{"id":6161,"date":"2024-08-01T14:44:21","date_gmt":"2024-08-01T06:44:21","guid":{"rendered":"https:\/\/4399pay.com\/blog\/?p=6161"},"modified":"2024-08-01T14:44:22","modified_gmt":"2024-08-01T06:44:22","slug":"%e8%8b%b9%e6%9e%9c%e7%94%a8%e8%b0%b7%e6%ad%8ctpu%e8%ae%ad%e7%bb%83ai%ef%bc%8c%e9%83%bd%e6%80%aa%e8%8b%b1%e4%bc%9f%e8%be%be%e5%a4%aa%e8%b4%b5%ef%bc%9f","status":"publish","type":"post","link":"\/blog\/archives\/6161","title":{"rendered":"\u82f9\u679c\u7528\u8c37\u6b4cTPU\u8bad\u7ec3AI\uff0c\u90fd\u602a\u82f1\u4f1f\u8fbe\u592a\u8d35\uff1f"},"content":{"rendered":"\n

\u8fd9\u4e24\u5929\uff0cApple Intelligence \u7684\u4e0a\u7ebf\u6210\u4e3a\u4e86\u6700\u5927\u7684\u79d1\u6280\u65b0\u95fb\u4e4b\u4e00\u3002<\/p>\n\n\n\n

\u867d\u7136\u76f8\u6bd4 1 \u4e2a\u591a\u6708\u524d\u516c\u5e03\u7684\u5b8c\u6574\u7248 Apple Intelligence\uff0c\u82f9\u679c iOS 18.1 beta 1 \u4e2d\u5f15\u5165\u7684 Apple Intelligence \u529f\u80fd\u5e76\u4e0d\u5b8c\u6574\uff0cImage Playground\u3001Genmoji\u3001\u4f18\u5148\u901a\u77e5\u3001\u5177\u6709\u5c4f\u5e55\u611f\u77e5\u529f\u80fd\u7684 Siri \u548c ChatGPT \u96c6\u6210\u2026\u2026\u8fd9\u4e9b\u7edf\u7edf\u90fd\u8fd8\u6ca1\u6709\u3002<\/p>\n\n\n\n

\u4f46\u603b\u7684\u6765\u8bf4\uff0c\u82f9\u679c\u8fd8\u662f\u5e26\u6765\u4e86 Writing Tools\uff08\u5199\u4f5c\u5de5\u5177\uff09\u3001\u901a\u8bdd\u5f55\u97f3\uff08\u542b\u8f6c\u5f55\uff09\u4ee5\u53ca\u5168\u65b0\u8bbe\u8ba1\u7684 Siri\u3002<\/p>\n\n\n\n

\u5176\u4e2d\uff0cWriting Tools \u652f\u6301\u91cd\u5199\u3001\u4e13\u4e1a\u5316\u3001\u7b80\u7565\u7b49\u529f\u80fd\uff0c\u53ef\u4ee5\u7528\u4e8e\u804a\u5929\u3001\u53d1\u670b\u53cb\u5708\u3001\u5c0f\u7ea2\u4e66\u7b14\u8bb0\u4ee5\u53ca\u6587\u672c\u5199\u4f5c\u7b49\u573a\u666f\uff1b\u901a\u8bdd\u5f55\u97f3\u4e0d\u4ec5\u53ef\u4ee5\u8bb0\u5f55\u901a\u8bdd\uff0c\u8fd8\u80fd\u81ea\u52a8\u8f6c\u5f55\u6210\u6587\u672c\uff0c\u65b9\u4fbf\u7528\u6237\u56de\u987e\u3002<\/p>\n\n\n\n

\u6b64\u5916\uff0cSiri \u4e5f\u5f97\u5230\u4e86\u300c\u5347\u7ea7\u300d\uff0c\u53ef\u60dc\u76ee\u524d\u8fd8\u4ec5\u9650\u4e8e\u8bbe\u8ba1\uff0c\u5305\u62ec\u5168\u65b0\u7684\u300c\u8dd1\u9a6c\u706f\u300d\u7279\u6548\u4ee5\u53ca\u952e\u76d8\u8f93\u5165\u652f\u6301\u3002<\/p>\n\n\n\n

\u4f46\u5f15\u4eba\u6ce8\u76ee\u7684\u662f\uff0c\u82f9\u679c\u5728\u4e00\u7bc7\u540d\u4e3a\u300aApple Intelligence Foundation Language Models\u300b\u7684\u8bba\u6587<\/a>\u4e2d\u62ab\u9732\uff0c\u82f9\u679c\u5e76\u6ca1\u6709\u91c7\u7528\u5e38\u89c1\u7684\u82f1\u4f1f\u8fbe H100 \u7b49 GPU\uff0c\u800c\u662f\u9009\u4e86\u300c\u8001\u5bf9\u624b\u300d\u8c37\u6b4c\u7684 TPU\uff0c\u8bad\u7ec3 Apple Intelligence \u7684\u57fa\u7840\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u56fe\/\u82f9\u679c<\/p>\n\n\n\n

\u7528\u8c37\u6b4c TPU\uff0c\u70bc\u6210 Apple Intelligence<\/strong><\/strong><\/h2>\n\n\n\n

\u4f17\u6240\u5468\u77e5\uff0cApple Intelligence \u603b\u5171\u5206\u6210\u4e09\u5c42\uff1a\u4e00\u5c42\u662f\u8fd0\u884c\u5728\u82f9\u679c\u8bbe\u5907\u672c\u5730\u7684\u7aef\u4fa7 AI\uff0c\u4e00\u5c42\u662f\u57fa\u4e8e\u300c\u79c1\u6709\u4e91\u8ba1\u7b97\u300d\u6280\u672f\u8fd0\u884c\u5728\u82f9\u679c\u81ea\u6709\u6570\u636e\u4e2d\u5fc3\u7684\u4e91\u7aef AI\u3002\u6309\u7167\u4f9b\u5e94\u94fe\u4f20\u51fa\u7684\u6d88\u606f\uff0c\u82f9\u679c\u5c06\u901a\u8fc7\u5927\u91cf\u5236\u9020 M2 Ultra \u6765\u6784\u5efa\u81ea\u6709\u6570\u636e\u4e2d\u5fc3\u3002<\/p>\n\n\n\n

\u6b64\u5916\u8fd8\u6709\u4e00\u5c42\uff0c\u5219\u662f\u63a5\u5165\u7b2c\u4e09\u65b9\u4e91\u7aef\u5927\u6a21\u578b\uff0c\u6bd4\u5982 GPT-4o \u7b49\u3002<\/p>\n\n\n\n

\u4e0d\u8fc7\u8fd9\u662f\u63a8\u7406\u7aef\uff0c\u82f9\u679c\u662f\u5982\u4f55\u8bad\u7ec3\u51fa\u81ea\u5df1\u7684 AI \u6a21\u578b\uff0c\u4e00\u76f4\u662f\u884c\u4e1a\u5185\u5173\u6ce8\u7684\u7126\u70b9\u4e4b\u4e00\u3002\u800c\u4ece\u82f9\u679c\u5b98\u65b9\u7684\u8bba\u6587\u6765\u770b\uff0c\u82f9\u679c\u662f\u5728 TPUv4 \u548c TPUv5p \u96c6\u7fa4\u7684\u786c\u4ef6\u4e0a\u8bad\u7ec3\u4e86\u4e24\u4e2a\u57fa\u7840\u6a21\u578b\uff1a<\/p>\n\n\n\n

\u4e00\u4e2a\u662f\u53c2\u6570\u89c4\u6a21\u8fbe\u5230 3 \u4ebf\u7684\u8bbe\u5907\u7aef\u6a21\u578b AFM-on-device\uff0c\u4f7f\u7528 2048 \u5757 TPU v5p \u8bad\u7ec3\u800c\u6210\uff0c\u672c\u5730\u8fd0\u884c\u5728\u82f9\u679c\u8bbe\u5907\u4e0a\uff1b\u4e00\u4e2a\u662f\u53c2\u6570\u89c4\u6a21\u66f4\u5927\u7684\u670d\u52a1\u5668\u7aef\u6a21\u578b AFM-server\uff0c\u4f7f\u7528 8192 \u5757 TPU v4 \u82af\u7247\u8bad\u7ec3\uff0c\u6700\u7ec8\u8fd0\u884c\u5728\u82f9\u679c\u81ea\u6709\u6570\u636e\u4e2d\u5fc3\u91cc\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u56fe\/\u82f9\u679c<\/p>\n\n\n\n

\u8fd9\u5c31\u5947\u602a\u4e86\uff0c\u6bd5\u7adf\u6211\u4eec\u90fd\u77e5\u9053\uff0c\u82f1\u4f1f\u8fbe H100 \u7b49 GPU \u624d\u662f\u76ee\u524d\u8bad\u7ec3 AI \u7684\u4e3b\u6d41\u9009\u62e9\uff0c\u751a\u81f3\u4f1a\u6709\u300cAI \u8bad\u7ec3\u53ea\u7528 Nvidia GPU\u300d\u7684\u8bf4\u6cd5\u3002<\/p>\n\n\n\n

\u4e0e\u4e4b\u76f8\u5bf9\uff0c\u8c37\u6b4c\u7684 TPU \u5c31\u663e\u5f97\u6709\u4e9b\u300c\u540d\u4e0d\u89c1\u7ecf\u4f20\u300d\u3002<\/strong><\/p>\n\n\n\n

\u4f46\u4e8b\u5b9e\u4e0a\uff0c\u8c37\u6b4c\u7684 TPU \u662f\u4e13\u4e3a\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u8bbe\u8ba1\u7684\u52a0\u901f\u5668\uff0c\u80fd\u591f\u63d0\u4f9b\u5353\u8d8a\u7684\u6027\u80fd\u4f18\u52bf\u3002\u51ed\u501f\u5176\u9ad8\u6548\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u4f4e\u5ef6\u8fdf\u7684\u7f51\u7edc\u8fde\u63a5\uff0c\u8c37\u6b4c\u7684 TPU \u5728\u5904\u7406\u5927\u578b\u6a21\u578b\u8bad\u7ec3\u4efb\u52a1\u65f6\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n

\u4f8b\u5982\uff0cTPU v4 \u5c31\u80fd\u63d0\u4f9b\u4e86\u6bcf\u4e2a\u82af\u7247\u9ad8\u8fbe 275 TFLOPS \u7684\u5cf0\u503c\u7b97\u529b\uff0c\u5e76\u901a\u8fc7\u8d85\u9ad8\u901f\u4e92\u8fde\u5c06 4096 \u4e2a TPUv4 \u82af\u7247\u8fde\u63a5\u6210\u4e00\u4e2a\u5927\u89c4\u6a21\u7684 TPU \u8d85\u7b97\uff0c\u4ece\u800c\u5b9e\u73b0\u7b97\u529b\u89c4\u6a21\u7684\u500d\u589e\u3002<\/p>\n\n\n\n

\u800c\u4e14\u4e0d\u4ec5\u662f\u82f9\u679c\uff0c\u5176\u4ed6\u5927\u6a21\u578b\u516c\u53f8\u4e5f\u91c7\u7528\u4e86\u8c37\u6b4c\u7684 TPU \u6765\u8bad\u7ec3\u4ed6\u4eec\u7684\u5927\u578b\u6a21\u578b\u3002Anthropic \u516c\u53f8\u7684 Claude \u5c31\u662f\u4e00\u4e2a\u5178\u578b\u7684\u4f8b\u5b50\u3002<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u804a\u5929\u673a\u5668\u4eba\u7ade\u6280\u573a\u6392\u884c\uff0c\u56fe\/LMSYS<\/p>\n\n\n\n

Claude \u5982\u4eca\u53ef\u4ee5\u8bf4\u662f OpenAI GPT \u6a21\u578b\u6700\u5f3a\u5927\u7684\u7ade\u4e89\u5bf9\u624b\uff0c\u5728 LMSYS \u804a\u5929\u673a\u5668\u4eba\u7ade\u6280\u573a\u4e0a\uff0cClaude 3.5 Sonnet \u4e0e GPT-4o \u59cb\u7ec8\u662f\u300c\u5367\u9f99\u51e4\u96cf\u300d\uff08\u8912\u4e49\uff09\u3002\u800c\u636e\u62ab\u9732\uff0cAnthropic \u4e00\u76f4\u6ca1\u6709\u8d2d\u4e70\u82f1\u4f1f\u8fbe GPU \u6765\u642d\u5efa\u8d85\u7b97\uff0c\u5c31\u662f\u4f7f\u7528 Google Cloud \u4e0a TPU \u96c6\u7fa4\u6765\u8bad\u7ec3\u548c\u63a8\u7406\u3002<\/p>\n\n\n\n

\u53bb\u5e74\u5e95\uff0cAnthropic \u8fd8\u5b98\u5ba3\u7387\u5148\u4f7f\u7528 Google Cloud \u4e0a\u7684 TPU v5e \u96c6\u7fa4\u6765\u8bad\u7ec3 Claude\u3002<\/p>\n\n\n\n

Anthropic \u7684\u957f\u671f\u4f7f\u7528\uff0c\u4ee5\u53ca Claude \u8868\u73b0\u51fa\u6765\u7684\u6548\u679c\uff0c\u90fd\u5145\u5206\u5c55\u793a\u4e86\u8c37\u6b4c TPU \u5728 AI \u8bad\u7ec3\u4e2d\u7684\u9ad8\u6548\u6027\u548c\u53ef\u9760\u6027\u3002<\/strong><\/p>\n\n\n\n

\u6b64\u5916\uff0c\u8c37\u6b4c\u7684 Gemini \u4e5f\u662f\u5b8c\u5168\u4f9d\u8d56\u4e8e\u81ea\u7814\u7684 TPU \u82af\u7247\u8fdb\u884c\u8bad\u7ec3\u3002Gemini \u6a21\u578b\u65e8\u5728\u63a8\u8fdb\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u751f\u6210\u6280\u672f\u7684\u524d\u6cbf\uff0c\u5176\u8bad\u7ec3\u8fc7\u7a0b\u9700\u8981\u5904\u7406\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u590d\u6742\u7684\u6a21\u578b\u8ba1\u7b97\u3002<\/p>\n\n\n\n

\u800c TPU \u7684\u5f3a\u5927\u8ba1\u7b97\u80fd\u529b\u548c\u9ad8\u6548\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u67b6\u6784\uff0c\u4f7f\u5f97 Gemini \u80fd\u591f\u5728\u76f8\u5bf9\u8f83\u77ed\u7684\u65f6\u95f4\u5185\u5b8c\u6210\u8bad\u7ec3\uff0c\u5e76\u5728\u6027\u80fd\u4e0a\u53d6\u5f97\u663e\u8457\u7a81\u7834 \u3002<\/p>\n\n\n\n

\u4f46\u5982\u679c\u8bf4 Gemini \u5c1a\u53ef\u7406\u89e3\uff0c\u90a3\u4ece Anthropic \u5230\u82f9\u679c\u53c8\u4e3a\u4ec0\u4e48\u9009\u62e9\u8c37\u6b4c TPU\uff0c\u800c\u4e0d\u662f\u82f1\u4f1f\u8fbe GPU\uff1f<\/p>\n\n\n\n

TPU \u548c GPU\uff0c\u8c37\u6b4c\u548c\u82f1\u4f1f\u8fbe\u7684\u6697\u6218<\/strong><\/strong><\/h2>\n\n\n\n

\u5728\u672c\u5468\u4e00\u4e3e\u529e\u7684\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u9876\u7ea7\u4f1a\u8bae SIGGRAPH 2024 \u4e0a\uff0c\u82f1\u4f1f\u8fbe\u521b\u59cb\u4eba\u517c CEO \u9ec4\u4ec1\u52cb\u900f\u9732\uff0c\u672c\u5468\u82f1\u4f1f\u8fbe\u5c31\u5c06\u53d1\u9001 Blackwell \u67b6\u6784\u7684\u6837\u54c1\uff0c\u8fd9\u662f\u82f1\u4f1f\u8fbe\u6700\u65b0\u4e00\u4ee3\u7684 GPU \u67b6\u6784\u3002<\/p>\n\n\n\n

2024 \u5e74 3 \u6708 18 \u65e5\uff0c\u82f1\u4f1f\u8fbe GTC \u5927\u4f1a\u4e0a\u53d1\u5e03\u4e86\u5176\u6700\u65b0\u4e00\u4ee3 GPU \u67b6\u6784\u2014\u2014Blackwell\uff0c\u4ee5\u53ca\u6700\u65b0\u4e00\u4ee3 B200 GPU\u3002\u5728\u6027\u80fd\u4e0a\uff0cB200 GPU \u5728 FP8 \u53ca\u65b0\u7684 FP6 \u4e0a\u53ef\u4ee5\u8fbe\u5230 20 petaflops\uff08\u6bcf\u79d2\u5343\u4e07\u4ebf\u6b21\u6d6e\u70b9\u8fd0\u7b97\uff09\u7684\u7b97\u529b\uff0c\u4f7f\u5176\u5728\u5904\u7406\u590d\u6742 AI \u6a21\u578b\u65f6\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n

Blackwell \u53d1\u5e03\u7684\u4e24\u4e2a\u6708\u540e\uff0c\u8c37\u6b4c\u4e5f\u53d1\u5e03\u4e86\u5176\u7b2c\u516d\u4ee3 TPU\uff08Trillium TPU\uff09<\/strong>\uff0c\u6bcf\u5757\u82af\u7247\u5728 BF16 \u4e0b\u53ef\u4ee5\u63d0\u4f9b\u63a5\u8fd1 1000 TFLOPS\uff08\u6bcf\u79d2\u4e07\u4ebf\u6b21\uff09\u7684\u5cf0\u503c\u7b97\u529b\uff0c\u8c37\u6b4c\u4e5f\u5c06\u5176\u8bc4\u4ef7\u4e3a\u300c\u8fc4\u4eca\u4e3a\u6b62\u6027\u80fd\u6700\u9ad8\u3001\u6700\u8282\u80fd\u7684 TPU\u300d\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u56fe\/\u8c37\u6b4c<\/p>\n\n\n\n

\u5bf9\u6bd4\u8c37\u6b4c\u7684 Trillium TPU\uff0c\u82f1\u4f1f\u8fbe Blackwell GPU \u5728\u9ad8\u5e26\u5bbd\u5185\u5b58\uff08HBM3\uff09\u548c CUDA \u751f\u6001\u7cfb\u7edf\u7684\u652f\u6301\u4e0b\uff0c\u5728\u9ad8\u6027\u80fd\u8ba1\u7b97\u4e2d\u4ecd\u7136\u6709\u7740\u4e00\u5b9a\u7684\u4f18\u52bf\u3002\u5728\u5355\u4e2a\u7cfb\u7edf\u4e2d\uff0cBlackwell\u53ef\u4ee5\u5e76\u884c\u8fde\u63a5\u591a\u8fbe 576 \u4e2a GPU\uff0c\u5b9e\u73b0\u5f3a\u5927\u7684\u7b97\u529b\u548c\u7075\u6d3b\u7684\u6269\u5c55\u6027\u3002<\/p>\n\n\n\n

\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8c37\u6b4c\u7684 Trillium TPU \u5219\u6ce8\u91cd\u5728\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\u7684\u9ad8\u6548\u6027\u548c\u4f4e\u5ef6\u8fdf\u3002TPU \u7684\u8bbe\u8ba1\u4f7f\u5176\u80fd\u591f\u5728\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\u4e2d\u4fdd\u6301\u9ad8\u6548\uff0c\u5e76\u901a\u8fc7\u8d85\u9ad8\u901f\u7f51\u7edc\u4e92\u8fde\u51cf\u5c11\u901a\u4fe1\u5ef6\u8fdf\uff0c\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n

\u800c\u4e0d\u4ec5\u662f\u5728\u6700\u65b0\u4e00\u4ee3\u7684 AI \u82af\u7247\u4e0a\uff0c\u8c37\u6b4c\u4e0e\u82f1\u4f1f\u8fbe\u4e4b\u95f4\u7684\u300c\u6697\u6218\u300d\u5b9e\u9645\u5df2\u7ecf\u5b58\u5728\u4e86 8 \u5e74\uff0c\u4ece 2016 \u5e74\u8c37\u6b4c\u81ea\u7814 AI \u82af\u7247 TPU \u5c31\u5f00\u59cb\u3002<\/strong><\/p>\n\n\n\n

\u5230\u4eca\u5929\uff0c\u82f1\u4f1f\u8fbe\u7684 H100 GPU \u662f\u76ee\u524d\u4e3b\u6d41\u5e02\u573a\u4e0a\u6700\u53d7\u6b22\u8fce\u7684 AI \u82af\u7247\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u9ad8\u8fbe 80GB \u7684\u9ad8\u5e26\u5bbd\u5185\u5b58\uff0c\u8fd8\u652f\u6301 HBM3 \u5185\u5b58\uff0c\u5e76\u901a\u8fc7 NVLink \u4e92\u8fde\u5b9e\u73b0\u591a GPU \u7684\u9ad8\u6548\u901a\u4fe1\u3002\u57fa\u4e8e Tensor Core \u6280\u672f\uff0cH100 GPU \u5728\u6df1\u5ea6\u5b66\u4e60\u548c\u63a8\u7406\u4efb\u52a1\u4e2d\u5177\u6709\u6781\u9ad8\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n

\u4f46\u540c\u65f6\uff0cTPUv5e \u5728\u6027\u4ef7\u6bd4\u4e0a\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u7279\u522b\u9002\u5408\u4e2d\u5c0f\u89c4\u6a21\u6a21\u578b\u7684\u8bad\u7ec3\u3002TPUv5e \u7684\u4f18\u52bf\u5728\u4e8e\u5176\u5f3a\u5927\u7684\u5206\u5e03\u5f0f\u8ba1\u7b97\u80fd\u529b\u548c\u4f18\u5316\u7684\u80fd\u8017\u6bd4\uff0c\u4f7f\u5176\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u8868\u73b0\u51fa\u8272\u3002\u6b64\u5916\uff0cTPUv5e \u8fd8\u901a\u8fc7\u8c37\u6b4c\u4e91\u5e73\u53f0\u63d0\u4f9b\uff0c\u4fbf\u4e8e\u7528\u6237\u8fdb\u884c\u7075\u6d3b\u7684\u4e91\u7aef\u8bad\u7ec3\u548c\u90e8\u7f72\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u8c37\u6b4c\u6570\u636e\u4e2d\u5fc3\uff0c\u56fe\/\u8c37\u6b4c<\/p>\n\n\n\n

\u6574\u4f53\u6765\u8bf4\uff0c\u82f1\u4f1f\u8fbe\u548c\u8c37\u6b4c\u5728 AI \u82af\u7247\u4e0a\u7684\u7b56\u7565\u5404\u6709\u4fa7\u91cd\uff1a\u82f1\u4f1f\u8fbe\u901a\u8fc7\u63d0\u4f9b\u5f3a\u5927\u7684\u7b97\u529b\u548c\u5e7f\u6cdb\u7684\u5f00\u53d1\u8005\u652f\u6301\uff0c\u63a8\u52a8 AI \u6a21\u578b\u7684\u6027\u80fd\u6781\u9650\uff1b\u800c\u8c37\u6b4c\u5219\u901a\u8fc7\u9ad8\u6548\u7684\u5206\u5e03\u5f0f\u8ba1\u7b97\u67b6\u6784\uff0c\u63d0\u5347\u5927\u89c4\u6a21 AI \u6a21\u578b\u8bad\u7ec3\u7684\u6548\u7387\u3002\u8fd9\u4e24\u79cd\u4e0d\u540c\u7684\u8def\u5f84\u9009\u62e9\uff0c\u4f7f\u5f97\u5b83\u4eec\u5728\u5404\u81ea\u7684\u5e94\u7528\u9886\u57df\u4e2d\u90fd\u5c55\u73b0\u51fa\u4e86\u72ec\u7279\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n

\u4e0d\u8fc7\u66f4\u91cd\u8981\u7684\u662f\uff0c\u80fd\u6253\u8d25\u82f1\u4f1f\u8fbe\u7684\uff0c\u4e5f\u53ea\u6709\u91c7\u7528\u8f6f\u786c\u4ef6\u534f\u540c\u8bbe\u8ba1\u7b56\u7565\uff0c\u540c\u65f6\u62e5\u6709\u5f3a\u5927\u7684\u82af\u7247\u80fd\u529b\u548c\u8f6f\u4ef6\u80fd\u529b\u7684\u5bf9\u624b\u3002<\/p>\n\n\n\n

\u8c37\u6b4c\u5c31\u662f\u8fd9\u6837\u4e00\u4e2a\u5bf9\u624b\u3002<\/strong><\/p>\n\n\n\n

\u82f1\u4f1f\u8fbe\u9738\u6743\u7684\u6700\u5f3a\u6311\u6218\u8005<\/strong><\/strong><\/h2>\n\n\n\n

Blackwell \u662f\u7ee7 Hopper \u4e4b\u540e\u82f1\u4f1f\u8fbe\u7684\u53c8\u4e00\u91cd\u5927\u5347\u7ea7\uff0c\u5177\u6709\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u4e13\u4e3a\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u751f\u6210\u5f0f AI \u800c\u8bbe\u8ba1\u3002<\/p>\n\n\n\n

\u636e\u4ecb\u7ecd\uff0cB200 GPU \u91c7\u7528\u4e86\u53f0\u79ef\u7535 N4P \u5de5\u827a\u5236\u9020\uff0c\u62e5\u6709\u591a\u8fbe 2080 \u4ebf\u4e2a\u6676\u4f53\u7ba1\uff0c\u7531\u4e24\u5757 GPU \u82af\u7247\u91c7\u7528\u4e92\u8fde\u6280\u672f\u300c\u7ec4\u6210\u300d\uff0c\u5e76\u4e14\u914d\u5907\u4e86\u9ad8\u8fbe 192GB \u7684 HBM3e\uff08\u9ad8\u5e26\u5bbd\u5185\u5b58\uff09\uff0c\u5e26\u5bbd\u53ef\u8fbe 8TB\/s\u3002<\/p>\n\n\n\n

\u800c\u5728\u6027\u80fd\u4e0a\uff0c\u8c37\u6b4c\u7684 Trillium TPU \u76f8\u6bd4\u4e0a\u4e00\u4ee3 TPU v5e \u5728 BF16 \u4e0b\u63d0\u5347\u4e86 4.7 \u500d\uff0cHBM \u5bb9\u91cf\u548c\u5e26\u5bbd\u3001\u82af\u7247\u4e92\u8fde\u5e26\u5bbd\u4e5f\u90fd\u7ffb\u4e86\u4e00\u756a\u3002\u6b64\u5916\uff0cTrillium TPU \u8fd8\u914d\u5907\u4e86\u7b2c\u4e09\u4ee3SparseCore\uff0c\u53ef\u4ee5\u52a0\u901f\u8bad\u7ec3\u65b0\u4e00\u4ee3\u57fa\u7840\u6a21\u578b\uff0c\u5ef6\u8fdf\u66f4\u4f4e\uff0c\u6210\u672c\u4e5f\u66f4\u4f4e\u3002<\/p>\n\n\n\n

Trillium TPU \u7279\u522b\u9002\u5408\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u548c\u63a8\u8350\u7cfb\u7edf\u7684\u8bad\u7ec3\uff0c\u53ef\u4ee5\u6269\u5c55\u51fa\u6570\u767e\u4e2a \u96c6\uff0c\u901a\u8fc7\u6bcf\u79d2 PB \u7ea7\u522b\u7684\u7f51\u7edc\u4e92\u8fde\u6280\u672f\u8fde\u63a5\u6570\u4ee5\u4e07\u8ba1\u7684\u82af\u7247\uff0c\u5b9e\u73b0\u53e6\u4e00\u79cd\u5c42\u9762\u7684\u8d85\u7ea7\u300c\u8ba1\u7b97\u673a\u300d\uff0c\u5927\u5e45\u63d0\u5347\u8ba1\u7b97\u6548\u7387\u548c\u51cf\u5c11\u7f51\u7edc\u5ef6\u8fdf\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u56fe\/\u8c37\u6b4c<\/p>\n\n\n\n

\u4ece\u4eca\u5e74\u4e0b\u534a\u5e74\u5f00\u59cb\uff0cGoogle Cloud \u7528\u6237\u5c31\u80fd\u7387\u5148\u91c7\u7528\u8fd9\u6b3e\u82af\u7247\u3002<\/p>\n\n\n\n

\u603b\u7684\u6765\u8bf4\uff0c\u8c37\u6b4c TPU \u7684\u786c\u4ef6\u4f18\u52bf\u5728\u4e8e\u5176\u9ad8\u6548\u7684\u7b97\u529b\u548c\u4f4e\u5ef6\u8fdf\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u67b6\u6784\u3002\u8fd9\u4f7f\u5f97 TPU \u5728\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u548c\u63a8\u8350\u7cfb\u7edf\u7684\u8bad\u7ec3\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u7136\u800c\uff0c\u8c37\u6b4c TPU \u7684\u4f18\u52bf\u8fd8\u5728\u4e8e\u72ec\u7acb\u4e8e CUDA \u4e4b\u5916\u53e6\u4e00\u4e2a\u5b8c\u6574\u7684\u751f\u6001\uff0c\u4ee5\u53ca\u66f4\u6df1\u5ea6\u7684\u5782\u76f4\u6574\u5408\u3002<\/strong><\/p>\n\n\n\n

\u901a\u8fc7 Google Cloud \u5e73\u53f0\uff0c\u7528\u6237\u53ef\u4ee5\u7075\u6d3b\u5730\u5728\u4e91\u7aef\u8fdb\u884c\u8bad\u7ec3\u548c\u90e8\u7f72\u3002\u8fd9\u79cd\u4e91\u7aef\u670d\u52a1\u6a21\u5f0f\u4e0d\u4ec5\u51cf\u5c11\u4e86\u4f01\u4e1a\u5728\u786c\u4ef6\u4e0a\u7684\u6295\u5165\uff0c\u8fd8\u63d0\u9ad8\u4e86 AI \u6a21\u578b\u7684\u8bad\u7ec3\u6548\u7387\u3002Google\u3001 Cloud \u8fd8\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u652f\u6301 AI \u5f00\u53d1\u7684\u5de5\u5177\u548c\u670d\u52a1\uff0c\u5982 TensorFlow \u548c Jupyter Notebook\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u591f\u66f4\u52a0\u4fbf\u6377\u5730\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u6d4b\u8bd5\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u82f9\u679c\u7528\u4e0a\u7684\u8c37\u6b4c TPU v5p\uff0c\u56fe\/\u8c37\u6b4c<\/p>\n\n\n\n

\u8c37\u6b4c\u7684 AI \u751f\u6001\u7cfb\u7edf\u4e2d\u8fd8\u5305\u542b\u4e86\u591a\u79cd\u5f00\u53d1\u5de5\u5177\u548c\u6846\u67b6\uff0c\u5982 TensorFlow\uff0c\u8fd9\u662f\u4e00\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684\u5f00\u6e90\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u80fd\u591f\u5145\u5206\u5229\u7528 TPU \u7684\u786c\u4ef6\u52a0\u901f\u529f\u80fd\u3002\u8c37\u6b4c\u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u652f\u6301 AI \u5f00\u53d1\u7684\u5de5\u5177\uff0c\u5982 TPU Estimator \u548c Keras\uff0c\u8fd9\u4e9b\u5de5\u5177\u7684\u65e0\u7f1d\u96c6\u6210\u5927\u5927\u7b80\u5316\u4e86\u5f00\u53d1\u6d41\u7a0b\u3002<\/p>\n\n\n\n

\u6b64\u5916\uff0c\u8c37\u6b4c\u7684\u4f18\u52bf\u8fd8\u5728\u4e8e\uff1a\u8c37\u6b4c\u81ea\u5df1\u5c31\u662f\u5bf9 TPU \u7b97\u529b\u9700\u6c42\u6700\u5927\u7684\u5ba2\u6237\u3002\u4ece YouTube \u6d77\u91cf\u89c6\u9891\u5185\u5bb9\u7684\u5904\u7406\uff0c\u5230 Gemini \u7684\u6bcf\u4e00\u6b21\u8bad\u7ec3\u548c\u63a8\u7406\uff0cTPU \u65e9\u5c31\u878d\u5165\u8c37\u6b4c\u7684\u4e1a\u52a1\u4f53\u7cfb\u4e4b\u4e2d\uff0c\u4e5f\u6ee1\u8db3\u4e86\u8c37\u6b4c\u7684\u5de8\u91cf\u7b97\u529b\u9700\u6c42\u3002<\/p>\n\n\n\n

\u53ef\u4ee5\u8bf4\uff0c\u8c37\u6b4c\u7684\u5782\u76f4\u6574\u5408\u8fdc\u6bd4\u82f1\u4f1f\u8fbe\u6765\u5f97\u5f7b\u5e95\uff0c\u51e0\u4e4e\u5b8c\u5168\u638c\u63e1\u4e86\u4ece\u6a21\u578b\u8bad\u7ec3\u5230\u5e94\u7528\uff0c\u518d\u5230\u7528\u6237\u4f53\u9a8c\u7684\u5173\u952e\u8282\u70b9\uff0c\u8fd9\u5b9e\u9645\u4e5f\u7ed9\u4e86\u8c37\u6b4c\u66f4\u5927\u7684\u53ef\u80fd\uff0c\u53ef\u4ee5\u6839\u636e\u6280\u672f\u548c\u5e02\u573a\u8d8b\u52bf\u4ece\u5e95\u5c42\u5f00\u59cb\u4f18\u5316\u6548\u7387\u3002<\/p>\n\n\n\n

\u6240\u4ee5\u5c3d\u7ba1\u5728\u82af\u7247\u7684\u6027\u80fd\u6307\u6807\u4e0a\uff0cTrillium TPU \u4f9d\u7136\u96be\u4ee5\u548c Blackwell GPU \u76f8\u6297\u8861\uff0c\u7136\u800c\u5177\u4f53\u5230\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u4e0a\uff0c\u8c37\u6b4c\u4ecd\u80fd\u901a\u8fc7\u7cfb\u7edf\u6027\u5730\u4f18\u5316\u6548\u7387\uff0c\u6bd4\u80a9\u751a\u81f3\u8d85\u8d8a\u82f1\u4f1f\u8fbe CUDA \u751f\u6001\u3002<\/p>\n\n\n\n

\u5728 Google Cloud \u7528 TPU\uff0c\u662f\u82f9\u679c\u6700\u597d\u7684\u9009\u62e9<\/strong><\/strong><\/h2>\n\n\n\n

\u7b80\u8a00\u4e4b\uff0c\u8c37\u6b4c TPU \u96c6\u7fa4\u6027\u80fd\u3001\u6210\u672c\u548c\u751f\u6001\u7684\u4f18\u52bf\uff0c\u4f7f\u5176\u6210\u4e3a\u5927\u89c4\u6a21 AI \u6a21\u578b\u8bad\u7ec3\u7684\u7406\u60f3\u9009\u62e9\u3002\u53cd\u8fc7\u6765\uff0c\u5728 Google Cloud \u7528 TPU \u4e5f\u662f\u82f9\u679c\u73b0\u9636\u6bb5\u6700\u597d\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u57fa\u4e8e TPU v4 \u7684\u8d85\u7b97\uff0c\u82f9\u679c\u4e5f\u7528\u5230\u4e86\u3002\u56fe\/\u8c37\u6b4c<\/p>\n\n\n\n

\u4e00\u65b9\u9762\u662f\u6027\u80fd\u548c\u6210\u672c\u3002<\/strong>TPU \u5728\u5904\u7406\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u4efb\u52a1\u65f6\u8868\u73b0\u51fa\u8272\uff0c\u63d0\u4f9b\u9ad8\u6548\u3001\u4f4e\u5ef6\u8fdf\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u6ee1\u8db3\u82f9\u679c\u5728 AI \u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u9700\u6c42\u3002\u800c\u901a\u8fc7\u4f7f\u7528 Google Cloud \u5e73\u53f0\uff0c\u82f9\u679c\u53ef\u4ee5\u964d\u4f4e\u786c\u4ef6\u6210\u672c\uff0c\u7075\u6d3b\u8c03\u6574\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f18\u5316 AI \u5f00\u53d1\u7684\u603b\u4f53\u6210\u672c\u3002<\/p>\n\n\n\n

\u53e6\u4e00\u65b9\u9762\u662f\u751f\u6001\u3002<\/strong>\u8c37\u6b4c\u7684 AI \u5f00\u53d1\u751f\u6001\u7cfb\u7edf\u4e5f\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5de5\u5177\u548c\u652f\u6301\uff0c\u4f7f\u5f97\u82f9\u679c\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5f00\u53d1\u548c\u90e8\u7f72\u5176 AI \u6a21\u578b\uff0c\u518d\u52a0\u4e0a Google Cloud \u7684\u5f3a\u5927\u57fa\u7840\u8bbe\u65bd\u548c\u6280\u672f\u652f\u6301\u4e5f\u4e3a\u82f9\u679c\u7684 AI \u9879\u76ee\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u4fdd\u969c\u3002<\/p>\n\n\n\n

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