{"id":73356,"date":"2026-02-07T15:35:14","date_gmt":"2026-02-07T07:35:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/73356.html"},"modified":"2026-02-07T15:35:14","modified_gmt":"2026-02-07T07:35:14","slug":"google%e7%ac%ac%e5%85%ad%e4%bb%a3trillium-tpu%e8%af%a6%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/73356.html","title":{"rendered":"Google\u7b2c\u516d\u4ee3Trillium TPU\u8be6\u89e3"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207073513-6986eb3166659.png\" alt=\"\" \/><\/p>\n<h3>Trillium TPU\u57fa\u672c\u6982\u51b5<\/h3>\n<p>Trillium(TPU v6e)\u662fGoogle\u4e8e2024\u5e745\u670815\u65e5\u6b63\u5f0f\u53d1\u5e03\u3001\u540c\u5e7412\u670812\u65e5\u5168\u9762\u5411Cloud\u5ba2\u6237\u5f00\u653e\u7684\u7b2c\u516d\u4ee3\u5f20\u91cf\u5904\u7406\u5355\u5143(TPU)&#xff0c;\u662fGoogle\u5341\u591a\u5e74AI\u4e13\u7528\u82af\u7247\u7814\u53d1\u7684\u96c6\u5927\u6210\u4e4b\u4f5c\u3002<\/p>\n<p>\u6838\u5fc3\u5b9a\u4f4d&#xff1a;\u4e13\u4e3a\u5927\u89c4\u6a21AI\u8bad\u7ec3\u548c\u63a8\u7406\u8bbe\u8ba1&#xff0c;\u7279\u522b\u662f\u9488\u5bf9\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u3001\u591a\u6a21\u6001\u548c\u63a8\u8350\u7cfb\u7edf\u8fdb\u884c\u4f18\u5316&#xff0c;\u662fGoogle&#034;\u63a8\u7406\u65f6\u4ee3\u6700\u7701\u94b1\u7684\u5546\u4e1a\u5f15\u64ce&#034;\u6218\u7565\u7684\u786c\u4ef6\u6838\u5fc3\u3002<\/p>\n<h3>\u6280\u672f\u89c4\u683c\u4e0e\u6027\u80fd\u7a81\u7834<\/h3>\n<table>\n<tr>\u53c2\u6570TPU v5eTrillium (v6e)\u63d0\u5347<\/tr>\n<tbody>\n<tr>\n<td>\u8ba1\u7b97\u6027\u80fd<\/td>\n<td>197 TFLOPS (bf16)<\/td>\n<td>918 TFLOPS (bf16)<\/td>\n<td>4.7\u500d<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>393 TOPs (Int8)<\/td>\n<td>1,836 TOPs (Int8)<\/td>\n<td>4.7\u500d<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>16 GB HBM<\/td>\n<td>32 GB HBM<\/td>\n<td>2\u500d<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58\u5e26\u5bbd<\/td>\n<td>800 GB\/s<\/td>\n<td>1,600 GB\/s<\/td>\n<td>2\u500d<\/td>\n<\/tr>\n<tr>\n<td>\u82af\u7247\u95f4\u4e92\u8054<\/td>\n<td>1,600 Gbps<\/td>\n<td>3,200 Gbps<\/td>\n<td>2\u500d<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u6548\u6bd4<\/td>\n<td>\u57fa\u51c6\u503c<\/td>\n<td>\u63d0\u534767%<\/td>\n<td>\u80fd\u8017\u964d\u4f4e67%<\/td>\n<\/tr>\n<tr>\n<td>\u7279\u6b8a\u529f\u80fd<\/td>\n<td>&#8211;<\/td>\n<td>SparseCore (\u7b2c\u4e09\u4ee3)<\/td>\n<td>\u52a0\u901f\u8d85\u5927\u89c4\u6a21\u5d4c\u5165\u5904\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u6838\u5fc3\u67b6\u6784\u521b\u65b0<\/h3>\n<h4>1. \u589e\u5f3a\u578b\u8109\u52a8\u9635\u5217(Systolic Array)<\/h4>\n<ul>\n<li>256\u00d7256\u77e9\u9635\u4e58\u6cd5\u5355\u5143&#xff0c;\u662fv5e(128\u00d7128)\u76844\u500d&#xff0c;\u5355\u5468\u671fMAC\u541e\u5410\u91cf\u5927\u5e45\u63d0\u5347<\/li>\n<li>\u4e13\u4e3aTransformer\u67b6\u6784\u4f18\u5316&#xff0c;\u4e0e\u6ce8\u610f\u529b\u673a\u5236\u8ba1\u7b97\u6a21\u5f0f\u9ad8\u5ea6\u5951\u5408<\/li>\n<\/ul>\n<h4>2. SparseCore\u4e13\u7528\u52a0\u901f\u5668<\/h4>\n<ul>\n<li>\u4e13\u4e3a\u5904\u7406\u63a8\u8350\u7cfb\u7edf\u548c\u5927\u6a21\u578b\u4e2d\u5e38\u89c1\u7684\u8d85\u5927\u89c4\u6a21\u5d4c\u5165\u8868\u8bbe\u8ba1<\/li>\n<li>\u901a\u8fc7\u7b56\u7565\u6027\u5378\u8f7dTensorCore\u7684\u968f\u673a\u548c\u7ec6\u7c92\u5ea6\u8bbf\u95ee&#xff0c;\u663e\u8457\u63d0\u5347\u6027\u80fd\u548c\u80fd\u6548<\/li>\n<\/ul>\n<h4>3. \u7cfb\u7edf\u7ea7\u521b\u65b0<\/h4>\n<ul>\n<li>\u5355\u673a\u67dc\u6700\u5927256\u82af\u7247\u7684Pod\u67b6\u6784&#xff0c;\u652f\u63012D torus\u4e92\u8054\u62d3\u6251<\/li>\n<li>\u5355\u4e2aPod\u603b\u6027\u80fd\u8fbe234.9 PFLOPS (bf16)&#xff0c;\u662fv5e Pod(50.63 PFLOPS)\u76844.6\u500d<\/li>\n<li>\u4e0eJupiter\u6570\u636e\u4e2d\u5fc3\u7f51\u7edc\u96c6\u6210&#xff0c;\u652f\u6301\u8de8Pod\u6269\u5c55\u81f3\u6570\u4e07\u82af\u7247&#xff0c;\u5f62\u6210&#034;AI\u8d85\u7ea7\u8ba1\u7b97\u673a&#034;<\/li>\n<\/ul>\n<h3>Trillium TPU\u7684\u5e94\u7528\u573a\u666f<\/h3>\n<ul>\n<li>Gemini\u7cfb\u5217\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406&#xff1a;Google DeepMind\u7528\u5176\u52a0\u901fGemini 3\u7b49\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u6a21\u578b\u5f00\u53d1<\/li>\n<li>\u63a8\u8350\u7cfb\u7edf&#xff1a;\u652f\u6301\u4e07\u4ebf\u7ea7\u53c2\u6570\u63a8\u8350\u6a21\u578b\u8bad\u7ec3\u548c\u4f4e\u5ef6\u8fdf\u7ebf\u4e0a\u670d\u52a1<\/li>\n<li>\u5185\u5bb9\u751f\u6210&#xff1a;\u8d4b\u80fd\u6587\u672c-to-image\u3001\u89c6\u9891\u751f\u6210\u7b49\u521b\u610fAI\u5e94\u7528&#xff0c;\u5982Imagen 3\u548cGemma 2<\/li>\n<li>\u79d1\u5b66\u8ba1\u7b97&#xff1a;\u52a9\u529b\u836f\u7269\u53d1\u73b0(\u5982Deep Genomics)\u548c\u6c14\u5019\u6a21\u62df\u7b49\u8ba1\u7b97\u5bc6\u96c6\u578b\u7814\u7a76<\/li>\n<\/ul>\n<h2>Google TPU\u53d1\u5c55\u5386\u7a0b<\/h2>\n<h3>\u8d77\u6e90(2006-2013)&#xff1a;\u4ece\u6784\u60f3\u8d70\u5411\u5b9e\u8df5<\/h3>\n<ul>\n<li>\n<p>2006\u5e74&#xff1a;Google\u5f00\u59cb\u63a2\u7d22\u4e3a\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u4e13\u7528ASIC\u7684\u53ef\u80fd\u6027&#xff0c;\u4f46\u56e0\u5f53\u65f6GPU\u8d44\u6e90\u5145\u8db3&#xff0c;\u672a\u6b63\u5f0f\u63a8\u8fdb<\/p>\n<\/li>\n<li>\n<p>2013\u5e74\u5e95&#xff1a;Google\u6b63\u5f0f\u542f\u52a8TPU\u9879\u76ee&#xff0c;\u7531Norm Jouppi\u9886\u5bfc\u7684\u56e2\u961f\u8d1f\u8d23\u5f00\u53d1&#xff0c;\u76ee\u6807\u662f\u89e3\u51b3\u6df1\u5ea6\u5b66\u4e60\u5e26\u6765\u7684\u7b97\u529b\u74f6\u9888\u548c\u80fd\u8017\u5371\u673a<\/p>\n<\/li>\n<li>\n<p>2015\u5e74&#xff1a;\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u5728Google\u670d\u52a1(\u641c\u7d22\u3001\u5e7f\u544a\u7b49)\u4e2d\u5e7f\u6cdb\u5e94\u7528&#xff0c;\u56e2\u961f\u610f\u8bc6\u5230\u4f9d\u8d56GPU\u5c06\u5bfc\u81f4\u6570\u636e\u4e2d\u5fc3\u7535\u529b\u6210\u672c\u589e\u957f\u5341\u500d&#xff0c;\u81ea\u7814ASIC\u6210\u4e3a\u552f\u4e00\u53ef\u884c\u8def\u5f84<\/p>\n<\/li>\n<\/ul>\n<h3>\u5386\u4ee3TPU\u6f14\u8fdb&#xff1a;\u4ece\u63a8\u7406\u82af\u7247\u5230AI\u57fa\u7840\u8bbe\u65bd<\/h3>\n<h4>TPU v1 (2016\u5e74)&#xff1a;\u521d\u8bd5\u950b\u8292<\/h4>\n<ul>\n<li>\u9996\u6b3e\u4e13\u7528AI\u52a0\u901f\u5668&#xff0c;\u91c7\u752828nm\u5de5\u827a&#xff0c;700MHz\u9891\u7387&#xff0c;\u529f\u801775W<\/li>\n<li>\u6838\u5fc3\u521b\u65b0&#xff1a;\u91c7\u7528&#034;\u8109\u52a8\u9635\u5217&#034;(Systolic Array)\u67b6\u6784&#xff0c;\u4e13\u4e3a\u77e9\u9635\u8fd0\u7b97\u4f18\u5316&#xff0c;\u6027\u80fd\u8fbe92 TOPS (Int8)<\/li>\n<li>\u5e94\u7528\u573a\u666f&#xff1a;\u521d\u671f\u7528\u4e8eGoogle\u7ffb\u8bd1\u548c\u641c\u7d22\u529f\u80fd&#xff0c;\u652f\u6491AlphaGo\u51fb\u8d25\u674e\u4e16\u77f3\u7684\u7b97\u529b\u9700\u6c42<\/li>\n<\/ul>\n<h4>TPU v2 (2017\u5e74)&#xff1a;\u67b6\u6784\u7a81\u7834<\/h4>\n<ul>\n<li>\n<p>16nm\u5de5\u827a&#xff0c;\u9996\u6b21\u5f15\u5165\u9ad8\u5e26\u5bbd\u5185\u5b58HBM&#xff0c;\u5bb9\u91cf16GB&#xff0c;\u5e26\u5bbd700GB\/s<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u6027\u80fd&#xff1a;\u5355\u82af\u724745 TFLOPS (bf16)&#xff0c;\u56db\u82af\u7247\u6a21\u5757\u8fbe180 TFLOPS<\/p>\n<\/li>\n<li>\n<p>\u91cc\u7a0b\u7891&#xff1a;\u9996\u6b21\u63d0\u51faTPU Pod\u6982\u5ff5&#xff0c;\u7531256\u9897\u82af\u7247\u7ec4\u6210&#xff0c;\u603b\u6027\u80fd\u8fbe11.5 PFLOPS&#xff0c;\u5f00\u542f\u8d85\u5927\u89c4\u6a21AI\u8ba1\u7b97\u65f6\u4ee3<\/p>\n<\/li>\n<li>\n<p>\u6218\u7565\u8f6c\u53d8&#xff1a;\u540c\u5e74Transformer\u8bba\u6587\u53d1\u8868&#xff0c;Google\u53d1\u73b0\u5176\u8ba1\u7b97\u6a21\u5f0f\u4e0eTPU\u67b6\u6784\u9ad8\u5ea6\u5339\u914d&#xff0c;TPU\u4ece\u5355\u4e00\u82af\u7247\u5347\u7ea7\u4e3aAI\u57fa\u7840\u8bbe\u65bd\u5e95\u5ea7<\/p>\n<\/li>\n<\/ul>\n<h4>TPU v3 (2018\u5e74)&#xff1a;\u6027\u80fd\u98de\u8dc3<\/h4>\n<ul>\n<li>\n<p>\u6027\u80fd\u63d0\u5347&#xff1a;\u76f8\u6bd4v2&#xff0c;\u8ba1\u7b97\u6027\u80fd\u63d0\u53472.7\u500d&#xff0c;\u8fbe420 TFLOPS (bf16)&#xff0c;\u5185\u5b58\u5e26\u5bbd\u63d0\u5347\u81f3900GB\/s<\/p>\n<\/li>\n<li>\n<p>\u4e92\u8054\u5347\u7ea7&#xff1a;2D torus\u62d3\u6251\u6269\u5c55\u81f31,024\u9897\u82af\u7247&#xff0c;Pod\u603b\u6027\u80fd\u7a81\u7834100 PFLOPS&#xff0c;\u8fbe126 PFLOPS (bf16)<\/p>\n<\/li>\n<li>\n<p>\u529f\u8017\u4f18\u5316&#xff1a;\u80fd\u6548\u6bd4(TOPS\/W)\u4ecev2\u76840.16\u63d0\u5347\u81f30.56&#xff0c;\u5728\u4fdd\u6301\u9ad8\u6027\u80fd\u7684\u540c\u65f6\u63d0\u9ad8\u80fd\u6e90\u6548\u7387<\/p>\n<\/li>\n<\/ul>\n<h4>TPU v4 (2021\u5e74)&#xff1a;\u5236\u7a0b\u9769\u547d<\/h4>\n<ul>\n<li>\n<p>\u5de5\u827a\u7a81\u7834&#xff1a;\u4ece16nm\u8dc3\u5347\u81f37nm&#xff0c;\u82af\u7247\u5c3a\u5bf8\u8fbe780mm\u00b2&#xff0c;\u5185\u5b58\u5e26\u5bbd\u63d0\u5347\u81f31,200GB\/s&#xff0c;\u529f\u8017\u63a7\u5236\u5728300W<\/p>\n<\/li>\n<li>\n<p>\u67b6\u6784\u521b\u65b0&#xff1a;3D torus\u4e92\u8054\u63d0\u4f9b\u66f4\u9ad8\u5e26\u5bbd\u548c\u5bb9\u9519\u80fd\u529b&#xff0c;\u652f\u63014,096\u9897\u82af\u7247\u96c6\u6210&#xff0c;\u5355Pod\u603b\u6027\u80fd\u8fbe1.126 EFLOPS (bf16)<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8bad\u7ec3&#xff1a;\u6210\u529f\u652f\u6301PaLM 540B\u7b49\u5343\u4ebf\u7ea7\u53c2\u6570\u6a21\u578b\u8bad\u7ec3&#xff0c;\u5960\u5b9aGoogle\u5728\u5927\u6a21\u578b\u9886\u57df\u7684\u9886\u5148\u5730\u4f4d<\/p>\n<\/li>\n<\/ul>\n<h4>TPU v5\u7cfb\u5217 (2023-2024)&#xff1a;\u5546\u4e1a\u843d\u5730<\/h4>\n<ul>\n<li>\n<p>v5p&#xff1a;\u6027\u80fd\u8f83v4\u7ffb\u500d&#xff0c;\u9996\u6b21\u5927\u89c4\u6a21\u5e94\u7528\u4e8eGoogle\u5e7f\u544a\u7cfb\u7edf\u3001\u641c\u7d22\u6392\u5e8f\u548cYouTube\u63a8\u8350\u7b49\u6838\u5fc3\u4ea7\u54c1\u7ebf&#xff0c;\u6807\u5fd7TPU\u4ece&#034;\u5b9e\u9a8c\u5ba4&#034;\u8d70\u5411&#034;\u8d5a\u94b1\u673a\u5668&#034;<\/p>\n<\/li>\n<li>\n<p>\u5f39\u6027\u67b6\u6784&#xff1a;\u652f\u6301\u5ba2\u6237\u6309\u9700\u6269\u5c55\u81f3\u8fd19,000\u9897\u82af\u7247&#xff0c;\u5438\u5f15Meta\u3001Anthropic\u7b49\u5934\u90e8AI\u516c\u53f8\u8bc4\u4f30\u91c7\u8d2d<\/p>\n<\/li>\n<\/ul>\n<h4>Trillium (TPU 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