{"id":8392,"date":"2026-06-09T14:05:08","date_gmt":"2026-06-09T06:05:08","guid":{"rendered":"https:\/\/ab123.xyz\/?p=8392"},"modified":"2026-06-09T14:05:08","modified_gmt":"2026-06-09T06:05:08","slug":"amazon-sagemaker-neo-for-trainium2-%e6%a8%a1%e5%9e%8b%e7%bc%96%e8%af%91%ef%bc%9a%e6%9e%81%e8%87%b4%e6%80%a7%e8%83%bd%e4%bc%98%e5%8c%96%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=8392","title":{"rendered":"Amazon SageMaker Neo for Trainium2 \u6a21\u578b\u7f16\u8bd1\uff1a\u6781\u81f4\u6027\u80fd\u4f18\u5316\u6307\u5357"},"content":{"rendered":"

Amazon SageMaker Neo \u662f AWS \u4e13\u4e3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u90e8\u7f72\u8bbe\u8ba1\u7684\u7f16\u8bd1\u4f18\u5316\u670d\u52a1\u3002\u6700\u65b0\u63a8\u51fa\u7684 SageMaker Neo for Trainium2 Model Compilation<\/strong> \u8ba9\u5f00\u53d1\u548c\u90e8\u7f72\u5728 AWS Trainium2 \u82af\u7247\u4e0a\u7684\u6a21\u578b\u83b7\u5f97\u524d\u6240\u672a\u6709\u7684\u6027\u80fd\u63d0\u5347\u3002\u8be5\u5de5\u5177\u901a\u8fc7\u81ea\u52a8\u5316\u7684\u56fe\u4f18\u5316\u3001\u7b97\u5b50\u878d\u5408\u548c\u91cf\u5316\u7b56\u7565\uff0c\u5c06 PyTorch\u3001TensorFlow \u7b49\u6846\u67b6\u8bad\u7ec3\u7684\u6a21\u578b\u7f16\u8bd1\u4e3a\u9ad8\u5ea6\u4f18\u5316\u7684\u53ef\u6267\u884c\u6587\u4ef6\uff0c\u4ece\u800c\u5145\u5206\u53d1\u6325 Trainium2 \u7684\u786c\u4ef6\u7b97\u529b\u3002\u5b98\u65b9\u94fe\u63a5\uff1a\u5b98\u65b9\u7f51\u7ad9<\/a><\/p>\n

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

\u81ea\u52a8\u786c\u4ef6\u9002\u914d<\/h3>\n

SageMaker Neo \u9488\u5bf9 Trainium2 \u7684\u795e\u7ecf\u7f51\u7edc\u6838\u5fc3\u548c\u5185\u5b58\u67b6\u6784\u8fdb\u884c\u4e86\u6df1\u5ea6\u8c03\u4f18\u3002\u5b83\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u6a21\u578b\u4e2d\u7684\u8ba1\u7b97\u74f6\u9888\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u5230 Trainium2 \u7684\u4e13\u7528\u77e9\u9635\u4e58\u6cd5\u5355\u5143\u4e0a\uff0c\u5b9e\u73b0\u6bd4\u901a\u7528 GPU \u6700\u9ad8 2 \u500d\u7684\u63a8\u7406\u541e\u5410\u91cf\u63d0\u5347\u3002<\/p>\n

\u65e0\u7f1d\u96c6\u6210 AWS \u751f\u6001<\/h3>\n

\u8be5\u5de5\u5177\u4e0e Amazon SageMaker\u3001ECS\u3001EKS \u7b49\u670d\u52a1\u6df1\u5ea6\u96c6\u6210\u3002\u7528\u6237\u53ea\u9700\u5728 SageMaker Pipelines \u4e2d\u6307\u5b9a Neo \u7f16\u8bd1\u6b65\u9aa4\uff0c\u5373\u53ef\u4e00\u952e\u5b8c\u6210\u6a21\u578b\u4f18\u5316\u3002\u652f\u6301\u589e\u91cf\u7f16\u8bd1\u548c\u7f13\u5b58\u673a\u5236\uff0c\u5927\u5e45\u7f29\u77ed\u8fed\u4ee3\u5468\u671f\u3002<\/p>\n

\u591a\u6846\u67b6\u652f\u6301<\/h3>\n
    \n
  • \u539f\u751f\u652f\u6301 PyTorch 2.x \u4e0e TensorFlow 2.x<\/li>\n
  • \u517c\u5bb9 ONNX \u683c\u5f0f\u6a21\u578b<\/li>\n
  • \u652f\u6301 Hugging Face Transformers \u7b49\u4e3b\u6d41\u9884\u8bad\u7ec3\u6a21\u578b<\/li>\n<\/ul>\n

    \u5e94\u7528\u573a\u666f<\/h2>\n

    \u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406<\/h3>\n

    \u9488\u5bf9\u751f\u6210\u5f0f AI \u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0cNeo for Trainium2 \u901a\u8fc7 KV-cache \u4f18\u5316\u548c\u52a8\u6001\u5f62\u72b6\u5904\u7406\uff0c\u5c06\u63a8\u7406\u5ef6\u8fdf\u964d\u4f4e 40% \u4ee5\u4e0a\uff0c\u9002\u5408\u667a\u80fd\u5ba2\u670d\u3001\u5185\u5bb9\u751f\u6210\u7b49\u5b9e\u65f6\u573a\u666f\u3002<\/p>\n

    \u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u591a\u6a21\u6001<\/h3>\n

    \u5728\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u3001OCR \u7b49\u4efb\u52a1\u4e2d\uff0c\u7f16\u8bd1\u5668\u81ea\u52a8\u878d\u5408\u5377\u79ef\u4e0e\u5f52\u4e00\u5316\u5c42\uff0c\u51cf\u5c11\u5185\u5b58\u8bbf\u95ee\u6b21\u6570\uff0c\u63d0\u5347\u8fb9\u7f18\u7aef\u63a8\u7406\u6548\u7387\u3002<\/p>\n

    \u91d1\u878d\u98ce\u63a7\u4e0e\u63a8\u8350\u7cfb\u7edf<\/h3>\n

    \u9488\u5bf9\u9ad8\u5e76\u53d1\u7684\u6392\u5e8f\u548c\u7279\u5f81\u5de5\u7a0b\u6a21\u578b\uff0cNeo \u63d0\u4f9b\u6279\u91cf\u7f16\u8bd1\u4f18\u5316\uff0c\u4f7f Trainium2 \u96c6\u7fa4\u80fd\u591f\u627f\u8f7d\u66f4\u5927\u7684\u8bf7\u6c42\u91cf\uff0c\u540c\u65f6\u4fdd\u6301\u4e9a\u6beb\u79d2\u7ea7\u54cd\u5e94\u3002<\/p>\n

    \u5982\u4f55\u4f7f\u7528<\/h2>\n

    \u4f7f\u7528\u6b65\u9aa4\u6781\u4e3a\u7b80\u5355\uff1a\u9996\u5148\u5728 SageMaker Studio \u4e2d\u521b\u5efa Notebook\uff0c\u52a0\u8f7d\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff1b\u7136\u540e\u8c03\u7528 sagemaker.neo.compilation_job<\/code> \u521b\u5efa\u7f16\u8bd1\u4efb\u52a1\uff0c\u6307\u5b9a\u76ee\u6807\u5b9e\u4f8b\u4e3a ml.trn2.*<\/code>\uff1b\u6700\u540e\u5c06\u7f16\u8bd1\u540e\u7684\u6a21\u578b\u90e8\u7f72\u5230 SageMaker Endpoint \u5373\u53ef\u3002AWS \u8fd8\u63d0\u4f9b\u9884\u7f6e\u7684\u4f18\u5316\u5bb9\u5668\u955c\u50cf\uff0c\u65e0\u9700\u624b\u52a8\u914d\u7f6e\u73af\u5883\u3002<\/p>\n

    \u603b\u7ed3\u800c\u8a00\uff0cAmazon SageMaker Neo for Trainium2 Model Compilation \u662f\u76ee\u524d\u4e91\u4e0a\u6700\u5148\u8fdb\u7684\u6a21\u578b\u7f16\u8bd1\u65b9\u6848\u4e4b\u4e00\uff0c\u5b83\u8ba9\u4f01\u4e1a\u80fd\u591f\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u83b7\u5f97\u63a5\u8fd1\u786c\u4ef6\u6781\u9650\u7684\u63a8\u7406\u6027\u80fd\uff0c\u662f AI \u5de5\u7a0b\u5316\u843d\u5730\u7684\u5173\u952e\u5de5\u5177\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    Amazon SageMaker Neo \u662f AWS \u4e13\u4e3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u90e8\u7f72\u8bbe\u8ba1\u7684\u7f16\u8bd1\u4f18\u5316\u670d\u52a1\u3002\u6700\u65b0\u63a8\u51fa\u7684 Sa […]<\/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":[10449,10458,10451,10459,9166],"class_list":["post-8392","post","type-post","status-publish","format-standard","hentry","category-4","tag-amazon-sagemaker-neo","tag-aws-","tag-trainium2-","tag-10459","tag-9166"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8392","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=8392"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8392\/revisions"}],"predecessor-version":[{"id":8393,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8392\/revisions\/8393"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8392"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8392"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8392"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}