{"id":6176,"date":"2026-01-30T15:05:21","date_gmt":"2026-01-30T07:05:21","guid":{"rendered":"https:\/\/www.elite.cloud\/?p=6176"},"modified":"2026-01-30T15:16:16","modified_gmt":"2026-01-30T07:16:16","slug":"amazon-sagemaker-hyperpod-ai-training-cost-optimization","status":"publish","type":"post","link":"https:\/\/www.elite.cloud\/zh\/post\/amazon-sagemaker-hyperpod-ai-training-cost-optimization\/","title":{"rendered":"Amazon SageMaker HyperPod \u65b0\u529f\u80fd\uff1a\u964d\u4f4e AI \u8a13\u7df4\u6210\u672c\u7684\u5169\u5927\u80fd\u529b"},"content":{"rendered":"\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"AI \u8a13\u7df4\u6210\u672c\u592a\u9ad8\uff1fSageMaker HyperPod \u9019\u5169\u500b\u65b0\u529f\u80fd\u6b63\u5728\u5e6b\u4f01\u696d\u7701\u9322\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/XQ0sLK9YSAE?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Amazon SageMaker HyperPod \u65b0\u589e\u4e86\u54ea\u4e9b AI \u8a13\u7df4\u80fd\u529b\uff1f<\/h2>\n\n\n\n<p><strong>Amazon SageMaker HyperPod<\/strong> \u662f AWS \u63d0\u4f9b\u7684 <strong>\u4f01\u696d\u7d1a AI \u8a13\u7df4\u53e2\u96c6\u670d\u52d9<\/strong>\uff0c\u5c08\u70ba\u5927\u898f\u6a21\u6a21\u578b\u8a13\u7df4\u800c\u8a2d\u8a08\uff0c\u5354\u52a9\u4f01\u696d\u5728\u96f2\u7aef\u6574\u5408 GPU\uff0fAI \u52a0\u901f\u5668\u3001\u7db2\u8def\u8207\u6392\u7a0b\u8cc7\u6e90\uff0c\u964d\u4f4e\u81ea\u884c\u7ba1\u7406\u8a13\u7df4\u57fa\u790e\u67b6\u69cb\u7684\u8907\u96dc\u5ea6\u3002\u5728\u6b64\u57fa\u790e\u4e0a\uff0cAmazon SageMaker HyperPod \u65b0\u589e\u4e86\u5169\u9805 AI \u6a21\u578b\u8a13\u7df4\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7121\u6aa2\u67e5\u9ede\u8a13\u7df4<\/strong><\/li>\n\n\n\n<li><strong>\u5f48\u6027\u8a13\u7df4<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u9019\u5169\u9805\u80fd\u529b\u7684\u6838\u5fc3\u76ee\u6a19\u662f\uff1a<strong>\u964d\u4f4e\u8a13\u7df4\u4e2d\u65b7\u98a8\u96aa\u3001\u63d0\u5347 GPU \u4f7f\u7528\u7387\uff0c\u4e26\u52a0\u5feb AI \u6a21\u578b\u4ea4\u4ed8\u901f\u5ea6\u3002<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u66f4\u591a\u95dc\u65bc Amazon SageMaker \u7684\u8a02\u50f9\u8207\u4ecb\u7d39\uff0c\u53ef\u4ee5\u53c3\u8003\uff1a<a href=\"https:\/\/www.elite.cloud\/zh\/post\/amazon-sagemaker-price-saving-guide\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u514d\u8cbb\u4f7f\u7528 Amazon SageMaker\uff1f\u5168\u9762\u89e3\u6790\u5b9a\u50f9\u6a21\u578b\u8207\u7bc0\u8cbb\u653b\u7565<\/a><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>\u7121<\/strong>\u6aa2\u67e5\u9ede\u8a13\u7df4\u7684\u904b\u4f5c\u539f\u7406<\/strong><\/h2>\n\n\n\n<p>\u7121\u6aa2\u67e5\u9ede\u8a13\u7df4\u662f <strong>Amazon SageMaker HyperPod<\/strong> \u65b0\u589e\u7684\u95dc\u9375\u80fd\u529b\uff0c\u900f\u904e\u7bc0\u9ede\u9593\u72c0\u614b\u540c\u6b65\u8207\u5373\u6642\u5fa9\u539f\u6a5f\u5236\uff0c<strong>\u4e0d\u518d\u4f9d\u8cf4\u50b3\u7d71 checkpoint \u91cd\u555f\u6d41\u7a0b<\/strong>\u3002\u5373\u4f7f\u8a13\u7df4\u904e\u7a0b\u4e2d\u767c\u751f\u7bc0\u9ede\u6216\u786c\u9ad4\u6545\u969c\uff0c\u4e5f\u80fd\u5728<strong>\u6578\u5206\u9418\u5167\u5b8c\u6210\u5fa9\u539f<\/strong>\uff0c\u907f\u514d\u6574\u500b\u8a13\u7df4\u4efb\u52d9\u4e2d\u65b7\u3002\u9019\u9805\u80fd\u529b\u7279\u5225\u9069\u5408\u5927\u898f\u6a21\u3001\u591a\u52a0\u901f\u5668\u7684\u6a21\u578b\u8a13\u7df4\u5834\u666f\uff0c\u53ef\u5927\u5e45\u964d\u4f4e\u505c\u6a5f\u6642\u9593\u3001\u6e1b\u5c11\u8cc7\u6e90\u9592\u7f6e\uff0c\u52a0\u5feb\u6a21\u578b\u5f9e\u8a13\u7df4\u5230\u4e0a\u7dda\u7684\u6574\u9ad4\u6642\u7a0b\u3002\u5176\u904b\u4f5c\u65b9\u5f0f\u53ef\u62c6\u89e3\u70ba\u4ee5\u4e0b\u5e7e\u500b\u91cd\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0d\u4e2d\u65b7\u7684\u6a21\u578b\u72c0\u614b\u4fdd\u5b58<\/strong>\uff1a\u6a21\u578b\u72c0\u614b\u6703\u6301\u7e8c\u5206\u6563\u4fdd\u5b58\u65bc\u8a13\u7df4\u53e2\u96c6\u4e2d\uff0c\u800c\u975e\u53ea\u4f9d\u8cf4\u55ae\u4e00 checkpoint \u6a94\u6848\u3002<\/li>\n\n\n\n<li><strong>\u7bc0\u9ede\u9593\u5373\u6642\u72c0\u614b\u63a5\u624b<\/strong>\uff1a\u7576\u67d0\u500b\u7bc0\u9ede\u767c\u751f\u6545\u969c\u6642\uff0c\u7531\u5065\u5eb7\u7bc0\u9ede\u5373\u6642\u63a5\u624b\u5176\u72c0\u614b\uff0c\u7121\u9700\u91cd\u555f\u6574\u500b\u8a13\u7df4\u4efb\u52d9\u3002<\/li>\n\n\n\n<li><strong>\u8df3\u904e\u50b3\u7d71\u5fa9\u539f\u74f6\u9838<\/strong>\uff1a\u7701\u7565\u4efb\u52d9\u91cd\u555f\u3001checkpoint \u8b80\u53d6\u3001\u8cc7\u6599\u91cd\u65b0\u521d\u59cb\u5316\u7b49\u8017\u6642\u6b65\u9a5f\uff0c\u5c07\u5fa9\u539f\u6642\u9593\u5f9e\u5c0f\u6642\u7e2e\u77ed\u81f3\u5206\u9418\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6838\u5fc3\u6a5f\u5236\u5354\u540c\u904b\u4f5c<\/strong>\uff1a\u7d50\u5408\u901a\u8a0a\u521d\u59cb\u5316\u6700\u4f73\u5316\u3001\u8a18\u61b6\u9ad4\u5c0d\u6620\u8cc7\u6599\u8f09\u5165\u3001\u884c\u7a0b\u5167\u5fa9\u539f\u8207\u7bc0\u9ede\u9593\u72c0\u614b\u8907\u5beb\u7b49\u6280\u8853\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u5ea6\u81ea\u52d5\u5316\u3001\u96f6\u4eba\u5de5\u4ecb\u5165<\/strong>\uff1a\u7531 HyperPod \u8a13\u7df4\u904b\u7b97\u5b50\u7d71\u4e00\u5354\u8abf\uff0c\u80fd\u81ea\u52d5\u5075\u6e2c\u4e26\u4fee\u5fa9\u6545\u969c\uff0c\u5373\u4f7f\u5728\u6578\u5343\u500b AI \u52a0\u901f\u5668\u898f\u6a21\u4e0b\u4e5f\u80fd\u7a69\u5b9a\u904b\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u900f\u904e\u4e0a\u8ff0\u6a5f\u5236\uff0c\u7121\u6aa2\u67e5\u9ede\u8a13\u7df4\u80fd\u986f\u8457\u964d\u4f4e\u8a13\u7df4\u505c\u6a5f\u6642\u9593\uff0c\u63d0\u5347\u8cc7\u6e90\u4f7f\u7528\u6548\u7387\uff0c\u4e26\u52a0\u5feb\u5927\u578b AI \u6a21\u578b\u5f9e\u8a13\u7df4\u5230\u4e0a\u7dda\u7684\u6574\u9ad4\u901f\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5f48\u6027\u8a13\u7df4\u7684\u904b\u4f5c\u539f\u7406<\/strong><\/h2>\n\n\n\n<p>\u5f48\u6027\u8a13\u7df4\u8b93\u6a21\u578b\u8a13\u7df4\u5de5\u4f5c\u80fd<strong>\u5373\u6642\u611f\u77e5\u53e2\u96c6\u8cc7\u6e90\u72c0\u614b<\/strong>\uff0c\u5728\u6709\u9592\u7f6e GPU\uff0f\u52a0\u901f\u5668\u6642\u81ea\u52d5\u64f4\u5145\u7b97\u529b\uff0c\u7576\u9ad8\u512a\u5148\u5e8f\u5de5\u4f5c\uff08\u5982\u63a8\u8ad6\uff09\u9700\u8981\u8cc7\u6e90\u6642\u518d\u5e73\u9806\u7e2e\u6e1b\u3002\u6574\u500b\u904e\u7a0b\u4e0d\u9700\u4eba\u5de5\u4ecb\u5165\uff0c\u8a13\u7df4\u4ecd\u53ef\u6301\u7e8c\u9032\u884c\uff0c\u4e26\u900f\u904e\u7dad\u6301\u5168\u57df batch size \u8207\u8abf\u6574\u5b78\u7fd2\u7387\uff0c\u78ba\u4fdd\u6a21\u578b\u6536\u6582\u54c1\u8cea\u4e0d\u53d7\u5f71\u97ff\u3002\u9019\u8b93\u4f01\u696d\u80fd\u5728\u5171\u4eab\u53e2\u96c6\u4e2d<strong>\u6700\u5927\u5316\u8cc7\u6e90\u5229\u7528\u7387<\/strong>\uff0c\u540c\u6642\u964d\u4f4e\u8a13\u7df4\u8207\u71df\u904b\u6210\u672c\u3002\u5f48\u6027\u8a13\u7df4\u900f\u904e\u5373\u6642\u611f\u77e5\u53e2\u96c6\u8cc7\u6e90\u72c0\u614b\uff0c\u8b93\u8a13\u7df4\u5de5\u4f5c\u80fd\u81ea\u52d5\u4f9d\u53ef\u7528\u7b97\u529b\u9032\u884c\u64f4\u7e2e\uff0c\u4e26\u5728\u4e0d\u5f71\u97ff\u6a21\u578b\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\uff0c\u7dad\u6301\u8a13\u7df4\u6301\u7e8c\u9032\u884c\u3002\u5176\u6838\u5fc3\u904b\u4f5c\u65b9\u5f0f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5373\u6642\u8cc7\u6e90\u611f\u77e5\u8207\u6c7a\u7b56<\/strong>\uff1a\u900f\u904e HyperPod \u8a13\u7df4\u904b\u7b97\u5b50\u6574\u5408 Kubernetes \u6392\u7a0b\u6a5f\u5236\uff0c\u6301\u7e8c\u76e3\u63a7 Pod \u72c0\u614b\u3001\u7bc0\u9ede\u53ef\u7528\u6027\u8207\u5de5\u4f5c\u512a\u5148\u9806\u5e8f\u3002<\/li>\n\n\n\n<li><strong>\u52d5\u614b\u64f4\u7e2e\u8a13\u7df4\u898f\u6a21<\/strong>\uff1a\u5728\u6709\u9592\u7f6e\u52a0\u901f\u5668\u6642\u81ea\u52d5\u65b0\u589e\u8cc7\u6599\u4e26\u884c\u526f\u672c\uff0c\u52a0\u901f\u8a13\u7df4\uff1b\u7576\u8cc7\u6e90\u9700\u8b93\u7d66\u9ad8\u512a\u5148\u5e8f\u5de5\u4f5c\u6642\uff0c\u5e73\u9806\u79fb\u9664\u90e8\u5206\u526f\u672c\u800c\u4e0d\u4e2d\u65b7\u4efb\u52d9\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u4e2d\u65b7\u7684\u7e2e\u6e1b\u6a5f\u5236<\/strong>\uff1a\u7e2e\u6e1b\u7b97\u529b\u6642\u4e0d\u9700\u7d42\u6b62\u6574\u500b\u8a13\u7df4\u5de5\u4f5c\uff0c\u4f7f\u8a13\u7df4\u80fd\u4ee5\u8f03\u4f4e\u8cc7\u6e90\u6301\u7e8c\u63a8\u9032\u3002<\/li>\n\n\n\n<li><strong>\u7dad\u6301\u6a21\u578b\u6536\u6582\u54c1\u8cea<\/strong>\uff1a\u5728\u64f4\u7e2e\u904e\u7a0b\u4e2d\u4fdd\u7559\u5168\u57df batch size\uff0c\u4e26\u540c\u6b65\u8abf\u6574\u5b78\u7fd2\u7387\uff0c\u907f\u514d\u5f71\u97ff\u6a21\u578b\u6536\u6582\u7d50\u679c\u3002<\/li>\n\n\n\n<li><strong>\u96f6\u4eba\u5de5\u4ecb\u5165\u7684\u81ea\u52d5\u5316\u6d41\u7a0b<\/strong>\uff1a\u6574\u500b\u64f4\u7e2e\u904e\u7a0b\u5b8c\u5168\u81ea\u52d5\u5b8c\u6210\uff0c\u5de5\u7a0b\u5718\u968a\u7121\u9700\u53cd\u8986\u624b\u52d5\u8abf\u6574\u8a13\u7df4\u8a2d\u5b9a\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u900f\u904e\u5f48\u6027\u8a13\u7df4\uff0c\u4f01\u696d\u80fd\u5728\u5171\u4eab\u53e2\u96c6\u4e2d\u66f4\u6709\u6548\u5229\u7528 GPU\uff0fAI \u52a0\u901f\u5668\u8cc7\u6e90\uff0c\u540c\u6642\u517c\u9867\u8a13\u7df4\u6548\u7387\u3001\u6210\u672c\u63a7\u7ba1\u8207\u6a21\u578b\u54c1\u8cea\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5c0d\u65bc\u4f01\u696d\u7684\u50f9\u503c<\/strong><\/h2>\n\n\n\n<p>\u7121\u6aa2\u67e5\u9ede\u8a13\u7df4\u8207\u5f48\u6027\u8a13\u7df4\u8b93 AI 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GPU\uff0f\u52a0\u901f\u5668\u4f7f\u7528\u6548\u7387<\/strong>\uff1a\u8a13\u7df4\u53ef\u5373\u6642\u5438\u6536\u9592\u7f6e\u7b97\u529b\uff0c\u907f\u514d\u8cc7\u6e90\u88ab\u9396\u6b7b\u6216\u9577\u6642\u9593\u9592\u7f6e\u3002<\/li>\n\n\n\n<li><strong>\u7e2e\u77ed\u6a21\u578b\u4ea4\u4ed8\u8207\u4e0a\u5e02\u6642\u7a0b<\/strong>\uff1a\u6e1b\u5c11\u7b49\u5f85\u5fa9\u539f\u8207\u4eba\u5de5\u8abf\u6574\u8cc7\u6e90\u7684\u6642\u9593\uff0c\u52a0\u5feb\u6a21\u578b\u8fed\u4ee3\u8207\u7522\u54c1\u4e0a\u7dda\u901f\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u964d\u4f4e\u5de5\u7a0b\u8207\u7dad\u904b\u8ca0\u64d4<\/strong>\uff1a\u81ea\u52d5\u5316\u5fa9\u539f\u8207\u64f4\u7e2e\u6a5f\u5236\uff0c\u8b93\u5718\u968a\u5c08\u6ce8\u65bc\u6a21\u578b\u54c1\u8cea\u8207\u5be6\u9a57\u6210\u679c\uff0c\u800c\u975e\u57fa\u790e\u67b6\u69cb\u7ba1\u7406\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5225\u9069\u5408\u4e2d\u5927\u578b AI 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