{"id":23954,"date":"2026-06-10T14:54:22","date_gmt":"2026-06-10T06:54:22","guid":{"rendered":"https:\/\/ab123.xyz\/?p=23954"},"modified":"2026-06-10T14:54:22","modified_gmt":"2026-06-10T06:54:22","slug":"tensorrt-llm%e6%a8%a1%e5%9e%8b%e9%87%8f%e5%8c%96%e4%b8%8e%e9%83%a8%e7%bd%b2%e5%8a%a0%e9%80%9f%ef%bc%9a%e9%ab%98%e6%95%88%e6%8e%a8%e7%90%86%e7%9a%84%e7%bb%88%e6%9e%81%e6%96%b9%e6%a1%88","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=23954","title":{"rendered":"TensorRT-LLM\u6a21\u578b\u91cf\u5316\u4e0e\u90e8\u7f72\u52a0\u901f\uff1a\u9ad8\u6548\u63a8\u7406\u7684\u7ec8\u6781\u65b9\u6848"},"content":{"rendered":"

\u5b98\u65b9\u7f51\u7ad9<\/a><\/p>\n

TensorRT-LLM\u662fNVIDIA\u63a8\u51fa\u7684\u5f00\u6e90\u63a8\u7406\u52a0\u901f\u5e93\uff0c\u4e13\u95e8\u9488\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728GPU\u4e0a\u7684\u9ad8\u6548\u90e8\u7f72\u3002\u5b83\u901a\u8fc7\u6df1\u5ea6\u4f18\u5316\u6a21\u578b\u91cf\u5316\u3001\u5185\u6838\u878d\u5408\u3001KV\u7f13\u5b58\u7ba1\u7406\u7b49\u6280\u672f\uff0c\u5c06LLM\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u6570\u500d\uff0c\u540c\u65f6\u663e\u8457\u964d\u4f4e\u663e\u5b58\u5360\u7528\uff0c\u6210\u4e3a\u5f53\u524dAI\u670d\u52a1\u843d\u5730\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\u3002<\/p>\n

\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n

\u6a21\u578b\u91cf\u5316\u6280\u672f<\/h3>\n

TensorRT-LLM\u652f\u6301INT4\u3001INT8\u548cFP8\u7b49\u591a\u79cd\u4f4e\u7cbe\u5ea6\u91cf\u5316\u65b9\u6848\u3002\u901a\u8fc7\u5e73\u6ed1\u91cf\u5316\uff08SmoothQuant\uff09\u548c\u6743\u91cd\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\uff0c\u6a21\u578b\u7cbe\u5ea6\u635f\u5931\u53ef\u63a7\u5236\u57281%\u4ee5\u5185\uff0c\u4f46\u63a8\u7406\u901f\u5ea6\u63d0\u53472-4\u500d\uff0c\u663e\u5b58\u9700\u6c42\u964d\u4f4e50%\u4ee5\u4e0a\u3002\u8fd9\u4f7f\u5f97\u539f\u672c\u9700\u8981\u591a\u5f20A100\u7684\u6a21\u578b\uff0c\u5355\u5361\u5373\u53ef\u6d41\u7545\u8fd0\u884c\u3002<\/p>\n

\u63a8\u7406\u52a0\u901f\u5f15\u64ce<\/h3>\n

\u5185\u7f6e\u56fe\u4f18\u5316\u3001\u5185\u6838\u81ea\u52a8\u8c03\u4f18\u3001\u52a8\u6001\u6279\u5904\u7406\uff08Inflight Batching\uff09\u7b49\u6280\u672f\u3002\u5176\u878d\u5408FlashAttention-2\u548cPagedAttention\uff0c\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u6027\u80fd\u63d0\u5347\u663e\u8457\u3002\u540c\u65f6\u652f\u6301\u591aGPU\/Multi-Node\u5206\u5e03\u5f0f\u63a8\u7406\uff0c\u6ee1\u8db3\u8d85\u5927\u89c4\u6a21\u6a21\u578b\uff08\u5982GPT-175B\uff09\u7684\u90e8\u7f72\u9700\u6c42\u3002<\/p>\n

\u5e94\u7528\u573a\u666f<\/h2>\n
    \n
  • \u4e91\u7aefAI\u670d\u52a1\u5e73\u53f0<\/strong>\uff1a\u5728AWS\u3001Azure\u7b49\u4e91\u4e0a\u90e8\u7f72\u804a\u5929\u673a\u5668\u4eba\u3001\u5185\u5bb9\u751f\u6210\u670d\u52a1\uff0c\u964d\u4f4e\u6bcfToken\u6210\u672c\u3002<\/li>\n
  • \u8fb9\u7f18\u8ba1\u7b97\u7ec8\u7aef<\/strong>\uff1a\u901a\u8fc7\u91cf\u5316\u5c06\u6a21\u578b\u538b\u7f29\u81f3\u79fb\u52a8\u7aef\u6216\u5d4c\u5165\u5f0f\u8bbe\u5907\uff0c\u5b9e\u73b0\u79bb\u7ebf\u667a\u80fd\u52a9\u624b\u3002<\/li>\n
  • \u79d1\u7814\u4e0e\u6a21\u578b\u5fae\u8c03<\/strong>\uff1a\u5feb\u901f\u9a8c\u8bc1\u65b0\u67b6\u6784\u7684\u63a8\u7406\u6027\u80fd\uff0c\u52a0\u901f\u8fed\u4ee3\u5b9e\u9a8c\u3002<\/li>\n
  • \u5b9e\u65f6\u6d41\u5f0f\u5e94\u7528<\/strong>\uff1a\u652f\u6301\u6d41\u5f0f\u8f93\u51fa\u4e0e\u8bf7\u6c42\u805a\u5408\uff0c\u9002\u7528\u4e8e\u5b9e\u65f6\u7ffb\u8bd1\u3001\u8bed\u97f3\u4ea4\u4e92\u7b49\u573a\u666f\u3002<\/li>\n<\/ul>\n

    \u5982\u4f55\u4f7f\u7528TensorRT-LLM<\/h2>\n

    \u73af\u5883\u51c6\u5907<\/h3>\n

    \u9700\u8981NVIDIA GPU\uff08Ampere\u6216\u66f4\u65b0\u67b6\u6784\uff09\u5e76\u5b89\u88c5CUDA 12.x\u3001cuDNN\u548cTensorRT\u3002\u5b98\u65b9\u63d0\u4f9bDocker\u955c\u50cf\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n

    \u91cf\u5316\u4e0e\u6784\u5efa\u5f15\u64ce<\/h3>\n

    \u901a\u8fc7convert_checkpoint.py<\/code>\u5c06Hugging Face\u6a21\u578b\u8f6c\u6362\u4e3aTensorRT-LLM\u683c\u5f0f\uff0c\u6307\u5b9a\u91cf\u5316\u7cbe\u5ea6\uff08\u5982--dtype int8<\/code>\uff09\u3002\u7136\u540e\u4f7f\u7528trtllm-build<\/code>\u547d\u4ee4\u7f16\u8bd1\u5f15\u64ce\uff0c\u5e76\u53ef\u9009\u914d\u52a8\u6001\u6279\u5904\u7406\u53c2\u6570\u3002<\/p>\n

    \u90e8\u7f72\u4e0e\u8c03\u7528<\/h3>\n

    \u542f\u52a8C++\u6216Python\u63a8\u7406\u670d\u52a1\u5668\uff0c\u901a\u8fc7REST API\u6216gRPC\u63a5\u53e3\u53d1\u9001\u8bf7\u6c42\u3002\u652f\u6301\u6d41\u5f0f\u54cd\u5e94\uff0c\u517c\u5bb9OpenAI\u534f\u8bae\uff0c\u53ef\u76f4\u63a5\u66ff\u6362\u73b0\u6709\u63a8\u7406\u6846\u67b6\u3002<\/p>\n

    \u672a\u6765\u5c55\u671b<\/h2>\n

    \u968f\u7740NVIDIA\u4e0d\u65ad\u8fed\u4ee3TensorRT-LLM\uff0c\u5176\u5c06\u96c6\u6210\u66f4\u5148\u8fdb\u7684\u7a00\u758f\u5316\u3001\u7f16\u8bd1\u4f18\u5316\uff0c\u5e76\u6269\u5c55\u5bf9MOE\u67b6\u6784\u53ca\u591a\u6a21\u6001\u6a21\u578b\u7684\u652f\u6301\u3002\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u63a8\u7406\u6548\u7387\u7684\u5f00\u53d1\u56e2\u961f\uff0cTensorRT-LLM\u5df2\u662f\u5fc5\u9009\u6b66\u5668\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u5b98\u65b9\u7f51\u7ad9 TensorRT-LLM\u662fNVIDIA\u63a8\u51fa\u7684\u5f00\u6e90\u63a8\u7406\u52a0\u901f\u5e93\uff0c\u4e13\u95e8\u9488\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728GPU\u4e0a […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[9559,9442,6613,26897,26898],"class_list":["post-23954","post","type-post","status-publish","format-standard","hentry","category-4","tag-nvidia","tag-tensorrt-llm","tag-6613","tag-26897","tag-26898"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/23954","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=23954"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/23954\/revisions"}],"predecessor-version":[{"id":23955,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/23954\/revisions\/23955"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=23954"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=23954"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=23954"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}