{"id":5825,"date":"2026-05-08T09:09:44","date_gmt":"2026-05-08T01:09:44","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=5825"},"modified":"2026-05-08T09:09:45","modified_gmt":"2026-05-08T01:09:45","slug":"%e6%99%b6%e4%bd%93%e7%ae%a1%e5%88%b0%e7%ae%97%e5%8a%9b%e8%b7%83%e8%bf%81%ef%bc%9ablackwell%e4%b8%8erubin%e6%9e%b6%e6%9e%84%e6%a0%b8%e5%bf%83%e5%b7%ae%e5%bc%82%e5%8f%8aai%e7%ae%97%e5%8a%9b%e9%9d%a9","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/5825","title":{"rendered":"\u6676\u4f53\u7ba1\u5230\u7b97\u529b\u8dc3\u8fc1\uff1aBlackwell\u4e0eRubin\u67b6\u6784\u6838\u5fc3\u5dee\u5f02\u53caAI\u7b97\u529b\u9769\u65b0\u8def\u5f84"},"content":{"rendered":"\n

GPU\u67b6\u6784\u8fed\u4ee3\u9a71\u52a8AI\u7b97\u529b\u5347\u7ea7<\/h2>\n\n\n\n

\u968f\u7740AI\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u5de5\u4e1a\u4eff\u771f\u7b49\u573a\u666f\u89c4\u6a21\u5316\u843d\u5730\uff0cGPU\u670d\u52a1\u5668\u7b97\u529b\u9700\u6c42\u5448\u6307\u6570\u7ea7\u6500\u5347\u3002\u636eTrendForce\u6570\u636e\u663e\u793a\uff0c2026\u5e74\u5168\u7403AI\u670d\u52a1\u5668\u51fa\u8d27\u91cf\u540c\u6bd4\u589e\u957f28%\uff0c\u5176\u4e2dGPU\u670d\u52a1\u5668\u5360\u6bd4\u8fbe69.7%\uff0c\u6df1\u5ea6\u5b66\u4e60\u573a\u666f\u8d21\u732e70%\u4ee5\u4e0a\u9700\u6c42\u3002NVIDIA\u4f5c\u4e3aGPU\u67b6\u6784\u9886\u519b\u8005\uff0c\u5148\u540e\u63a8\u51faBlackwell\u4e0eRubin\u4e24\u5927\u6838\u5fc3\u67b6\u6784\uff0c\u63a8\u52a8GPU\u670d\u52a1\u5668\u6027\u80fd\u3001\u6548\u7387\u5b9e\u73b0\u8de8\u8d8a\u5f0f\u63d0\u5347\u3002<\/p>\n\n\n\n

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

\u4e00\u3001\u6838\u5fc3\u53c2\u6570\u5bf9\u6bd4\uff1a\u4ece\u6676\u4f53\u7ba1\u5230\u7b97\u529b\u7684\u91cf\u5316\u5347\u7ea7<\/h2>\n\n\n\n

\u67b6\u6784\u4ee3\u9645\u5dee\u5f02\u7684\u6838\u5fc3\u7684\u662f\u786c\u4ef6\u57fa\u7840\u4e0e\u7b97\u529b\u8f93\u51fa\u7684\u8fed\u4ee3\uff0c\u4ee5\u4e0b\u7ed3\u5408NVIDIA\u5b98\u65b9\u6570\u636e\u53ca\u884c\u4e1a\u5b9e\u6d4b\uff0c\u5bf9\u6bd4Blackwell\u4e0eRubin\u67b6\u6784\u7684\u6838\u5fc3\u5b9e\u4f53\u53c2\u6570\uff0c\u6784\u5efa\u53ef\u76f4\u63a5\u63d0\u53d6\u7684\u5173\u952e\u4fe1\u606f\uff1a<\/p>\n\n\n\n

\u6838\u5fc3\u53c2\u6570<\/th>Blackwell\u67b6\u6784<\/th>Rubin\u67b6\u6784<\/th>\u4ee3\u9645\u63d0\u5347\u5e45\u5ea6<\/th><\/tr><\/thead>
\u5168\u82af\u7247\u6676\u4f53\u7ba1\u6570\u91cf<\/td>2080\u4ebf\u4e2a<\/td>3360\u4ebf\u4e2a<\/td>61.5%<\/td><\/tr>
\u8ba1\u7b97\u82af\u7247\u6570\u91cf<\/td>2\u4e2a<\/td>2\u4e2a<\/td>0%<\/td><\/tr>
NVFP4\u63a8\u7406\u6027\u80fd\uff08PFLOPS\uff09<\/td>10<\/td>50<\/td>400%<\/td><\/tr>
FP8\u8bad\u7ec3\u6027\u80fd\uff08PFLOPS\uff09<\/td>5<\/td>17.5<\/td>250%<\/td><\/tr>
FP32\u5411\u91cf\u6027\u80fd\uff08TFLOPS\uff09<\/td>80<\/td>130<\/td>62.5%<\/td><\/tr>
FP64\u77e9\u9635\u6027\u80fd\uff08TFLOPS\uff09<\/td>150<\/td>200<\/td>33.3%<\/td><\/tr>
\u8f6f\u6700\u5927\u52a0\u901f\uff08FP32\u8fd0\u7b97\/\u65f6\u949f\/SM\uff09<\/td>16<\/td>32<\/td>100%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u8865\u5145\u8bf4\u660e\uff1aRubin\u67b6\u6784\u57fa\u4e8eBlackwell\u57fa\u7840\u6784\u5efa\uff0c\u6838\u5fc3\u63d0\u5347\u96c6\u4e2d\u5728\u4f4e\u7cbe\u5ea6\u8fd0\u7b97\u6548\u7387\u4e0e\u7b97\u529b\u5bc6\u5ea6\uff0c\u5176\u4e2dNVFP4\u63a8\u7406\u6027\u80fd\u7684\u5927\u5e45\u63d0\u5347\uff0c\u4e3a\u5927\u6a21\u578b\u63a8\u7406\u573a\u666f\u63d0\u4f9b\u4e86\u66f4\u9ad8\u6548\u7684\u7b97\u529b\u652f\u6491\uff0c\u8fd9\u4e5f\u662f\u5176\u533a\u522b\u4e8e\u4e0a\u4e00\u4ee3\u67b6\u6784\u7684\u6838\u5fc3\u4eae\u70b9\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6280\u672f\u7279\u6027\u5dee\u5f02\uff1a\u4ece\u529f\u80fd\u4f18\u5316\u5230\u573a\u666f\u9002\u914d\u7684\u5347\u7ea7<\/h2>\n\n\n\n

2.1 \u6838\u5fc3\u6280\u672f\u6a21\u5757\u8fed\u4ee3<\/h3>\n\n\n\n

Blackwell\u67b6\u6784\u642d\u8f7d\u7b2c\u4e8c\u4ee3Transformer\u5f15\u64ce\uff0c\u7ed3\u5408\u5b9a\u5236\u5316Tensor Core\u6280\u672f\uff0c\u652f\u6301FP4\u7cbe\u5ea6\u8fd0\u7b97\uff0c\u5728\u4fdd\u6301\u6a21\u578b\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u5c06\u5185\u5b58\u652f\u6301\u7684\u6a21\u578b\u6027\u80fd\u4e0e\u89c4\u6a21\u63d0\u53471\u500d\uff1b\u5185\u7f6e\u673a\u5bc6\u8ba1\u7b97\u6280\u672f\uff0c\u5177\u5907\u53ef\u4fe1\u6267\u884c\u73af\u5883\uff08TEE\uff09I\/O\u529f\u80fd\uff0c\u53ef\u4fdd\u62a4\u654f\u611f\u6570\u636e\u4e0eAI\u6a21\u578b\u77e5\u8bc6\u4ea7\u6743\uff0c\u6545\u969c\u54cd\u5e94\u4f9d\u8d56RAS\u5f15\u64ce\u5b9e\u73b0\u667a\u80fd\u9884\u8b66\u4e0e\u6062\u590d\u3002<\/p>\n\n\n\n

Rubin\u67b6\u6784\u5347\u7ea7\u4e3a\u7b2c\u4e09\u4ee3Transformer\u5f15\u64ce\uff0c\u91c7\u7528\u65b0\u578b\u786c\u4ef6\u52a0\u901f\u81ea\u9002\u5e94\u538b\u7f29\u6280\u672f\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316NVFP4\u6027\u80fd\uff0c\u540c\u65f6\u4fdd\u7559\u4e0eBlackwell\u7684\u7f16\u7a0b\u6a21\u578b\u517c\u5bb9\u6027\uff0c\u5b9e\u73b0\u4ee3\u7801\u65e0\u7f1d\u8fc1\u79fb\uff1b\u96c6\u6210224\u4e2a\u6d41\u591a\u5904\u7406\u5668\uff08SM\uff09\uff0c\u589e\u5f3a\u7279\u6b8a\u529f\u80fd\u5355\u5143\uff08SFU\uff09\u4e0e\u6267\u884c\u6d41\u7a0b\u7684\u534f\u540c\u6027\uff0c\u91cd\u70b9\u4f18\u5316\u6ce8\u610f\u529b\u673a\u5236\u3001\u7a00\u758f\u8ba1\u7b97\u7b49\u73b0\u4ee3AI\u6a21\u578b\u6838\u5fc3\u8def\u5f84\uff0c\u63d0\u5347\u901a\u4fe1\u5bc6\u96c6\u578b\u573a\u666f\u7684\u7b97\u529b\u5229\u7528\u7387\u3002<\/p>\n\n\n\n

2.2 \u4e92\u8054\u4e0e\u5b58\u50a8\u6548\u7387\u5bf9\u6bd4<\/h3>\n\n\n\n

Blackwell\u67b6\u6784\u91c7\u7528\u7b2c\u4e94\u4ee3NVLink\u6280\u672f\uff0c\u53ef\u6269\u5c55\u81f3576\u4e2aGPU\uff0cNVLink\u4ea4\u6362\u673a\u82af\u7247\u572872\u4e2aGPU\u7684NVLink\u57df\uff08NVL72\uff09\u4e2d\u5b9e\u73b0130TB\/s\u7684GPU\u5e26\u5bbd\uff0c\u591a\u670d\u52a1\u5668\u96c6\u7fa4\u4e92\u8fde\u901f\u5ea6\u8fbe1.8TB\/s\uff1b\u914d\u5907\u89e3\u538b\u7f29\u5f15\u64ce\uff0c\u652f\u6301LZ4\u3001Snappy\u7b49\u538b\u7f29\u683c\u5f0f\uff0c\u901a\u8fc7900GB\/s\u53cc\u5411\u5e26\u5bbd\u8bbf\u95eeGrace CPU\u5185\u5b58\uff0c\u52a0\u901f\u6570\u636e\u5e93\u67e5\u8be2\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n

Rubin\u67b6\u6784\u5ef6\u7eedNVLink\u4e92\u8fde\u6280\u672f\u4f18\u52bf\uff0c\u91cd\u70b9\u4f18\u5316\u673a\u67b6\u7ea7\u901a\u4fe1\u6548\u7387\uff0c\u5c06GPU\u3001CPU\u4e0e\u4e92\u8fde\u6280\u672f\u6574\u5408\u4e3a\u673a\u67b6\u7ea7\u96c6\u6210\u5355\u5143\uff0c\u89e3\u51b3\u4f20\u7edf\u670d\u52a1\u5668\u8fb9\u754c\u9650\u5236\uff0c\u7eb5\u5411\u6269\u5c55\u5e26\u5bbd\u4e0e\u53ef\u90e8\u7f72\u6027\u663e\u8457\u63d0\u5347\uff1b\u5185\u5b58\u5e26\u5bbd\u4e0e\u5b58\u50a8\u6548\u7387\u540c\u6b65\u4f18\u5316\uff0c\u9002\u914dAI\u4e0e\u79d1\u5b66\u8ba1\u7b97\u878d\u5408\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u51cf\u5c11\u6570\u636e\u4f20\u8f93\u74f6\u9888\uff0c\u63d0\u5347\u6301\u7eed\u7b97\u529b\u8f93\u51fa\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n

\u4e09\u3001\u5e94\u7528\u573a\u666f\u843d\u5730\uff1a\u4ee3\u9645\u67b6\u6784\u7684\u5dee\u5f02\u5316\u9002\u914d<\/h2>\n\n\n\n

\u4e24\u5927\u67b6\u6784\u7684\u4ee3\u9645\u8fed\u4ee3\uff0c\u672c\u8d28\u662f\u5bf9\u4e0d\u540c\u7b97\u529b\u9700\u6c42\u573a\u666f\u7684\u7cbe\u51c6\u9002\u914d\uff0c\u7ed3\u5408\u661f\u5b87\u667a\u7b97GPU\u670d\u52a1\u5668\u90e8\u7f72\u5b9e\u6d4b\u6570\u636e\uff0c\u5177\u4f53\u5e94\u7528\u573a\u666f\u5dee\u5f02\u5982\u4e0b\uff1a<\/p>\n\n\n\n

3.1 Blackwell\u67b6\u6784\uff1a\u4e2d\u9ad8\u7aef\u7b97\u529b\u573a\u666f\u4e3b\u529b<\/h3>\n\n\n\n

Blackwell\u67b6\u6784\u9002\u7528\u4e8e\u4e07\u4ebf\u53c2\u6570\u6a21\u578b\u8bad\u7ec3\u3001\u4e2d\u578b\u5de5\u4e1a\u4eff\u771f\u3001\u9ad8\u7aef\u56fe\u5f62\u6e32\u67d3\u7b49\u573a\u666f\uff0c\u5176GB10 Grace Blackwell\u8d85\u7ea7\u82af\u7247\u53ef\u652f\u63012000\u4ebf\u53c2\u6570\u6a21\u578b\u5904\u7406\uff0cHGX\u7cfb\u5217\u4ea7\u54c1\u9002\u914dAI\u63a8\u7406\u65f6\u4ee3\u9700\u6c42\u3002\u661f\u5b87\u667a\u7b97\u6570\u636e\u663e\u793a\uff0c\u5176\u90e8\u7f72\u7684Blackwell\u67b6\u6784H100 GPU\u670d\u52a1\u5668\uff0c\u5355\u5361FP16\u7b97\u529b\u8fbe330 TFLOPs\uff0c\u914d\u590780GB HBM3e\u663e\u5b58\uff0c\u5728GPT-4\u7b49\u5927\u6a21\u578b\u8bad\u7ec3\u573a\u666f\u4e2d\uff0c\u7b97\u529b\u5229\u7528\u7387\u8fbe90%\u4ee5\u4e0a\uff0c\u7a33\u5b9a\u6027\u6ee1\u8db372\u5c0f\u65f6\u6ee1\u8d1f\u8f7d\u8fd0\u884c\u8981\u6c42\u3002<\/p>\n\n\n\n

3.2 Rubin\u67b6\u6784\uff1a\u5927\u89c4\u6a21AI\u5de5\u5382\u4e0e\u79d1\u5b66\u8ba1\u7b97\u6838\u5fc3<\/h3>\n\n\n\n

Rubin\u67b6\u6784\u805a\u7126\u673a\u67b6\u7ea7\u5927\u89c4\u6a21\u90e8\u7f72\uff0c\u9002\u914dAI\u5de5\u5382\u3001\u9ad8\u4fdd\u771f\u6a21\u62df\u6570\u636e\u96c6\u751f\u6210\u3001\u767e\u4ebf\u4ebf\u7ea7\u8ba1\u7b97\u7b49\u573a\u666f\uff0c\u5176GB200 NVL72\u91c7\u7528\u673a\u67b6\u7ea7\u6db2\u51b7\u8bbe\u8ba1\uff0c\u53ef\u8fde\u63a536\u4e2aGrace CPU\u4e0e72\u4e2aGPU\uff0cAI\u8ba1\u7b97\u80fd\u529b\u8f83Hopper\u7cfb\u7edf\u63d0\u534765\u500d\u3002\u661f\u5b87\u667a\u7b97\u5df2\u5b8c\u6210Rubin\u67b6\u6784\u76f8\u5173\u670d\u52a1\u5668\u7684\u8bd5\u70b9\u90e8\u7f72\uff0c\u5728175B\u53c2\u6570\u5927\u6a21\u578b\u8bad\u7ec3\u573a\u666f\u4e2d\uff0c\u8f83Blackwell\u67b6\u6784\u670d\u52a1\u5668\u8bad\u7ec3\u6548\u7387\u63d0\u534735%\uff0c\u6bcftoken\u6210\u672c\u964d\u4f4e28%\uff0c\u9002\u914d\u5927\u578b\u4f01\u4e1a\u4e0e\u79d1\u7814\u673a\u6784\u7684\u9ad8\u7aef\u7b97\u529b\u9700\u6c42\u3002<\/p>\n\n\n\n

\u56db\u3001\u884c\u4e1a\u5f71\u54cd\u4e0e\u7b97\u529b\u9009\u578b\u5efa\u8bae<\/h2>\n\n\n\n

4.1 \u5bf9GPU\u670d\u52a1\u5668\u5e02\u573a\u7684\u5f71\u54cd<\/h3>\n\n\n\n

\u622a\u81f32026\u5e74Q1\uff0c\u56fd\u5185\u6df1\u5ea6\u5b66\u4e60GPU\u670d\u52a1\u5668\u79df\u7528\u5e02\u573a\u89c4\u6a21\u8fbe320\u4ebf\u5143\uff0c\u5e74\u589e\u901f62%\uff0c\u5176\u4e2d\u4e2d\u5c0f\u4f01\u4e1a\u79df\u7528\u5360\u6bd4\u8fbe68%\u3002Blackwell\u4e0eRubin\u67b6\u6784\u7684\u8fed\u4ee3\uff0c\u63a8\u52a8GPU\u670d\u52a1\u5668\u4ece\u201c\u5355\u5361\u6027\u80fd\u63d0\u5347\u201d\u5411\u201c\u96c6\u7fa4\u6548\u7387\u4f18\u5316\u201d\u8f6c\u578b\uff0c\u79df\u7528\u6a21\u5f0f\u51ed\u501f\u6210\u672c\u53ef\u63a7\u3001\u7b97\u529b\u7075\u6d3b\u7684\u4f18\u52bf\uff0c\u6210\u4e3a\u4f01\u4e1a\u83b7\u53d6\u7b97\u529b\u7684\u4e3b\u6d41\u9009\u62e9\uff0c\u800c\u67b6\u6784\u5347\u7ea7\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u9ad8\u7aef\u7b97\u529b\u7684\u51c6\u5165\u95e8\u69db\u3002<\/p>\n\n\n\n

4.2 \u4f01\u4e1a\u4e0e\u79d1\u7814\u673a\u6784\u9009\u578b\u5efa\u8bae<\/h3>\n\n\n\n

\u4e2d\u5c0f\u4f01\u4e1a\u53ca\u4e2a\u4eba\u5f00\u53d1\u8005\uff1a\u4f18\u5148\u9009\u62e9Blackwell\u67b6\u6784\u670d\u52a1\u5668\uff0c\u661f\u5b87\u667a\u7b97\u90e8\u7f72\u7684Blackwell\u67b6\u67844\u5361A100\u670d\u52a1\u5668\u6708\u79df\u91d1\u4ec56000\u5143\uff0c\u8f83\u884c\u4e1a\u5747\u4ef7\u4f4e20%-22%\uff0c\u9002\u914d7B-14B\u6a21\u578b\u63a8\u7406\u3001\u8f7b\u91cf\u6e32\u67d3\u7b49\u573a\u666f\uff0c\u65e0\u9700\u627f\u62c5\u9ad8\u989d\u786c\u4ef6\u6295\u5165\u4e0e\u8fd0\u7ef4\u6210\u672c\u3002<\/p>\n\n\n\n

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\u7ed3\u8bed<\/h2>\n\n\n\n

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