{"id":22202,"date":"2026-06-10T13:28:15","date_gmt":"2026-06-10T05:28:15","guid":{"rendered":"https:\/\/ab123.xyz\/?p=22202"},"modified":"2026-06-10T13:28:15","modified_gmt":"2026-06-10T05:28:15","slug":"amazon-sagemaker-feature-store-optimization-%e5%85%a8%e9%9d%a2%e8%a7%a3%e6%9e%90%ef%bc%9a%e6%8f%90%e5%8d%87%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e6%80%a7%e8%83%bd%e7%9a%84%e5%85%b3","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=22202","title":{"rendered":"Amazon SageMaker Feature Store Optimization \u5168\u9762\u89e3\u6790\uff1a\u63d0\u5347\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6027\u80fd\u7684\u5173\u952e\u5de5\u5177"},"content":{"rendered":"<p>\u5728\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u6d41\u4e2d\uff0c\u7279\u5f81\u5de5\u7a0b\u4e0e\u7279\u5f81\u7ba1\u7406\u662f\u5f71\u54cd\u6a21\u578b\u51c6\u786e\u6027\u4e0e\u6548\u7387\u7684\u6838\u5fc3\u73af\u8282\u3002Amazon SageMaker Feature Store Optimization \u4f5c\u4e3a AWS \u63a8\u51fa\u7684\u4e13\u4e1a\u7279\u5f81\u5b58\u50a8\u4f18\u5316\u65b9\u6848\uff0c\u5e2e\u52a9\u6570\u636e\u79d1\u5b66\u5bb6\u548c MLOps \u5de5\u7a0b\u5e08\u9ad8\u6548\u7ba1\u7406\u3001\u590d\u7528\u548c\u76d1\u63a7\u7279\u5f81\u6570\u636e\uff0c\u4ece\u800c\u52a0\u901f\u6a21\u578b\u8fed\u4ee3\u5e76\u964d\u4f4e\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8be5\u5de5\u5177\u7684\u529f\u80fd\u3001\u4f18\u52bf\u3001\u5e94\u7528\u573a\u666f\u53ca\u5b9e\u64cd\u6307\u5357\uff0c\u5e76\u9644\u4e0a\u5b98\u65b9\u5165\u53e3\u3002<\/p>\n<h2>\u6838\u5fc3\u529f\u80fd\u4e0e\u67b6\u6784<\/h2>\n<p>Amazon SageMaker Feature Store \u662f\u4e00\u4e2a\u4e13\u4e3a\u673a\u5668\u5b66\u4e60\u8bbe\u8ba1\u7684\u7aef\u5230\u7aef\u7279\u5f81\u4ed3\u5e93\uff0c\u652f\u6301\u5728\u7ebf\u4e0e\u79bb\u7ebf\u4e24\u79cd\u5b58\u50a8\u6a21\u5f0f\u3002Optimization \u529f\u80fd\u805a\u7126\u4e8e\u63d0\u5347\u7279\u5f81\u6570\u636e\u7684\u5b58\u53d6\u6548\u7387\u4e0e\u4e00\u81f4\u6027\u3002<\/p>\n<h3>\u7edf\u4e00\u7684\u7279\u5f81\u6ce8\u518c\u4e0e\u53d1\u73b0<\/h3>\n<p>\u56e2\u961f\u53ef\u901a\u8fc7 Feature Store \u7684 API \u6216 SDK \u6ce8\u518c\u7279\u5f81\u5b9a\u4e49\uff0c\u6240\u6709\u7279\u5f81\u5143\u6570\u636e\uff08\u5982\u7c7b\u578b\u3001\u6765\u6e90\u3001\u65f6\u95f4\u6233\uff09\u81ea\u52a8\u7f16\u5165\u76ee\u5f55\u3002\u6570\u636e\u79d1\u5b66\u5bb6\u501f\u52a9\u5185\u7f6e\u641c\u7d22\u529f\u80fd\u5feb\u901f\u5b9a\u4f4d\u5df2\u6709\u7279\u5f81\uff0c\u907f\u514d\u91cd\u590d\u5f00\u53d1\u3002<\/p>\n<h3>\u79bb\u7ebf\u6279\u91cf\u5904\u7406\u4e0e\u5728\u7ebf\u4f4e\u5ef6\u8fdf\u67e5\u8be2<\/h3>\n<p>\u79bb\u7ebf\u5b58\u50a8\u57fa\u4e8e Amazon S3\uff0c\u9002\u7528\u4e8e\u5386\u53f2\u8bad\u7ec3\u6570\u636e\u7684\u5927\u89c4\u6a21\u6279\u91cf\u8bfb\u53d6\uff1b\u5728\u7ebf\u5b58\u50a8\u57fa\u4e8e Amazon DynamoDB \u6216 Redis\uff0c\u652f\u6301\u6beb\u79d2\u7ea7\u5b9e\u65f6\u7279\u5f81\u68c0\u7d22\uff0c\u6ee1\u8db3\u5728\u7ebf\u63a8\u7406\u573a\u666f\u3002Optimization \u81ea\u52a8\u8c03\u6574\u5b58\u50a8\u5206\u533a\u7b56\u7565\u4e0e\u7f13\u5b58\u673a\u5236\uff0c\u663e\u8457\u63d0\u5347\u67e5\u8be2\u901f\u5ea6\u3002<\/p>\n<h3>\u7279\u5f81\u76d1\u63a7\u4e0e\u5f02\u5e38\u68c0\u6d4b<\/h3>\n<p>\u5185\u7f6e\u76d1\u63a7\u4eea\u8868\u76d8\u53ef\u8ffd\u8e2a\u7279\u5f81\u7684\u7edf\u8ba1\u5206\u5e03\u53d8\u5316\u3001\u7f3a\u5931\u7387\u53ca\u5ef6\u8fdf\u60c5\u51b5\uff0c\u5f53\u6570\u636e\u6f02\u79fb\u6216\u8d28\u91cf\u4e0b\u964d\u65f6\u89e6\u53d1\u544a\u8b66\uff0c\u5e2e\u52a9\u56e2\u961f\u53ca\u65f6\u5b9a\u4f4d\u95ee\u9898\u3002<\/p>\n<h2>\u4f18\u52bf\u4e0e\u4ef7\u503c<\/h2>\n<p>\u901a\u8fc7 Amazon SageMaker Feature Store Optimization\uff0c\u4f01\u4e1a\u80fd\u83b7\u5f97\u4ee5\u4e0b\u663e\u8457\u6536\u76ca\uff1a<\/p>\n<ul>\n<li><strong>\u52a0\u901f\u6a21\u578b\u5f00\u53d1<\/strong>\uff1a\u7279\u5f81\u590d\u7528\u7387\u63d0\u5347 40% \u4ee5\u4e0a\uff0c\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\u5de5\u4f5c\u3002<\/li>\n<li><strong>\u964d\u4f4e\u5b58\u50a8\u6210\u672c<\/strong>\uff1a\u81ea\u52a8\u51b7\u70ed\u6570\u636e\u5206\u5c42\u4e0e\u538b\u7f29\uff0c\u5728\u7ebf\u5b58\u50a8\u8d39\u7528\u6700\u9ad8\u8282\u7701 60%\u3002<\/li>\n<li><strong>\u4fdd\u8bc1\u4e00\u81f4\u6027<\/strong>\uff1a\u8bad\u7ec3\u4e0e\u63a8\u7406\u4f7f\u7528\u540c\u4e00\u7279\u5f81\u7248\u672c\uff0c\u6d88\u9664\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u7279\u5f81\u504f\u5dee\u3002<\/li>\n<li><strong>\u7b80\u5316\u8fd0\u7ef4<\/strong>\uff1a\u65e0\u9700\u624b\u52a8\u7ba1\u7406\u5b58\u50a8\u96c6\u7fa4\uff0cAWS \u8d1f\u8d23\u5e95\u5c42\u6269\u5bb9\u4e0e\u6545\u969c\u8f6c\u79fb\u3002<\/li>\n<\/ul>\n<h2>\u5178\u578b\u5e94\u7528\u573a\u666f<\/h2>\n<p>\u8be5\u5de5\u5177\u9002\u7528\u4e8e\u591a\u79cd\u673a\u5668\u5b66\u4e60\u6d41\u6c34\u7ebf\uff1a<\/p>\n<h3>\u5b9e\u65f6\u63a8\u8350\u7cfb\u7edf<\/h3>\n<p>\u7535\u5546\u5e73\u53f0\u4f7f\u7528\u5728\u7ebf\u7279\u5f81\u5b58\u50a8\u4fdd\u5b58\u7528\u6237\u5b9e\u65f6\u884c\u4e3a\u6570\u636e\uff0c\u7ed3\u5408\u79bb\u7ebf\u5386\u53f2\u7279\u5f81\u8bad\u7ec3\u53ec\u56de\u6a21\u578b\uff0c\u5b9e\u73b0\u6beb\u79d2\u7ea7\u4e2a\u6027\u5316\u63a8\u8350\u3002<\/p>\n<h3>\u91d1\u878d\u98ce\u63a7\u6a21\u578b<\/h3>\n<p>\u94f6\u884c\u5c06\u4ea4\u6613\u6d41\u6c34\u7279\u5f81\u5b58\u5165 Feature Store\uff0c\u5229\u7528 Optimization \u7684\u65f6\u95f4\u65c5\u884c\u529f\u80fd\u56de\u6eaf\u6570\u636e\uff0c\u6784\u5efa\u6b3a\u8bc8\u68c0\u6d4b\u6a21\u578b\uff0c\u5e76\u6ee1\u8db3\u5ba1\u8ba1\u5408\u89c4\u8981\u6c42\u3002<\/p>\n<h3>\u7269\u8054\u7f51\u9884\u6d4b\u7ef4\u62a4<\/h3>\n<p>\u8bbe\u5907\u4f20\u611f\u5668\u6570\u636e\u7ecf\u8fc7\u6e05\u6d17\u540e\u5199\u5165 Feature Store\uff0c\u79bb\u7ebf\u8bad\u7ec3\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff0c\u5728\u7ebf\u63a8\u7406\u65f6\u5b9e\u65f6\u8bfb\u53d6\u6700\u65b0\u4f20\u611f\u7279\u5f81\uff0c\u63d0\u524d\u9884\u8b66\u8bbe\u5907\u6545\u969c\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528 Optimization \u529f\u80fd<\/h2>\n<p>\u4f7f\u7528 Amazon SageMaker Feature Store Optimization \u901a\u5e38\u9075\u5faa\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u5728 AWS \u63a7\u5236\u53f0\u6216\u901a\u8fc7 SDK \u521b\u5efa Feature Group\uff0c\u5b9a\u4e49\u7279\u5f81\u540d\u79f0\u3001\u7c7b\u578b\u4e0e\u5b58\u50a8\u7b56\u7565\u3002<\/li>\n<li>\u8c03\u7528 <code>put_record<\/code> \u63a5\u53e3\u5c06\u5904\u7406\u540e\u7684\u7279\u5f81\u6570\u636e\u5199\u5165\u79bb\u7ebf\u6216\u5728\u7ebf\u5b58\u50a8\u3002<\/li>\n<li>\u5229\u7528 <code>get_record<\/code> \u6216 <code>batch_get_record<\/code> \u8bfb\u53d6\u7279\u5f81\uff0c\u4f5c\u4e3a\u6a21\u578b\u8f93\u5165\u3002<\/li>\n<li>\u542f\u7528\u81ea\u52a8\u4f18\u5316\u914d\u7f6e\uff08\u5982\u5206\u533a\u952e\u8c03\u6574\u3001TTL \u8bbe\u7f6e\uff09\uff0c\u964d\u4f4e\u8fd0\u7ef4\u5f00\u9500\u3002<\/li>\n<li>\u901a\u8fc7 CloudWatch \u76d1\u63a7\u7279\u5f81\u8d28\u91cf\u9762\u677f\uff0c\u6301\u7eed\u4f18\u5316\u7279\u5f81\u751f\u547d\u5468\u671f\u3002<\/li>\n<\/ol>\n<p>\u66f4\u591a\u8be6\u7ec6\u4ecb\u7ecd\u4e0e\u6700\u4f73\u5b9e\u8df5\uff0c\u8bf7\u8bbf\u95ee\uff1a<a href=\"https:\/\/aws.amazon.com\/sagemaker\/feature-store\/\" target=\"_blank\">Amazon SageMaker Feature Store \u5b98\u65b9\u7f51\u7ad9<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u6d41\u4e2d\uff0c\u7279\u5f81\u5de5\u7a0b\u4e0e\u7279\u5f81\u7ba1\u7406\u662f\u5f71\u54cd\u6a21\u578b\u51c6\u786e\u6027\u4e0e\u6548\u7387\u7684\u6838\u5fc3\u73af\u8282\u3002Amazon SageMaker Fe [&hellip;]<\/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":[25427,25431,25430,25429,25428],"class_list":["post-22202","post","type-post","status-publish","format-standard","hentry","category-4","tag-amazon-sagemaker","tag-aws","tag-mlops","tag-25429","tag-25428"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/22202","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=22202"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/22202\/revisions"}],"predecessor-version":[{"id":22203,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/22202\/revisions\/22203"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=22202"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=22202"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=22202"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}