{"id":21399,"date":"2022-08-17T08:15:00","date_gmt":"2022-08-17T15:15:00","guid":{"rendered":"https:\/\/ambiq.com\/blog\/%e4%b8%ba%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%a8%a1%e5%9e%8b%e9%80%89%e6%8b%a9%e6%9c%80%e4%bd%b3%e5%86%85%e5%ad%98\/"},"modified":"2025-08-20T21:09:50","modified_gmt":"2025-08-21T04:09:50","slug":"choosing-the-best-memory-for-your-ai-model","status":"publish","type":"blog","link":"https:\/\/ambiq.com\/cn\/blog\/choosing-the-best-memory-for-your-ai-model\/","title":{"rendered":"\u4e3a\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u9009\u62e9\u6700\u4f73\u5185\u5b58"},"content":{"rendered":"\n<p>\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u79cd\u975e\u5e38\u8017\u8d39\u5185\u5b58\u7684\u5e94\u7528\u3002\u5e78\u8fd0\u7684\u662f\uff0cAmbiq \u7684 Apollo4 Plus 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\"\u7ec4\u6210\u3002\u5355\u72ec\u6765\u770b\uff0c\u8fd9\u4e9b\u795e\u7ecf\u5143\u975e\u5e38\u7b80\u5355\uff1a\u5b83\u4eec\u63a5\u6536\u4e00\u4e2a\u8f93\u5165\u503c\uff0c\u7136\u540e\u4e58\u4ee5\u4e0e\u8be5\u7279\u5b9a\u795e\u7ecf\u5143\u76f8\u5173\u7684 \"\u6743\u91cd\"\u3002\u5177\u6709\u6743\u91cd\u7684\u795e\u7ecf\u5143\u4f1a\u5bf9\u7ec4\u5408\u5e94\u7528 \"\u6fc0\u6d3b\u51fd\u6570\"\uff0c\u7136\u540e\u5c06\u5176\u8f93\u5165\u5230\u4e0b\u4e00\u5c42\u3002\u5bf9\u4e8e\u4e00\u4e2a\u8bad\u7ec3\u6709\u7d20\u7684\u6a21\u578b\u6765\u8bf4\uff0c\u6743\u91cd\u662f\u9759\u6001\u7684\uff0c\u6c38\u8fdc\u4e0d\u4f1a\u6539\u53d8\u3002  <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"440\" src=\"https:\/\/ambiq.com\/wp-content\/uploads\/2022\/07\/how-ai-uses-memory.jpg\" alt=\"&#x4EBA;&#x5DE5;&#x667A;&#x80FD;&#x5982;&#x4F55;&#x4F7F;&#x7528;&#x5185;&#x5B58;\" class=\"wp-image-6181\" style=\"width:1000px\" title=\"\" srcset=\"\/wp-content\/uploads\/2022\/07\/how-ai-uses-memory.jpg 1200w, \/wp-content\/uploads\/2022\/07\/how-ai-uses-memory-150x55.jpg 150w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n<\/div>\n<p>\u8bda\u7136\uff0c\u8fd9\u79cd\u63cf\u8ff0\u8fc7\u4e8e\u7b80\u5355\u3002\u4e0d\u8fc7\uff0c\u5b83\u786e\u5b9e\u8868\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u5185\u5b58\u5229\u7528\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u9759\u6001\u90e8\u5206\u548c\u52a8\u6001\u90e8\u5206\u3002\u9759\u6001\u90e8\u5206\u4ee3\u8868\u6743\u91cd\u3002\u52a8\u6001\u90e8\u5206\u5305\u62ec\u6839\u636e\u8fd9\u4e9b\u6743\u91cd\u6d41\u7ecf\u795e\u7ecf\u5143\u7684\u503c\uff0c\u4e5f\u79f0\u4e3a \"\u6fc0\u6d3b\"\u3002\u6211\u4eec\u5c06\u5229\u7528\u8fd9\u4e9b\u4e8b\u5b9e\u6765\u63a2\u8ba8\u5982\u4f55\u9488\u5bf9 Apollo4 Plus \u7684\u5185\u5b58\u914d\u7f6e\u4f18\u5316\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002   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\u662f\u4e00\u4e2a\u8fd0\u884c\u65f6\u89e3\u91ca\u5668\uff0c\u53ef\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8fd0\u884c\u6570\u636e\uff0c\u6bcf\u6b21\u63a8\u7406\u90fd\u8981\u6267\u884c\u4e0a\u8ff0\u64cd\u4f5c\u6570\u767e\u4e07\u6b21\u3002\u5fae\u63a7\u5236\u5668\u7684\u5185\u5b58\u67b6\u6784\u53cd\u6620\u4e86\u8fd0\u884c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6240\u9700\u7684\u6743\u91cd\u548c\u6fc0\u6d3b\u5185\u5b58\u7c7b\u578b\u3002\u6a21\u578b\u7684\u6743\u91cd\u5b9a\u4e49\u4e3a\u6a21\u578b\u5404\u5c42\u4f7f\u7528\u7684\u53c2\u6570\uff08\u5305\u62ec\u53ef\u8bad\u7ec3\u548c\u4e0d\u53ef\u8bad\u7ec3\u7684\u53c2\u6570\uff09\uff0c\u5b58\u50a8\u5728\u6a21\u578b\u6570\u7ec4\uff08\u7528\u4e8e\u5b58\u50a8\u548c\u5206\u6790\u7684\u591a\u4e2a\u6a21\u578b\u5bf9\u8c61\u7684\u96c6\u5408\uff09\u4e2d\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u7f16\u8bd1\u5668\u6307\u4ee4\u63a7\u5236\u7f16\u8bd1\u8fc7\u7a0b\u4e2d\u8fd9\u4e9b\u5185\u5b58\u5bf9\u8c61\u7684\u4f4d\u7f6e\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u5728 AmbiqSuite SDK \u4e2d\u5c31\u662f\u8fd9\u6837\u63a7\u5236\u653e\u7f6e\u4f4d\u7f6e\u7684\uff1a    <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"87\" src=\"https:\/\/ambiq.com\/wp-content\/uploads\/2022\/07\/computer-code.jpg\" alt=\"&#x6A21;&#x578B;&#x6FC0;&#x6D3B;\" class=\"wp-image-6178\" style=\"width:1000px\" title=\"\" srcset=\"\/wp-content\/uploads\/2022\/07\/computer-code.jpg 1200w, \/wp-content\/uploads\/2022\/07\/computer-code-150x11.jpg 150w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n<\/div>\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\"><strong>\u963f\u6ce2\u7f57 4 Plus \u56de\u5fc6<\/strong><\/h2>\n\n<p>Apollo4 Plus SoC \u63d0\u4f9b\u4e09\u79cd\u53ef\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u5b58\u50a8\u5668\uff1aMRAM\u3001\u7d27\u8026\u5408\u5b58\u50a8\u5668\uff08TCM\uff09\u548c SSRAM\u3002MRAM \u662f\u4e00\u79cd\u9ad8\u6548\u7684\u975e\u6613\u5931\u6027\u5b58\u50a8\u5668\uff0c\u4e3b\u8981\u7528\u4e8e\u5b58\u50a8\u9759\u6001\u503c\u3002TCM \u662f\u4e00\u79cd\u9ad8\u6027\u80fd\u8bfb\/\u5199\u5b58\u50a8\u5668\uff0c\u987e\u540d\u601d\u4e49\uff0c\u4e0e CPU \u7d27\u5bc6\u8026\u5408\u3002SSRAM \u662f\u901a\u7528\u8bfb\/\u5199\u5b58\u50a8\u5668\uff0c\u4e0e CPU \"\u8ddd\u79bb \"\u8f83\u8fdc\u3002\u8bbf\u95ee\u6bcf\u79cd\u5b58\u50a8\u5668\u90fd\u4f1a\u4ea7\u751f\u4e0d\u540c\u7684\u529f\u8017\u548c\u6027\u80fd\u5f71\u54cd\u3002    <\/p>\n\n<h2 class=\"wp-block-heading\" style=\"font-size:26px\"><strong>\u5b9e\u9a8c<\/strong><\/h2>\n\n<p>\u4f17\u6240\u5468\u77e5\uff0cTensorFlow \u7684\u6027\u80fd\u5f88\u96be\u9884\u6d4b\u3002\u56e0\u6b64\uff0c\u8fdb\u884c\u5b9e\u9a8c\u662f\u4e00\u79cd\u66f4\u7b80\u5355\u7684\u65b9\u6cd5\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u8fd0\u884c\u4e86<sup>MLPerf2<\/sup>Tiny Inference 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\/><\/figure>\n<\/div>\n<p>\u6709\u51e0\u4e2a\u8981\u70b9\u9700\u8981\u6ce8\u610f\uff1a<\/p>\n\n<ul class=\"wp-block-list\">\n<li>\u6211\u4eec\u4ece\u4e0d\u5728 MRAM \u4e2d\u5b58\u50a8\u6fc0\u6d3b\uff0c\u56e0\u4e3a\u6fc0\u6d3b\u662f\u52a8\u6001\u7684\uff0c\u800c MRAM \u559c\u6b22\u4fdd\u6301\u9759\u6001<\/li>\n\n\n\n<li>\u6211\u4eec\u5173\u95ed\u6240\u6709\u4e0d\u4f7f\u7528\u7684\u5185\u5b58<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-results\" style=\"font-size:26px\"><strong>\u7ed3\u679c<\/strong><\/h2>\n\n<p>\u4e0b\u56fe\u663e\u793a\u4e86\u6bcf\u4e2a\u5b9e\u9a8c\u7684\u6d4b\u91cf\u7ed3\u679c\uff0c\u76f8\u5bf9\u4e8e\u6211\u4eec\u9009\u62e9\u7684\u4e00\u5207\u8fd0\u884c\u5728 TCM \u4e2d\u7684\u57fa\u7ebf\u3002\u6211\u4eec\u4f7f\u7528\u5750\u6807\u8f74\u6765\u5938\u5927\u5b9e\u9a8c\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u7ec4\u5408\u4e2d\u7684\u4efb\u4f55\u4e00\u4e2a\u90fd\u975e\u5e38\u9002\u5408\u5728\u7269\u8054\u7f51\u8fb9\u7f18\u8bbe\u5907\u4e0a\u8fd0\u884c\u5173\u952e\u8bcd\u641c\u7d22\u3002  <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"685\" src=\"https:\/\/ambiq.com\/wp-content\/uploads\/2022\/07\/relative-performance-and-energy-utilization-of-experiments.jpg\" alt=\"&#x5B9E;&#x9A8C;&#x7684;&#x76F8;&#x5BF9;&#x6027;&#x80FD;&#x548C;&#x80FD;&#x6E90;&#x5229;&#x7528;&#x7387;\" class=\"wp-image-6180\" style=\"width:1000px\" title=\"\" srcset=\"\/wp-content\/uploads\/2022\/07\/relative-performance-and-energy-utilization-of-experiments.jpg 1200w, \/wp-content\/uploads\/2022\/07\/relative-performance-and-energy-utilization-of-experiments-150x86.jpg 150w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n<\/div>\n<p>\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u5f53\u4e0e TCM \u6216 SSRAM \u914d\u5408\u4f7f\u7528\u65f6\uff0cMRAM \u53ef\u63d0\u4f9b\u51fa\u8272\u7684\u6027\u80fd\u548c\u80fd\u6548\u3002<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusions\" style=\"font-size:26px\"><strong>\u7ed3\u8bba<\/strong><\/h2>\n\n<p>\u4eba\u5de5\u667a\u80fd\u9700\u8981\u5927\u91cf\u5185\u5b58\uff0c\u5305\u62ec\u9759\u6001\u548c\u52a8\u6001\u5185\u5b58\u3002\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u5fc5\u987b\u4e0e\u5176\u4ed6\u5e94\u7528\u5171\u4eab\u5185\u5b58\u3002Apollo4 Plus 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class=\"has-small-font-size\"><sup>1<\/sup>TensorFlow\u3001TensorFlow \u5fbd\u6807\u548c\u4efb\u4f55\u76f8\u5173\u6807\u5fd7\u5747\u4e3a\u8c37\u6b4c\u516c\u53f8\u7684\u5546\u6807\u3002  <\/p>\n\n<p class=\"has-small-font-size\"><sup>2<\/sup>MLPerf \u662f\u4e00\u4e2a\u7531\u6765\u81ea\u5b66\u672f\u754c\u3001\u7814\u7a76\u5b9e\u9a8c\u5ba4\u548c\u4ea7\u4e1a\u754c\u7684\u4eba\u5de5\u667a\u80fd\u9886\u519b\u4eba\u7269\u7ec4\u6210\u7684\u8054\u76df\uff0c\u5176\u4f7f\u547d\u662f \"\u5efa\u7acb\u516c\u5e73\u3001\u6709\u7528\u7684\u57fa\u51c6\"\uff0c\u4e3a\u786c\u4ef6\u3001\u8f6f\u4ef6\u548c\u670d\u52a1\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6027\u80fd\u63d0\u4f9b\u65e0\u504f\u89c1\u7684\u8bc4\u4f30-\u6240\u6709\u8bc4\u4f30\u5747\u5728\u89c4\u5b9a\u7684\u6761\u4ef6\u4e0b\u8fdb\u884c<a href=\"https:\/\/mlcommons.org\/en\/policies\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u3002 <\/a>https:\/\/mlcommons.org\/en\/policies\/\u3002  <\/p>\n\n<p class=\"has-small-font-size\"><sup>3<\/sup> <a href=\"https:\/\/www.ambiq.com\/spot\" target=\"_blank\" rel=\"noreferrer noopener\">SPOT\u00ae\uff08\u9608\u4e0b\u529f\u7387\u4f18\u5316\u6280\u672f<\/a>\uff09\u662f Ambiq\u00ae \u7684\u4e13\u6709\u6280\u672f\u5e73\u53f0\u3002\u5b83\u901a\u8fc7\u63d0\u4f9b\u5e02\u573a\u4e0a\u5168\u7403\u6700\u8282\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u80fd\u6027\u3002 <\/p>\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u79cd\u975e\u5e38\u8017\u8d39\u5185\u5b58\u7684\u5e94\u7528\u3002\u5e78\u8fd0\u7684\u662f\uff0cAmbiq \u7684 Apollo4 Plus \u6709\u591a\u79cd\u5185\u5b58\u7c7b\u578b\u548c\u914d\u7f6e\u53ef\u4f9b\u9009\u62e9\u3002\u51b3\u5b9a\u4f7f\u7528\u54ea\u79cd\u5185\u5b58\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u53ef\u80fd\u9700\u8981\u505a\u4e00\u4e9b\u5b9e\u9a8c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u4e00\u4e9b\u5b9e\u9a8c\uff0c\u7ed3\u679c\u4f9b\u60a8\u53c2\u8003\u3002\u6b63\u5982\u60a8\u5728\u4e0b\u6587\u4e2d\u770b\u5230\u7684\uff0c\u6709\u5f88\u591a\u4e0d\u9519\u7684\u9009\u62e9\u53ef\u4ee5\u5e2e\u52a9\u6ee1\u8db3\u60a8\u7684\u8bbe\u8ba1\u8981\u6c42\u3002 \u4eba\u5de5\u667a\u80fd\u5982\u4f55\u4f7f\u7528\u5185\u5b58 \u6df1\u5ea6\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7531\u4e00\u7cfb\u5217\u5c42\u7ec4\u6210\uff0c\u6bcf\u4e2a\u5c42\u7531\u8bb8\u591a\u6240\u8c13\u7684 \"\u795e\u7ecf\u5143 \"\u7ec4\u6210\u3002\u5355\u72ec\u6765\u770b\uff0c\u8fd9\u4e9b\u795e\u7ecf\u5143\u975e\u5e38\u7b80\u5355\uff1a\u5b83\u4eec\u63a5\u6536\u4e00\u4e2a\u8f93\u5165\u503c\uff0c\u7136\u540e\u4e58\u4ee5\u4e0e\u8be5\u7279\u5b9a\u795e\u7ecf\u5143\u76f8\u5173\u7684 \"\u6743\u91cd\"\u3002\u5177\u6709\u6743\u91cd\u7684\u795e\u7ecf\u5143\u4f1a\u5bf9\u7ec4\u5408\u5e94\u7528<\/p>\n","protected":false},"author":21,"featured_media":15425,"template":"","blog-category":[],"blog-tag":[3559,3561,3472,3474,3476],"class_list":["post-21399","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-tag-3559","blog-tag-3561","blog-tag-3472","blog-tag-3474","blog-tag-3476"],"acf":[],"_links":{"self":[{"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/blog\/21399","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/users\/21"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/media\/15425"}],"wp:attachment":[{"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/media?parent=21399"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/blog-category?post=21399"},{"taxonomy":"blog-tag","embeddable":true,"href":"https:\/\/ambiq.com\/cn\/wp-json\/wp\/v2\/blog-tag?post=21399"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}