V8\u4e86\uff0c\u8fd9\u4e00\u6b3e\u6211\u7406\u89e3\u5b83\u5728\u8bbe\u8ba1\u4e0a\u662f\u4e24\u5e74\u4ee5\u524d\u5c31\u505a\u4e86\u3002\u4f46\u662f\u6a21\u578b\u7684\u66f4\u65b0\uff0c\u57fa\u672c\u4e0a\u6bcf6\u4e2a\u6708\u5c31\u53d8\u5316\u4e00\u6b21\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4f60\u8981\u5728\u4e24\u5e74\u524d\u53bb\u9884\u6d4b\u8fd9\u4e2a\u6a21\u578b\u5f80\u54ea\u4e2a\u65b9\u5411\u8d70\u3002\u62bc\u5bf9\u4e86\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u76ee\u524d\u6765\u8bb2\uff0cV7\u5e94\u8be5\u662f\u62bc\u5bf9\u4e86\u3002\u8fd9\u4e5f\u53ef\u4ee5\u89e3\u91ca\u4e00\u4e0b\u4e3a\u4ec0\u4e48\u4e4b\u524dTPU\u7684\u82af\u7247\u548cGPU\u5728\u7eb8\u9762\u53c2\u6570\u4e0a\u662f\u6709\u633a\u5927\u7684\u8ddd\u79bb\u7684\u3002\u56e0\u4e3a\u4e4b\u524dTPU\u4e3b\u8981\u7684\u4efb\u52a1\u8d1f\u8f7d\u662f\u5185\u90e8\u7684\u4e00\u4e9b\u63a8\u8350\u548c\u6392\u5e8f\u7b97\u6cd5\uff0c\u5b83\u6ca1\u6709\u60f3\u5230GPT\u51fa\u6765\u4e4b\u540e\uff0c\u6709\u8fd9\u4e48\u5927\u7684\u7b97\u529b\u9700\u6c42\uff0c\u662f\u5b8c\u5168\u4e0d\u4e00\u6837\u7684\u4efb\u52a1\u8d1f\u8f7d\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5f00\u59cb\u628a\u5b83\u6240\u6709\u7684\u6838\u5fc3\u6027\u80fd\u5f80\u5927\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4e0a\u8c03\u662f\u54ea\u4e00\u4ee3\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5e94\u8be5\u5c31\u662fV6\u5f00\u59cb\u7684\u3002V6\u5f00\u59cb\u505a\u4e86\u4e24\u4e2a\u7248\u672c\uff0c\u4e00\u4e2a\u662f\u4e13\u95e8\u505a\u8bad\u7ec3\uff0c\u4e00\u4e2a\u4e13\u95e8\u505a\u63a8\u7406\u3002\u8bad\u7ec3\u548c\u63a8\u7406\u672c\u8d28\u4e0a\u5b83\u4eec\u7528\u7684\u662f\u540c\u4e00\u5957\u67b6\u6784\uff0c\u63a8\u7406\u53ef\u4ee5\u7406\u89e3\u6210\u662f\u8bad\u7ec3\u82af\u7247\u7684\u4e00\u6761\u5b50\u96c6\uff0c\u5b83\u53ef\u4ee5\u6709\u66f4\u5c0f\u7684\u8fd0\u7b97\u5355\u5143\uff0c\u5b83\u53ef\u4ee5\u6709\u66f4\u5c0f\u7684\u5185\u5b58\uff0c\u56e0\u4e3a\u76f8\u6bd4\u8bad\u7ec3\uff0c\u63a8\u7406\u4e0d\u9700\u8981\u505aBack Propagation\uff08\u53cd\u5411\u4f20\u64ad\uff09\uff0c\u6240\u4ee5\u5b83\u4e2d\u95f4\u4e0d\u9700\u8981\u5b58\u50a8\u5f88\u591a\u7684\u526f\u672c\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5dee\u4e0d\u591a\u4e5f\u662f\u5728\u4e24\u4e09\u5e74\u4ee5\u524d\u5f00\u59cb\u8c03\u6574\u8fd9\u4e2a\u65b9\u5411\u7684\u3002\u5176\u5b9eGPT\u57282020\u5e74\u5c31\u6709GPT-3\u653e\u51fa\u6765\u3002\u8c37\u6b4c\u90a3\u4e2a\u65f6\u5019\u5b83\u5df2\u7ecf\u5f00\u59cb\u610f\u8bc6\u5230\u8fd9\u662f\u4e00\u4e2anext big thing\uff0c\u5b83\u6709\u53bb\u505a\u82af\u7247\u4e0a\u7684\u8c03\u6574\u6216\u8005GPU\u4e0a\u7684\u8c03\u6574\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5bf9\uff0c\u56e0\u4e3aTransformer\u4e5f\u662fGoogle\u63d0\u51fa\u6765\u7684\uff0c\u7136\u540e\u6839\u636e\u8fd9\u5957\u67b6\u6784\uff0c\u82af\u7247\u7ec4\u5f88\u65e9\u5c31\u77e5\u9053\uff0c\u5982\u4f55\u53bb\u505a\u8fd9\u4e00\u5957\u67b6\u6784\u7684\u4f18\u5316\uff0c\u5305\u62ecAttention kernel\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6211\u89c9\u5f97\u8c37\u6b4c\u7684TPU\u5230\u73b0\u5728\u5b83\u80fd\u5728\u6574\u4e2a\u6a21\u578b\u9884\u8bad\u7ec3\u4e2d\u6027\u80fd\u8868\u73b0\u975e\u5e38\u7684\u4f18\u79c0\uff0c\u4e5f\u662f\u56e0\u4e3aTransformer\u8fd9\u5957\u67b6\u6784\u662f\u8c37\u6b4c\u53d1\u660e\u7684\u3002\u7136\u540e\u4eceTPU\u7684\u8bde\u751f\u5f00\u59cb\uff0c\u5b83\u5c31\u4e00\u76f4\u8d70\u7684\u662f\u8fd9\u6761\u8def\u5f84\u3002\u6240\u4ee5\u6211\u4eec\u5176\u5b9e\u4e5f\u53ef\u4ee5\u628aTPU\u7406\u89e3\u6210\u4e00\u4e2a\u9488\u5bf9\u4e8e\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6216\u8005\u63a8\u7406\u7684ASIC\uff0c\u8fd9\u6837\u8bf4\u662f\u5bf9\u7684\u5427\uff1f\u7136\u540e\u4f60\u8fd9\u4e2aASIC\u5c31\u4e00\u5b9a\u8981\u62bc\u5bf9\u65b9\u5411\uff0c\u5b83\u62bc\u5230\u4e86Transformer\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5bf9\u3002\u6211\u4eec\u76f8\u5f53\u4e8e\u662f\u4e00\u4e2a\u5148\u53d1\u7684\u4f18\u52bf\u3002<strong>\u672c\u8d28\u4e0aASIC\u548cGPU\uff0c\u4e00\u4e2a\u662f\u901a\u7528\u6027\u597d\uff0c\u4e00\u4e2a\u662f\u901a\u7528\u6027\u4e0d\u597d\u3002\u4e00\u65e6\u6709\u4e2a\u65b0\u7684\u7b97\u6cd5\u4e0a\u7684\u52a8\u6001\u6539\u53d8\uff0c\u4f60\u5728TPU\u4e0a\u5c31\u5f88\u96be\u53bb\u5b9e\u73b0\u8fd9\u6837\u4e00\u4ef6\u4e8b\u60c5\u3002<\/strong>\u5373\u4f7f\u4f60\u6709\u5148\u53d1\u4f18\u52bf\uff0c\u4f46\u540e\u9762\u7684\u7ade\u4e89\u4f1a\u8d8a\u6765\u8d8a\u6fc0\u70c8\u3002\u8fd9\u6837\u7684\u8bdd\uff0c\u4f60\u7684\u5148\u53d1\u4f18\u52bf\u53ef\u80fd\u4e5f\u4f1a\u6162\u6162\u88ab\u8695\u98df\u3002<\/p>\n<p>\u6240\u4ee5\u8bf4GPU\u80dc\u5c31\u80dc\u5728\u5b83&mdash;&mdash;\u56e0\u4e3a\u73b0\u5728\u6a21\u578b\u8fed\u4ee3\u5468\u671f\u975e\u5e38\u77ed\uff0c\u90fd\u662f\u4ee5\u6708\u6765\u505a\u5355\u4f4d\u3002\u6211\u89c9\u5f97\u6709\u4e00\u4e2a\u9636\u6bb5\u5c31\u662fGPU\uff0c\u56e0\u4e3a\u5b83\u901a\u7528\u6027\u597d\uff0c\u6240\u4ee5GPU\u4e0a\u53bb\u8dd1\u6a21\u578b\u7684\u8fed\u4ee3\u901f\u5ea6\u4f1a\u6bd4TPU\u66f4\u5feb\u4e00\u4e9b\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u90a3\u73b0\u5728\u662f\u54ea\u4e2a\u9636\u6bb5\uff1fTPU\u66f4\u5feb\uff1f<\/p>\n<p><strong>Henry\uff1a\u76ee\u524dV7\u611f\u89c9\u8ddfGPU Blackwell\u5df2\u7ecf\u662f\u65d7\u9f13\u76f8\u5f53\u4e86\u3002\u4f46\u662f\u6211\u62c5\u5fe7\u7684\u4e00\u70b9\u5c31\u662f\uff0c\u8fd9\u4e00\u5957\u67b6\u6784\u5b83\u7684\u53ef\u6269\u5c55\u6027\u5230\u5e95\u6709\u591a\u5f3a\uff0c\u4e07\u4e00\u5c06\u6765\u6709\u4e00\u4e2a\u4e0d\u540c\u7684\u8303\u5f0f\uff0c\u5b83\u600e\u4e48\u53bb\u8ddf\u4e0aGPU\u7684\u6b65\u4f10\u3002<\/strong><\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/03\/24\/3fa91daaeb1f90afa94b4648fd339178_1774335022.jpeg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x960&ext=.jpeg\" width=\"1080\" height=\"720\" alt=\"\u8c37\u6b4cTPU\u80fd\u64bc\u52a8\u82f1\u4f1f\u8fbe\u5417\uff1f\u524dTPU\u5de5\u7a0b\u5e08\u9996\u6b21\u63ed\u79d8\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u4e00\u5757Ironwood\u677f\u5361 \u56fe\u7247\u6765\u6e90\uff1aGoogle Cloud<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5982\u679c\u51fa\u73b0\u4e86\u7c7b\u4f3c\u4e8e\u4e0d\u540c\u4e8eTransformer\u7684\u65b0\u7684\u67b6\u6784\uff0c\u90a3TPU\u5c31\u4e0d\u4e00\u5b9a\u6709GPU\u7684\u8868\u73b0\u597d\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u662f\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>RL\uff08\u5f3a\u5316\u5b66\u4e60\uff09\u5bf9TPU\u7684\u5f71\u54cd\u4f1a\u5927\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u80af\u5b9a\u4f1a\u662f\u4e0d\u4e00\u6837\u7684\u4efb\u52a1\u8d1f\u8f7d\uff0c\u80af\u5b9a\u662f\u4f1a\u6709\u5f71\u54cd\u7684\u3002\u6211\u89c9\u5f97\u73b0\u5728TPU\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u5c31\u662f\u628a\u82af\u7247\u53d8\u5f97\u66f4\u52a0\u901a\u7528\uff0c\u5f80\u8fd9\u6837\u4e00\u4e2a\u65b9\u5411\u53bb\u53d1\u5c55\u3002\u76f8\u5f53\u4e8e\u5b83\u77e9\u9635\u5355\u5143\u53ef\u4ee5\u5904\u7406\u5404\u79cd\u4efb\u52a1\u8d1f\u8f7d\u7684\u77e9\u9635\u8ba1\u7b97\uff0c\u5b83\u4e5f\u6709\u4e13\u95e8\u8d1f\u8d23\u53bb\u5904\u7406\u4e00\u4e9b\u7a00\u758f\u77e9\u9635\u8ba1\u7b97\u7684\u5355\u5143\u3002\u5b83\u53ef\u4ee5\u7406\u89e3\u6210\u628a\u5f88\u591a\u786c\u4ef6\u4e0a\u7684\u4e00\u4e9b\u8ba1\u7b97\u548c\u5185\u5b58\u6a21\u5757\u5316\uff0c\u6765\u9002\u5e94\u5c06\u6765\u4e0d\u540c\u7684\u8303\u5f0f\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u6765\u8bb2\uff0c\u4e5f\u662f\u4e00\u4e2a\u5411\u901a\u7528\u6027\u7684\u59a5\u534f\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5bf9\uff0c\u6211\u89c9\u5f97\u4e4b\u524d\u4ee5\u5f80\u51e0\u4ee3\u82af\u7247\u53ef\u80fd\u8bbe\u8ba1\u5f97\u6ca1\u6709\u90a3\u4e48\u6fc0\u8fdb\u7684\u539f\u56e0\u4e5f\u662f\u6709\u4e00\u90e8\u5206\u7684\u8003\u91cf\u3002\u5982\u679c\u4e00\u65e6\u8bbe\u8ba1\u5f97\u975e\u5e38\u6fc0\u8fdb\uff0c\u4f60\u53ef\u4ee5\u5728Gemini\u4e0a\u6a21\u578b\u6548\u7387\u63d0\u534730%\u523040%\uff0c\u4f46\u4e07\u4e00\u6709\u53d8\u5316\u5462\uff1f\u4e07\u4e00\u6709\u53d8\u5316\uff0c\u90a3\u56de\u53bb\u7684\u8bdd\u5c31\u4f1a\u975e\u5e38\u7684\u75db\u82e6\u3002\u6240\u4ee5\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u79cd\u57fa\u4e8e\u73b0\u5b9e\u7684\u59a5\u534f\u3002<\/p>\n<h2><strong>05 \u4f9b\u5e94\u94fe\u547d\u95e8\uff1a\u535a\u901a\u4e3a\u4f55\u5173\u952e\uff1f<\/strong><\/h2>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6211\u6700\u8fd1\u662f\u770b\u5230\u4e00\u6761\u65b0\u95fb\uff0c\u8bf4Google\u8ddfMeta\u4e5f\u6709\u4e00\u4e2a\u8fd9\u6837\u7684TPU\u91c7\u8d2d\u534f\u8bae\uff0c\u7136\u540e\u8c37\u6b4c\u5411Meta\u63d0\u4f9bTPU\u7684\u6258\u7ba1\u670d\u52a1\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6211\u89c9\u5f97\u5b83\u53ef\u80fd\u66f4\u591a\u662f\u4f9d\u6258\u4e8e\u8c37\u6b4c\u4e91\uff0c\u63d0\u4f9b\u66f4\u591a\u7b97\u529b\u3002\u8f6f\u4ef6\u4fa7\u7684\u8bdd\uff0c\u6211\u79bb\u804c\u4e4b\u524d\u4e5f\u77e5\u9053\u6709\u5f88\u591a\u7ec4\u5728\u505aPyTorch\u548cXLA\u7684\u7ed3\u5408\uff0c\u4f46\u56e0\u4e3aPyTorch\u7b97\u5b50\u5b9e\u5728\u592a\u591a\u4e86\uff0c\u5982\u679c\u4e0d\u5728\u786c\u4ef6\u4e0a\u539f\u751f\u5730\u53bb\u652f\u6301\u8fd9\u4e9b\u7b97\u5b50\u7684\u8bdd\uff0c\u6027\u80fd\u8868\u73b0\u5c31\u4f1a\u6bd4\u8f83\u5dee\u4e00\u4e9b\u3002\u5982\u679c\u76f4\u63a5\u7528\u8c37\u6b4c\u4e91\u7684\u8bdd\uff0c\u4f60\u76f8\u5f53\u4e8e\u662f\u6258\u7ba1\u4e86\uff0c\u6ca1\u529e\u6cd5\u505a\u5f88\u591a\u5e95\u5c42\u7684\u63a7\u5236\uff0c\u6027\u80fd\u5c31\u4f1a\u6709\u6d6a\u8d39\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u8fd9\u4e2a\u6d6a\u8d39\u5927\u6982\u4f1a\u5728\u591a\u5c11\u7684\u767e\u5206\u6bd4\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u8fd9\u5c31\u662f\u6211\u521a\u624d\u8bf4\u5230\u6a21\u578b\u5229\u7528\u7387\u3002\u5982\u679c\u4f60\u7ed3\u5408\u5f97\u975e\u5e38\u597d\u7684\u8bdd\uff0c\u80fd\u51e0\u4e4e\u6ee1\u72b6\u6001\u5730\u8fbe\u5230\u4e00\u4e2a\u5cf0\u503cFLOPs\u6216\u5cf0\u503c\u5185\u5b58\u5e26\u5bbd\u3002<strong>\u4f46\u662f\u5982\u679c\u4f60\u7528\u8c37\u6b4c\u4e91\u6765\u8dd1\u7684\u8bdd\uff0c\u4f60\u5f88\u6709\u53ef\u80fd\u7528\u5230\u53ea\u670950%\u523060%\u7684\u5229\u7528\u7387\uff0c\u4f46\u662f\u4f60\u8fd8\u662f\u8981\u4ed8\u540c\u6837\u7684\u94b1\u3002\u76ee\u524d\u6211\u77e5\u9053\uff0c\u76f4\u63a5\u8d2d\u4e70TPU\u673a\u67b6\u7684\u53ea\u6709Anthropic\uff0c\u5176\u4ed6\u90fd\u8fd8\u662f\u8c37\u6b4c\u4e91\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6211\u6ce8\u610f\u5230\u8c37\u6b4cAPI\u63a5\u53e3\u7684\u6210\u672c\u5927\u6982\u6700\u5f00\u59cb\u53ea\u6709Open AI\u8ddfAnthropic\u7684\u5341\u5206\u4e4b\u4e00\u3002\u540c\u65f6\uff0cAnthropic\u6700\u8fd1\u7684Claude Opus 4.5\uff0c\u5b83\u7684API\u63a5\u53e3\u5927\u6982\u662f\u4e0b\u964d\u4e8667%\u3002\u6709<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>\u62a5\u9053\u628a\u8fd9\u90e8\u5206\u5f52\u529f\u4e8e\u5b83\u662f\u7528\u8c37\u6b4c\u7684TPU\u8bad\u7ec3\u7684\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u63a8\u7406\u6210\u672c\u4e0a\u786e\u5b9e\u662f\u8fd9\u6837\u7684\u3002Google\u73b0\u5728\u7684\u63a8\u7406\u82af\u7247\u6210\u672c\u786e\u5b9e\u4f1a\u6bd4GPU\u8981\u9ad8\u4e0d\u5c11\uff0c\u539f\u56e0\u5c31\u662f\u96c6\u7fa4\u7684\u63a8\u7406\uff0c\u5b83\u7684TCO\u5c31\u80fd\u6253\u5f97\u4e0b\u6765\u3002\u8fd8\u6709\u4e00\u4e2a\u539f\u56e0\u521a\u624d\u6ca1\u6709\u63d0\u5230&mdash;&mdash;<strong>GPU\u7684\u96c6\u7fa4\u5b83\u7528\u7684\u662fNVLink\u3001NVSwitch\u8fd9\u6837\u7684\u4e00\u79cd\u901a\u4fe1\u534f\u8bae\uff0c\u8fd9\u5176\u5b9e\u5f88\u70e7\u94b1\uff0c\u4f60\u53ef\u4ee5\u7406\u89e3\u6210\u662f\u4e00\u79cd\u57fa\u7840\u8bbe\u65bd\u7a0e\u3002<\/strong>\u4f60\u9700\u8981\u8ddf\u5f88\u591a\u4e0d\u540c\u5382\u5546\u53bb\u4e70\u8fd9\u79cd\u4ea4\u6362\u673a\uff0c\u7136\u540e\u90e8\u7f72\u5728\u4f60\u7684\u6570\u636e\u4e2d\u5fc3\u5f53\u4e2d\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u6210\u672c\u5f00\u652f\u3002<strong>Google\u56e0\u4e3a\u5b83\u7528\u4e86\u4e0d\u4e00\u6837\u7684\u62d3\u6251\u67b6\u6784\uff0c\u5b83\u7528\u4e86\u82af\u7247\u4e0e\u82af\u7247\u4e4b\u95f4\u76f4\u63a5\u901a\u4fe1\uff0c\u5b83\u7528\u7684\u662f<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%93%9c\" title=\"View all posts in \u94dc\" target=\"_blank\" class=\"tag_link\">\u94dc<\/a>\uff0c\u4e0d\u7528\u4ea4\u6362\u673a\uff0c\u53ea\u6709\u5728\u67d0\u4e9b\u8282\u70b9\u4e0a\u7528\u4e00\u4e9b\u5149\u5b66\u4ea4\u6362\u673a\uff0c\u4f46\u4e5f\u6bd4\u8f83\u5c11\uff0c\u5b9e\u73b0\u4e86\u540c\u6837\u7684\u901a\u4fe1\u6548\u679c\u3002<\/strong>\u6240\u4ee5\u5b83\u5728\u6210\u672c\u652f\u51fa\u4e0a\u4f1a\u6bd4GPU\u8981\u597d\u5f88\u591a\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u5728\u5efa\u6570\u636e\u4e2d\u5fc3\u7684\u8fd9\u4e00\u73af\uff0c\u6210\u672c\u5df2\u7ecf\u62c9\u5f00\u4e86\u3002\u82f1\u4f1f\u8fbe\u7684\u4e3b\u8981\u6210\u672c\u662f\u4ea4\u6362\u673a\uff0c\u8c37\u6b4c\u7684\u4e3b\u8981\u6210\u672c\u662f\u4ec0\u4e48\uff1f\u662f\u6db2\u51b7\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6db2\u51b7\u662f\u4e00\u5757\u3002\u5176\u5b9e\u8ddf\u82f1\u4f1f\u8fbe\u4e5f\u5dee\u4e0d\u592a\u591a\u3002<strong>\u4e3b\u8981\u6210\u672c\u4e5f\u662f\u5b83\u7684\u4e00\u4e9bSerDes\uff08\u4e32\u884c\u5668\/\u89e3\u4e32\u5668\uff09\uff0c<\/strong>\u8fd9\u79cdSerDes\u5c31\u76f8\u5f53\u4e8e\u662f\u628a\u4fe1\u53f7\u4ece\u4e00\u4e2a\u82af\u7247\u51c6\u786e\u65e0\u8bef\u5730\u4f20\u8f93\u5230\u53e6\u5916\u4e00\u4e2a\u82af\u7247\u3002\u56e0\u4e3a\u76f8\u6bd4GPU\uff0cTPU\u66f4\u591a\u4f9d\u8d56\u4e8eSerDes\u7684\u7a33\u5b9a\u6027\uff0c\u6240\u4ee5\u8fd9\u4e00\u5757\u8d44\u672c\u652f\u51fa\u8fd8\u662f\u5f88\u9ad8\u7684\u3002<\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/03\/24\/1d17d344640386a35763fb58056b3fe2_1774335022.jpeg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x960&ext=.jpeg\" width=\"1080\" height=\"720\" alt=\"\u8c37\u6b4cTPU\u80fd\u64bc\u52a8\u82f1\u4f1f\u8fbe\u5417\uff1f\u524dTPU\u5de5\u7a0b\u5e08\u9996\u6b21\u63ed\u79d8\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>TPU\u7684\u6db2\u51b7\u8bbe\u5907 \u56fe\u7247\u6765\u6e90\uff1aGoogle Cloud<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u8c37\u6b4c\u8ddfBroadcom\u7684\u5408\u4f5c\u4f1a\u6301\u7eed\u591a\u4e45\uff1f\u662f\u4e0d\u662f\u5982\u679c\u91cf\u5927\u4e86\uff0c\u8c37\u6b4c\u53ef\u80fd\u5c31\u81ea\u5df1\u505a\u4e86\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>Broadcom\u597d\u5904\u5c31\u662f\u5b83\u53ef\u4ee5\u5e2e\u6700\u5927\u7684\u5ba2\u6237\u53bb\u4e89\u53d6\u6700\u5927\u7684\u4ea7\u80fd\uff0c\u5c31\u662fCoWoS\u548cTSMC\u3002\u6240\u4ee5\u8bf4\u4e00\u76f4\u4ee5\u6765\uff0cTPU\u90fd\u662f\u8ddfBroadcom\u53bb\u505a\u8fd9\u6837\u4e00\u4e2a\u5408\u4f5c\uff0c\u76ee\u524d\u6211\u4e0d\u89c9\u5f97\u4f1a\u6709\u5f88\u5927\u7684\u6539\u53d8\u3002\u4f46\u8fd9\u6837\u5bfc\u81f4\u4e00\u4e2a\u4e0d\u597d\u7684\u95ee\u9898\u5c31\u662f\uff0cBroadcom\u7684\u8bae\u4ef7\u6743\u4f1a\u8d8a\u6765\u8d8a\u5927\u3002\u5982\u679c\u975e\u5e38\u4f9d\u8d56Broadcom\uff0c\u6ca1\u6709\u4e00\u4e2a\u5907\u9009\u7684\u8bdd\uff0c\u4f60\u5728\u6210\u672c\u4e0a\u5c31\u5f88\u96be\u63a7\u5236\u5f97\u4e0b\u6765\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u8c37\u6b4c\u5b83\u80fd\u76f4\u63a5\u8ddfCoWoS\u8fd9\u4e00\u5757\u6765\u8bae\u4ef7\u5417\uff1f\u51b3\u5b9a\u7684\u6838\u5fc3\u8981\u7d20\u662f\u4ec0\u4e48\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u4e3b\u8981\u8fd8\u662fHBM\u3002\u6211\u7406\u89e3Broadcom\u662f\u4e00\u4e2a\u4e2d\u95f4\u7684\u73af\u8282\uff0c\u5b83\u4f1a\u628a\u6240\u6709\u7684\u4e1c\u897f\u5168\u90e8\u5e2e\u4f60\u94fa\u8bbe\u597d\uff0c\u7136\u540e\u4ea4\u7ed9TSMC\u53bb\u91cf\u4ea7\u3002\u6240\u4ee5\u6211\u89c9\u5f97\uff0c\u7b2c\u4e00\u4f60\u9700\u8981\u53bb\u62ff\u5230\u4e00\u4e2a\u5f88\u597d\u7684HBM\u7684\u4ea7\u80fd\uff0c\u518d\u901a\u8fc7Broadcom\u53bb\u8ddfTSMC\u4e89\u53d6\u4e00\u4e2a\u597d\u7684CoWoS\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6211\u542c\u8bf4\u73b0\u5728\u6574\u4e2aHBM\u7684\u4ea7\u80fd\u88ab\u82f1\u4f1f\u8fbe\u5784\u65ad\u4e86\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u57fa\u672c\u4e0a\u662f\u5784\u65ad\u4e86\u3002\u56e0\u4e3a\u521a\u624d\u4e5f\u63d0\u5230\uff0c<strong>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u6162\u6162\u4ece\u8ba1\u7b97\u5bc6\u96c6\u578b\u8f6c\u5411\u5185\u5b58\u5bc6\u96c6\u578b<\/strong>\uff0c\u7279\u522b\u662f\u50cf\u73b0\u5728\u7684Attention kernel\uff0c\u6838\u5fc3\u5c31\u662f\u4e00\u4e2a\u4f60\u600e\u4e48\u6837\u53bb\u66f4\u5feb\u7684\u4ece\u5185\u5b58\u91cc\u628a\u6570\u636e\u7ed9\u642c\u8fd0\u51fa\u6765\u3002<strong>\u672a\u6765\u51e0\u5e74\u7684\u65b9\u5411\u53ef\u80fd\u5c31\u662fHBM\u80fd\u51b3\u5b9a\u4f60\u7684\u4e0a\u9650\u3002<\/strong>\u5982\u679c\u4f60\u4e70\u4e0d\u5230\u597d\u7684HBM\u7684\u8bdd\uff0c\u90a3\u4f60\u7684\u8bad\u7ec3\u6548\u7387\u5c31\u4f1a\u5927\u6253\u6298\u6263\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u535a\u901a\u7684\u4e3b\u8981\u6838\u5fc3\u4f5c\u7528\u662f\u5728\u8fd9\u4e00\u5757\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u535a\u901a\u4e3b\u8981\u7684\u6838\u5fc3\u4f5c\u7528\u662f\u505a\u5f88\u591a\u7684\u901a\u4fe1ICI\uff08Inter chip interconnect\uff09\u3002\u6211\u4eecTPU\u56e2\u961f\u4e3b\u8981\u8bbe\u8ba1\u5b83\u7684\u524d\u7aef\u3002\u6211\u4eec\u76f8\u5f53\u4e8e\u662f\u628a\u4e00\u5f20\u56fe\u7eb8\u7ed9\u6253\u5370\u51fa\u6765\uff0c\u7136\u540eBroadcom\u4f1a\u628a\u6bcf\u4e2a\u82af\u7247\u4e4b\u95f4\u7269\u7406\u4e0a\u53bb\u8fde\u63a5\u8d77\u6765\uff0c\u53bb\u5e03\u5c40\u8fd9\u6837\u4e00\u4e2a\u62d3\u6251\u7684\u7f51\u7edc\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u6210\u810f\u6d3b\u7d2f\u6d3b\uff0c\u4e5f\u53ef\u4ee5\u7406\u89e3\u6210\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u5403\u7ecf\u9a8c\u7684\uff0c\u4e5f\u662f\u6280\u672f\u58c1\u5792\u975e\u5e38\u9ad8\u7684\u6838\u5fc3\u73af\u8282\u3002<\/p>\n<h2><strong>06 TPU\u5341\u5e74\u8fdb\u5316\u53f2<\/strong><\/h2>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5982\u679c\u6211\u4eec\u7528\u4e00\u53e5\u8bdd\u6765\u603b\u7ed3\uff0c\u4f60\u89c9\u5f97\u73b0\u5728\u8c37\u6b4c\u7684TPU\u53ef\u4ee5\u6311\u6218\u82f1\u4f1f\u8fbe\u7684\u5728GPU\u7684\u5784\u65ad\u5730\u4f4d\u5417\uff1f\u6216\u8005\u8bf4\u81f3\u5c11\u662f\u6211\u53bb\u963b\u6320\u4e00\u4e0b\u82f1\u4f1f\u8fbe\u5728\u8fd9\u4e2a\u5e02\u573a\u4e0a\u7edd\u5bf9\u7684\u5b9a\u4ef7\u6743\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6ca1\u6709\u7edd\u5bf9\u7b54\u6848\uff0c\u4f46\u6211\u7684\u7ed3\u8bba\u662f\uff0c<strong>\u5728\u67d0\u4e9b\u9650\u5b9a\u7684\u6761\u4ef6\u4e0b\uff0cTPU\u662f\u5b8c\u5168\u53ef\u4ee5\u6311\u6218GPU\u7684\u3002\u9650\u5b9a\u6761\u4ef6\u5c31\u662f\u5927\u89c4\u6a21\u90e8\u7f72\u3002<\/strong>\u56e0\u4e3aTPU\u5b83\u4e3b\u6253\u5c31\u662f\u8d70\u91cf\u3002TPU\u5176\u5b9e\u4e0d\u592a\u64c5\u957f\u505a\u4e00\u4ef6\u4e8b\u60c5\u5c31\u662f\uff0c\u5b83\u6ca1\u529e\u6cd5\u9488\u5bf9\u4e00\u4e2a\u5355\u7528\u6237\uff0c\u6bd4\u5982\u8bf4\u505aAgent\uff0c\u5b83\u5c31\u4e0d\u592a\u9002\u5408\uff0c\u56e0\u4e3a\u5b83\u5ef6\u8fdf\u4f1a\u6bd4\u8f83\u9ad8\u4e00\u4e9b\u3002\u5b83\u5fc5\u987b\u5728\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u541e\u5410\u91cf\u4e0b\uff0c\u6bd4\u5982\u6709\u5f88\u591a\u7528\u6237\u540c\u65f6\u53bb\u8c03\u7528\u8fd9\u4e2a\u63a5\u53e3\uff0c\u624d\u80fd\u628a\u6210\u672c\u5206\u644a\u5f00\u6765\u3002\u5982\u679c\u5728\u5927\u89c4\u6a21\u90e8\u7f72\u3001\u6a21\u578b\u76f8\u5bf9\u6bd4\u8f83\u7a33\u5b9a\uff0c\u4e0d\u9700\u8981\u5f88\u591a\u7684\u53d8\u52a8\u7684\u60c5\u51b5\u4e0b\uff0c\u5b83\u7684\u6574\u4f53\u7684\u6210\u672c\u5c31\u4f1a\u76f8\u6bd4GPU\u6709\u5f88\u5927\u7684\u4f18\u52bf\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u7efc\u4e0a\u6211\u4eec\u6240\u8bf4\u7684\uff0c\u6211\u8bd5\u7740\u603b\u7ed3\u4e00\u4e0bTPU\u8ddfGPU\u7684\u4f18\u52bf\u8ddf\u52a3\u52bf\u3002<\/p>\n<p>\u6574\u4f53\u6765\u770b\uff0c\u73b0\u5728TPU\u5728\u6027\u80fd\u4e0a\uff0c\u5305\u62ec\u5728\u6a21\u578b\u7684\u8bad\u7ec3\u4e0a\uff0c\u5982\u679c\u4f60\u7528\u5f97\u597d\u7684\u8bdd\u662f\u53ef\u4ee5\u628a\u5b83\u8dd1\u6ee1\u7684\uff0c\u5b83\u53ef\u80fd\u4f1a\u8fbe\u5230GPU\u7684\u6027\u80fd\u751a\u81f3\u662f\u6bd4\u5b83\u8dd1\u5f97\u66f4\u597d\u3002\u5728\u6570\u636e\u4e2d\u5fc3\u7684\u90e8\u7f72\u4e0a\uff0c\u5b83\u662f\u66f4\u7701\u6210\u672c\u7684\uff0c\u8fd9\u4e2a\u662f\u5b83\u7684\u4e00\u4e9b\u6838\u5fc3\u4f18\u52bf\u3002\u540c\u65f6\uff0c\u7528\u4e86\u5b83\u4f60\u7684\u63a8\u7406\u6210\u672c\u53ef\u4ee5\u964d\u4f4e\u3002<\/p>\n<p>\u5b83\u7684\u7f3a\u70b9\u5c31\u662f\uff0c\u9996\u5148\u6211\u4eec\u5728\u8f6f\u4ef6\u7684\u751f\u6001\u4e0a\uff0cXLA\u8fd8\u662f\u4e00\u4e2a\u6bd4\u8f83\u96be\u5165\u95e8\u7684\u6838\u5fc3\u95e8\u69db\uff0c\u5b83\u6ca1\u6709\u82f1\u4f1f\u8fbeCUDA\u751f\u6001\u3002\u53e6\u5916\u4e00\u70b9\uff0c\u5b83\u5728\u6574\u4e2a\u7684\u8d77\u91cf\u4e0a\uff0c\u5305\u62ec\u5bf9HBM\u4f9b\u5e94\u94fe\u7684\u63a7\u5236\u4e0a\uff0c\u8fd8\u662f\u6bd4\u8f83\u5f31\u7684\u3002\u8fd8\u6709\u4e00\u4e2a\u6838\u5fc3\u7684\u95ee\u9898\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u5927\u5bb6\u4f7f\u7528\u4e86TPU\uff0c\u4f46\u662f\u4f60\u5185\u90e8\u6ca1\u6709\u7279\u522b\u61c2\u7684\u4eba\uff0c\u5b83\u8fd8\u662f\u4e00\u4e2a\u9ed1\u76d2\uff0c\u5c31\u662f\u4f60\u6ca1\u6709\u529e\u6cd5\u7528\u81ea\u5df1\u7684\u5de5\u7a0b\u5e08\u53bb\u628a\u5b83\u8c03\u4f18\uff0c\u7136\u540e\u628a\u5b83\u7684\u6027\u80fd\u8dd1\u6ee1\u3002\u5982\u679c\u7528\u8c37\u6b4c\u4e91\u7684\u8bdd\uff0c\u53ef\u80fd\u53ea\u80fd\u8dd1\u523050%\u523060%\u7684\u6027\u80fd\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5b83\u8ddfGPU\u8c01\u7684\u6027\u80fd\u66f4\u597d\uff0c\u73b0\u5728\u5176\u5b9e\u4e5f\u662f\u4e00\u4e2a\u5f88\u96be\u8bf4\u7684\u8bdd\u9898\u3002\u6240\u4ee5\u6574\u4f53\u4e0a\u6211\u4eec\u770b\u5230\u662f\u8fd9\u6837\u7684\u4e00\u4e2a\u8d8b\u52bf\u3002TPU\u6700\u5927\u7684\u6838\u5fc3\u95ee\u9898\u5c31\u662f\u8bf4\uff0c\u672a\u6765\u5982\u679c\u6574\u4e2a\u6a21\u578b\u5728\u67b6\u6784\u8ddf\u7b97\u6cd5\u4e0a\u6709\u5347\u7ea7\uff0c\u5b83\u7c7b\u4f3c\u4e8e\u4e00\u6b3e\u4e13\u7528\u7684ASIC\u82af\u7247\uff0c\u901a\u7528\u7684GPU\u662f\u66f4\u6709\u4f18\u52bf\u7684\u3002\u4f46\u662f\u5982\u679c\u4f60\u4eec\u7684\u7b97\u6cd5\u8d4c\u5bf9\u4e86\uff0c\u4f60\u4eec\u5c31\u662f\u6709\u6838\u5fc3\u4f18\u52bf\u7684\u3002\u6211\u7684\u603b\u7ed3\u51c6\u786e\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u975e\u5e38\u7cbe\u786e\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5176\u5b9e\u6211\u4eec\u524d\u9762\u804a\u4e86\u8fd9\u4e48\u591a\u7684TPU\uff0c\u4f60\u8981\u4e0d\u8981\u8ddf\u5927\u5bb6\u518d\u7b80\u5355\u5730\u56de\u6eaf\u4e00\u4e0b\uff0c\u8c37\u6b4c\u662f\u600e\u4e48\u6837\u53bb\u53d1\u660eTPU\u7684\uff1f\u5b83\u7684\u5386\u53f2\u662f\u4ec0\u4e48\uff1f\u7136\u540e\u8c01\u662f\u4e2d\u95f4\u7684\u6838\u5fc3\u4eba\u7269\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6211\u4eec\u6700\u5f00\u59cbTPU\u4e3b\u8981\u662f\u9488\u5bf9\u5185\u90e8CNN\u8fd9\u4e2a\u5927\u6a21\u578b\u7684\u4e00\u4e2a\u52a0\u901f\u5668\u3002\u6700\u5f00\u59cb\u7b2c\u4e00\u4ee3\u82af\u7247\u53ea\u662f\u4e00\u6b3e\u63a8\u7406\u82af\u7247\u3002\u6700\u5f00\u59cb\u7684\u521d\u8877\u5c31\u662f\u5927\u5bb6\u53d1\u73b0\uff0c\u6211\u4eec\u5185\u90e8\u6709\u5f88\u591a\u7ebf\u4e0a\u63a8\u8350\u7cfb\u7edf\uff0c\u4f46\u5b83\u7684\u63a8\u7406\u90fd\u662f\u7528CPU\u6765\u505a\u63a8\u7406\u3002\u5927\u5bb6\u90fd\u77e5\u9053CPU\u7684\u5e76\u884c\u6548\u679c\u662f\u975e\u5e38\u5dee\u7684\u3002\u90a3\u65f6\u5019\u4e5f\u6ca1\u6cd5\u7528GPU\uff0c\u56e0\u4e3a\u90a3\u65f6\u7684GPU\u8fd8\u6ca1\u6709\u52a0\u5165\u77e9\u9635\u8ba1\u7b97\u5355\u5143\u3002\u8c37\u6b4c\u8bf4\u4e3a\u4ec0\u4e48\u6211\u4eec\u4e0d\u81ea\u5df1\u5f00\u53d1\u4e00\u6b3e\u53ea\u505a\u77e9\u9635\u8ba1\u7b97\u7684\u6a21\u578b\u3002\u6240\u4ee5\u8fd9\u5c31\u662f\u6700\u5f00\u59cb\u7684\u521d\u8877\u3002Jeff Dean\uff0c\u5305\u62ec\u540e\u6765\u56fe\u7075\u5956\u7684\u83b7\u5f97\u8005David Patterson\u6df1\u5ea6\u53c2\u4e0e\u4e86\u7b2c\u4e00\u4ee3\u6a21\u578b\u7684\u67b6\u6784\u3002<\/p>\n<p>\u7b2c\u4e8c\u4ee3\u82af\u7247\uff0c\u5c31\u662f\u4e00\u4e2a\u975e\u5e38\u65d7\u8230\u7684\u505a\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5305\u62ec\u6211\u4eec\u540e\u6765\u77e5\u9053\u7684AlphaGo\u3001PaLM\u3001Bard\u3001\u65e9\u671f\u7684Early Transformer\uff0c\u5305\u62ec\u540e\u6765Transformer\uff0c\u90fd\u662f\u7528\u4e86\u8fd9\u4e00\u5957\u67b6\u6784\u53bb\u505a\u7684\u8bad\u7ec3\u3002\u4f46\u90a3\u65f6\u5019\u6709\u4e00\u4e2a\u6bd4\u8f83\u5927\u7684\u95ee\u9898\u5c31\u662f\uff0c\u5148\u6709\u4e86\u786c\u4ef6\uff0c\u4f46\u662f\u8f6f\u4ef6\u8fd8\u6ca1\u6709\u8ddf\u4e0a\u6765\uff0c\u90a3\u4e2a\u534f\u540c\u6548\u5e94\u8fd8\u6ca1\u6709\u4ea7\u751f\u3002\u4e2d\u95f4\u6211\u4eec\u4e5f\u63d0\u51fa\u4e86\u7cfb\u7edf\u7ea7\u7684TPU Pod\uff0c\u4e00\u4e2a\u62d3\u6251\u7684\u7f51\u7edc\uff0c\u8fd9\u4e5f\u662f\u5960\u5b9a\u4e86\u73b0\u5728TPU\u80fd\u6709\u51fa\u8272\u6027\u80fd\u7684\u57fa\u7840\u3002<\/p>\n<p>\u5728\u8fd9\u671f\u95f4\u6211\u4eec\u53c8\u9488\u5bf9\u63a8\u8350\u548c\u6392\u5e8f\u7684\u7b97\u6cd5\u52a0\u5165\u4e86\u4e00\u4e2aSparse Core\uff08\u7a00\u758f\u5f0f\u7684\u8ba1\u7b97\u5355\u5143\uff09\uff0c\u8fd9\u4e5f\u5f88\u597d\u5730\u89e3\u51b3\u8c37\u6b4c\u5185\u90e8\u7684\u63a8\u8350\u7684\u4e00\u4e9b\u4efb\u52a1\u8d1f\u8f7d\u3002<\/p>\n<p>\u7136\u540eV5\u3001V6\u7684\u8bdd\u5c31\u662f\u5f00\u59cb\u8fdb\u5165\u5927\u6a21\u578b\u65f6\u4ee3\u4e86\uff0c\u6240\u4ee5\u6211\u4eec\u90a3\u65f6\u5019\u9488\u5bf9Transformer\u505a\u5f88\u591a\u7684\u4f18\u5316\uff0c\u4e2d\u95f4\u8fd8\u63a8\u51fa\u4e86\u4e00\u4e2a\u63a8\u7406\u7684\u7248\u672c\uff0c\u56e0\u4e3a\u63a8\u7406\u5e02\u573a\u9700\u6c42\u975e\u5e38\u5927\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>TPU\u521a\u521a\u8bde\u751f\u7684\u65f6\u5019\uff0c\u8fd8\u6709\u4e00\u4e9b\u7279\u522b\u597d\u73a9\u7684\u6545\u4e8b\u3002\u5f53\u65f6Jeff Dean\u662f\u8c37\u6b4c\u7684\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c2013\u5e74\u5de6\u53f3\u4ed6\u662f\u5728\u4e00\u6b21\u5185\u90e8\u7684\u6f14\u793a\u4e2d\uff0c\u8bb2\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u4f1a\u600e\u4e48\u6837\u53bb\u5728\u8bed\u97f3\u8bc6\u522b\u4e0a\u6709\u4e00\u4e2a\u7a81\u7834\u6027\u7684\u8fdb\u5c55\uff0c\u90a3\u4e2a\u65f6\u5019\u5927\u5bb6\u5c31\u53d1\u73b0\uff0c\u6211\u4eec\u9700\u8981\u7684\u662fGPU\uff0c\u800c\u4e0d\u662fCPU\u3002<\/p>\n<p>\u540e\u6765\u4ed6\u4eec\u5c31\u5f00\u59cb\u5728\u5185\u90e8\u53bbDemo\u8fd9\u4e2a\u4e8b\u60c5\u3002\u7136\u540eJonathan Ross\uff0c\u73b0\u5728\u5df2\u7ecf\u662f\u82f1\u4f1f\u8fbe\u7684\u9996\u5e2d\u8f6f\u4ef6\u67b6\u6784\u5e08\u4e86\uff0c\u56e0\u4e3a\u82f1\u4f1f\u8fbe\u6536\u7f16\u4e86Groq\uff0c\u4ed6\u5f53\u65f6\u5185\u90e8\u6f14\u793a\u7684\u65f6\u5019\u5c31\u653e\u4e86\u4e24\u9875PPT\u3002\u7b2c\u4e00\u9875\u662f\uff0c\u597d\u6d88\u606f\uff1a\u8fd9\u4e2aGPU\u771f\u7684\u662f\u5de5\u4f5c\u4e86\u3002\u7b2c\u4e8c\u9875\u5c31\u662f\uff0c\u574f\u6d88\u606f\uff1a\u6211\u4eec\u4ed8\u4e0d\u8d77\u8fd9\u4e2a\u94b1\u3002\u5982\u679c\u6240\u6709\u7684\u7528\u6237\u4ed6\u4eec\u7ed9\u8c37\u6b4c\u53d1\u4e09\u5206\u949f\u7684\u8bed\u97f3\u7684\u8bdd\uff0c\u90a3\u4e48\u5f53\u65f6\u8c37\u6b4c\u6574\u4e2a\u6570\u636e\u4e2d\u5fc3\u7684\u6210\u672c\u4f1a\u589e\u52a0\u4e00\u500d\uff0c\u5927\u6982\u662f\u6570\u767e\u4ebf\u7f8e\u5143\uff0c\u662f\u975e\u5e38\u5927\u7684\u4e00\u4e2a\u91cf\u3002\u8fd9\u4e2a\u5176\u5b9e\u4e5f\u662f\u4ed6\u4eec\u5f00\u59cb\u53bb\u7814\u7a76TPU\u7684\u4e00\u4e2a\u8d77\u70b9\u3002\u63a5\u4e0b\u6765\u7684\u6545\u4e8b\u5c31\u662fAlphaGo\u51fb\u8d25\u56f4\u68cb\u51a0\u519b\u674e\u4e16\u77f3\u7684\u65f6\u5019\uff0c\u8c37\u6b4c\u5df2\u7ecf\u5728\u7528TPU\u4e86\uff0c\u800c\u4e14\u636e\u8bf4\u5728\u4ed6\u4eec\u7684AI\u7b97\u6cd5\u91cc\u9762\u662f\u653e\u4e86\u56db\u5f20TPU\u3002<\/p>\n<h2><strong>07 \u65b0\u661fGroq\uff1a\u8e29\u51c6\u6bcf\u4e00\u6b21\u7ea2\u5229\u7684\u7f16\u8bd1\u5668\u516c\u53f8<\/strong><\/h2>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u521a\u521a\u63d0\u5230\u4e86Jonathan Ross\uff0c\u6211\u4eec\u8981\u4e0d\u8981\u8bb2\u4e00\u4e0bGroq\uff1f\u56e0\u4e3a\u82f1\u4f1f\u8fbe\u4e5f\u662f\u628a\u5b83<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%94%b6%e8%b4%ad\" title=\"View all posts in \u6536\u8d2d\" target=\"_blank\" class=\"tag_link\">\u6536\u8d2d<\/a>\u4e86\u3002\u7136\u540e\u5b83\u5728\u63a8\u7406\u82af\u7247\u7aef\uff0c\u6211\u8bb0\u5f97\u5b83\u6700\u5f00\u59cb\u51fa\u6765\u7684\u65f6\u5019\uff0c\u5b83\u7684\u6574\u4e2a\u6027\u80fd\u8868\u73b0\uff0c\u5305\u62ec\u5b83\u8bf4\u7684\u90a3\u4e9b\u65b9\u6848\uff0c\u5728\u4e1a\u754c\u8fd8\u662f\u8ba9\u5f88\u591a\u4eba\u52a8\u5fc3\u3002<\/p>\n<p>Henry\uff1a\u5bf9\uff0c\u6211\u89c9\u5f97\u6211\u5f53\u521d\u4e5f\u8ddf\u4ed6\u4eec\u5185\u90e8\u56e2\u961f\u4eba\u804a\u8fc7\u3002\u76ee\u524d\u4ed6\u4eec\u88ab\u82f1\u4f1f\u8fbe\u6536\u8d2d\uff0c\u662f\u8e29\u51c6\u4e86\u6bcf\u4e00\u4e2a\u65f6\u4ee3\u7684\u7ea2\u5229\uff0c\u8e29\u51c6\u4e86\u6bcf\u4e00\u4e2a\u5f88\u597d\u7684\u65f6\u95f4\u70b9\u3002\u7b2c\u4e00\u4e2a\u65f6\u95f4\u70b9\u5c31\u662f\u63a8\u7406\uff0c\u7b2c\u4e8c\u4e2a\u65f6\u95f4\u70b9\u662fASIC\uff0c\u7b2c\u4e09\u4e2a\u65f6\u95f4\u70b9\u5c31\u662f\u4eca\u5e74\u662fAgent\u5143\u5e74\uff0c\u6709\u5f88\u591a\u667a\u80fd\u4f53\u7684\u7206\u53d1\u3002Groq\u6700\u597d\u7684\u4e00\u4e2a\u5e94\u7528\u573a\u666f\u5c31\u662fAgent\uff0c\u667a\u80fd\u4f53\u3002\u56e0\u4e3aAgent\u667a\u80fd\u4f53\u5b83\u5bf9\u5ef6\u8fdf\u7684\u8981\u6c42\u662f\u975e\u5e38\u9ad8\u7684\uff0c\u5982\u679c\u8bf4\u4f60\u7684\u5ef6\u8fdf\u505a\u5f97\u5f88\u5dee\u7684\u8bdd\uff0c\u6574\u4e2a\u5e2e\u4f60\u53bb\u505a\u8fd9\u4e2a\u4efb\u52a1\u7684\u94fe\u6761\u5c31\u4f1a\u88ab\u62c9\u5230\u65e0\u9650\u957f\uff0c\u5bf9\u4e8e\u5355\u7528\u6237\u6765\u8bb2\u662f\u975e\u5e38\u75db\u82e6\u7684\u4e00\u4ef6\u4e8b\u60c5\u3002\u6240\u4ee5Groq\u80fd\u5f88\u597d\u5730\u53bb\u89e3\u51b3\u6216\u8005\u8bf4\u89e3\u51b3\u8fd9\u6837\u7684\u4e00\u4e2a\u95ee\u9898\u3002<\/p>\n<p>Groq\u7684\u82af\u7247\uff0c\u56e0\u4e3aJonathan Ross\u6700\u5f00\u59cb\u662fTPU\u7684\u7f16\u8bd1\u5668\u56e2\u961f\uff0c\u662fTPU compiler\u90a3\u8fb9\u7684\u4e00\u4e2a\u7c7b\u4f3c\u4e8e\u521b\u59cb\u4eba\u3002<strong>\u76f8\u5f53\u4e8e\u4ed6\u662f\u5e26\u4e86\u4e00\u5957\u975e\u5e38\u6210\u719f\u7684TPU\u7684\u7f16\u8bd1\u5668XLA\u7684\u7ecf\u9a8c\u53bb\u521b\u7acb\u4e86Groq\u3002\u6240\u4ee5Groq\u4f60\u53ef\u4ee5\u7406\u89e3\u6210\u5b83\u662f\u4e00\u5bb6\u7f16\u8bd1\u5668\u7684\u516c\u53f8\uff0c\u800c\u4e0d\u662f\u4e00\u5bb6\u82af\u7247\u516c\u53f8\u3002\u56e0\u4e3a\u5b83\u7684\u82af\u7247\u66f4\u591a\u662f\u4e3a\u5b83\u7684\u8f6f\u4ef6\u7f16\u8bd1\u5668\u670d\u52a1\u7684\u3002<\/strong>\u5b83\u7684\u786c\u4ef6\u53ef\u80fd\u6bd4TPU\u66f4\u52a0\u5355\u4e00\uff0c\u6216\u8005\u8bf4\u6ca1\u90a3\u4e48\u7684\u667a\u80fd\u4e00\u4e9b\u3002\u7f16\u8bd1\u5668\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u51b3\u5b9a\u4e86\u4e00\u5207\u3002\u5b83LPU\u91cc\u9762\u6bcf\u4e2a\u65f6\u95f4\u70b9\uff0c\u6bcf\u4e2a\u8ba1\u7b97\u5355\u5143\u91cc\u9762\u53bb\u505a\u54ea\u4e9b\u4e8b\u60c5\uff0c\u5b83\u53ef\u4ee5\u7cbe\u51c6\u5230\u6bcf\u4e00\u4e2acycle\uff0c\u90fd\u662f\u7528\u7f16\u8bd1\u5668\u53bb\u786e\u5b9a\u597d\u7684\u3002\u4e00\u4e2a\u786e\u5b9a\u6027\u975e\u5e38\u9ad8\u7684\u4e8b\u60c5\u3002<\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/03\/24\/55352888642703db5410df08fe2f18a3_1774335021.jpeg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x738\/gravity\/center\/crop\/!1440x738&ext=.jpeg\" width=\"1080\" height=\"554\" alt=\"\u8c37\u6b4cTPU\u80fd\u64bc\u52a8\u82f1\u4f1f\u8fbe\u5417\uff1f\u524dTPU\u5de5\u7a0b\u5e08\u9996\u6b21\u63ed\u79d8\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>Groq LPU \u56fe\u7247\u6765\u6e90\uff1aGroq<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u4f60\u521a\u521a\u63d0\u5230\u4ed6\u4eec\u7cbe\u51c6\u5730\u8e29\u5230\u4e86\u6bcf\u4e00\u4e2a\u65f6\u4ee3\u7684\u7ea2\u5229\u70b9\u3002\u7b2c\u4e00\u8f6e\u662f\u63a8\u7406\uff0c\u7b2c\u4e8c\u8f6e\u662fASIC\uff0c\u7b2c\u4e09\u8f6e\u662fAgent\u3002\u8fd9\u4e09\u4e2a\u65f6\u95f4\u70b9\u5bf9\u82af\u7247\u7684\u8981\u6c42\u6709\u4ec0\u4e48\u4e0d\u4e00\u6837\u5417\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>Groq\u6700\u5f00\u59cb\u5c31\u4e3b\u505a\u63a8\u7406\uff0c\u5b83\u4e0d\u505a\u8bad\u7ec3\uff0c\u5b83\u8f6f\u4ef6\u548c\u786c\u4ef6\u7684\u67b6\u6784\u51b3\u5b9a\u4e86\u5b83\u505a\u4e0d\u4e86\u8bad\u7ec3\u3002\u7b2c\u4e8c\u4e2aASIC\u7684\u8bdd\uff0c\u76f8\u5f53\u4e8e\u5b83\u7684\u6210\u672c\u66f4\u52a0\u53ef\u63a7\u4e00\u4e9b\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5b83\u662f\u9488\u5bf9\u54ea\u4e2a\u65b9\u5411\u7684ASIC\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5b83\u662f\u9488\u5bf9\u4f4e\u5ef6\u8fdf\u7684ASIC\uff0c\u4e3b\u8981\u662f\u505a\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u73b0\u5728Agent\uff0c\u6211\u53ef\u4ee5\u7406\u89e3\uff0c\u6bd4\u5982\u8bf4\u73b0\u5728\u6211\u4eec\u7528Agent\u89c9\u5f97\u5ef6\u8fdf\u5f88\u4f4e\u4e86\uff0c\u5b83\u8fd8\u662f\u6709\u786c\u4ef6\u5c42\u9762\u7684\u63d0\u5347\u7684\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5bf9\u3002\u8c37\u6b4c\u7684TCO\u597d\u7684\u539f\u56e0\uff0c\u5c31\u662f\u6709\u6d77\u91cf\u5ba2\u6237\u540c\u65f6\u53bb\u7528\u8fd9\u6837\u4e00\u4e2a\u63a8\u7406\u670d\u52a1\uff0c\u5b83\u7684\u541e\u5410\u91cf\u5c31\u4f1a\u5f88\u9ad8\uff0c\u4f46\u5b83\u4e0d\u5728\u4e4e\u5c3e\u90e8\u5ef6\u8fdf\u3002\u5c3e\u90e8\u5ef6\u8fdf\u6307\u7684\u5c31\u662f\u5355\u7528\u6237\u7528\u7684\u8bdd\uff0c\u5b83\u53ef\u80fd\u4f1a\u6709\u65f6\u5019\u4f1a\u5feb\uff0c\u6709\u65f6\u5019\u4f1a\u6162\u4e00\u70b9\uff0c\u76f8\u4fe1\u5927\u5bb6\u4e5f\u90fd\u4f1a\u6709\u8fd9\u6837\u7684\u4f53\u9a8c\u3002\u4f46\u662fGroq\uff0c\u4f60\u4e00\u65e6\u53bb\u7528\u7684\u8bdd\uff0c\u5b83\u5c31\u4f1a\u975e\u5e38\u975e\u5e38\u5feb\u3002\u5b83\u7684\u539f\u7406\u7b2c\u4e00\u662f\u5b83\u7684SRAM\u9759\u6001\u968f\u673a\u5b58\u53d6\u5b58\u50a8\u5668\u3002\u7b2c\u4e8c\uff0c\u5b83\u662f\u4e00\u4e2a\u76f8\u5f53\u4e8e\u4f60\u4e00\u4e2a\u4eba\u5360\u7528\u4e86\u975e\u5e38\u591a\u7684LPU\u8d44\u6e90\uff0c\u800c\u4e0d\u662f\u8ddf\u5f88\u591a\u4eba\u53bb\u5171\u4eab\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u5b83\u8e29\u4e0a\u7684Agent\u7ea2\u5229\u662f\u4ec0\u4e48\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u9002\u5408Groq\u53bb\u670d\u52a1\u7684\u573a\u666f\uff0c\u7b2c\u4e00\u4e2a\u662fAgent\uff0c\u7b2c\u4e8c\u4e2a\u662f\u5b9e\u65f6\u8bed\u97f3\uff0c\u8fd8\u6709\u4e00\u4e9b\u9ad8\u9891\u7684\u4ea4\u6613\uff0c\u8fd9\u4e9b\u573a\u666f\u5bf9\u5ef6\u8fdf\u8981\u6c42\u4f1a\u66f4\u9ad8\u4e00\u4e9b\u3002<strong>\u6211\u89c9\u5f97\u5b83\u5c31\u662f\u4e3b\u6253\u4e00\u4e2a\u5e02\u573a\u7684\u5dee\u5f02\u5316\u3002\u73b0\u5728\u4e3b\u6d41\u7684\u5e02\u573a\u90fd\u662f\u505a\u8fd9\u79cd\u5927\u6a21\u578b\u7684\u63a8\u7406\u548c\u8bad\u7ec3\uff0c\u5b83\u53ef\u80fd\u5c31\u662f\u9488\u5bf9\u4e00\u4e9b\u5c0f\u89c4\u6a21\u90e8\u7f72\u7684\u8ba1\u7b97\u96c6\u7fa4\u505a\u8fd9\u6837\u7684\u4e00\u4e2a\u4f4e\u5ef6\u8fdf\u7684\u6027\u80fd\u4f18\u5316\u3002<\/strong><\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u4f60\u89c9\u5f97\u672a\u6765\u5728\u6574\u4e2aAgent\u7684\u5e94\u7528\u4e2d\uff0c\u63a8\u7406\u82af\u7247\u5b83\u4f1a\u662f\u4e00\u4e2a\u767e\u82b1\u9f50\u653e\u7684\u683c\u5c40\uff0c\u8fd8\u662f\u8bf4\u5b83\u4f9d\u7136\u662f\u82f1\u4f1f\u8fbe\u7684GPU\u4e3a\u4e3b\u5bfc\u7684\uff1f<\/p>\n<p><strong>Henry\uff1a<\/strong>\u6211\u89c9\u5f97\u81ea\u4ece\u53bb\u5e74Deepseek\u51fa\u6765\u4e4b\u540e\uff0c\u5927\u5bb6\u4e00\u4e0b\u5b50\u53d1\u73b0\u5982\u679c\u4f60\u6210\u672c\u6253\u4e0b\u6765\u4e4b\u540e\uff0c\u63a8\u7406\u7684\u9700\u6c42\u662f\u975e\u5e38\u5927\u7684\uff0c\u4f1a\u6709\u5f88\u591a\u4e0d\u540c\u5c42\u6b21\u7684\u5e02\u573a\u3002\u5f53\u7136Google\u548cTPU\u80af\u5b9a\u4f1a\u5360\u636e\u6700\u9ad8\u5c42\uff0c\u5c31\u662f\u6700\u5927\u89c4\u6a21\u90a3\u4e9b\u90e8\u7f72\u7684\uff0c\u5305\u62ec\u4e91\u3001\u5305\u62ec\u90a3\u4e9b\u5927\u6a21\u578b\u7684\u63a8\u7406\u3002\u4e2d\u95f4\u548c\u4e0b\u9762\u7684\u4e00\u5c42\uff0c\u6211\u89c9\u5f97\u4f1a\u6709\u66f4\u591a\u7684\u73a9\u5bb6\uff0c\u66f4\u591a\u7684\u53c2\u4e0e\u8005\u8fdb\u6765\u3002<\/p>\n<p><strong>\u6cd3\u541b\uff1a<\/strong>\u6240\u4ee5\u672a\u6765\u6574\u4e2a\u82af\u7247\u5e02\u573a\u5728\u63a8\u7406\u7aef\u4e5f\u4f1a\u5206\u5c42\uff0c\u7136\u540e\u5206\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p><strong>Henry\uff1a<\/strong>\u5bf9\u3002\u6700\u5927\u91cf\u7684\u9700\u6c42\u8fd8\u662f\u8fd9\u4e9b\u5927\u7684\u5de8\u5934\u3002\u4f60\u6ca1\u529e\u6cd5\u8bf4\u6211\u8981\u505a\u4e0b\u4e00\u5bb6\u82f1\u4f1f\u8fbe\uff0c\u4f60\u57fa\u672c\u4e0a\u505a\u4e0d\u5230\uff0c\u56e0\u4e3a\u5b83\u62a4\u57ce\u6cb3\u5b9e\u5728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| \u7845\u8c37101 \u5728AI\u7b97\u529b\u4e89\u9738\u65f6\u4ee3\uff0c\u82f1\u4f1f\u8fbe\u51ed\u501fGPU\u5e02\u503c\u4e00\u8def\u72c2\u98d9\u3002\u4f46\u5982\u4eca\uff0c\u5b83\u7684\u86cb\u7cd5\u6b63\u5728\u88ab\u4e00\u70b9\u70b9\u5206\u98df&#038;mda [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,280,241,103,277,321,157,88,339,63,238,53],"views":28,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/753819"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=753819"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/753819\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=753819"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=753819"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=753819"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}