{"id":156815,"date":"2025-11-15T14:17:00","date_gmt":"2025-11-15T22:17:00","guid":{"rendered":"https:\/\/blog.everpuredata.com\/?p=156815"},"modified":"2025-12-06T15:06:53","modified_gmt":"2025-12-06T23:06:53","slug":"why-storage-is-the-unsung-hero-for-ai","status":"publish","type":"post","link":"https:\/\/blog.everpuredata.com\/zh-hant\/perspectives\/why-storage-is-the-unsung-hero-for-ai\/","title":{"rendered":"\u70ba\u4f55\u5132\u5b58\u662f AI \u7684\u4e0d\u4e8c\u82f1\u96c4"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column has-medium-font-size is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-group has-border-color has-pure-orange-100-border-color has-primary-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-width:2px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<h3 class=\"wp-block-heading\" id=\"h-summary\">\u7e3d\u7d50<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5132\u5b58\u662f AI \u7684\u9aa8\u5e79\uff0c\u4f46\u96a8\u8457\u6a21\u578b\u8907\u96dc\u5ea6\u548c\u8cc7\u6599\u5f37\u5ea6\u7684\u589e\u52a0\uff0c\u50b3\u7d71\u5132\u5b58\u7cfb\u7d71\u7121\u6cd5\u8ddf\u4e0a\u8173\u6b65\u3002\u9748\u6d3b\u3001\u9ad8\u6548\u80fd\u7684\u5132\u5b58\u5e73\u53f0\u5c0d\u65bc\u652f\u63f4 AI \u7368\u7279\u4e14\u4e0d\u65b7\u8b8a\u5316\u7684\u9700\u6c42\u81f3\u95dc\u91cd\u8981\u3002\u00a0\u00a0<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group pdf-print-hide is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-f726d978 wp-block-group-is-layout-flex\"><div class=\"pdfprnt-buttons\"><a href=\"https:\/\/blog.everpuredata.com\/zh-hant\/wp-json\/wp\/v2\/posts\/156815?print=pdf\" class=\"pdfprnt-button pdfprnt-button-pdf\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/pdf.png?1953174090\" alt=\"image_pdf\" title=\"View PDF\" \/><\/a><a href=\"https:\/\/blog.everpuredata.com\/zh-hant\/wp-json\/wp\/v2\/posts\/156815?print=print\" class=\"pdfprnt-button pdfprnt-button-print\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/print.png?245231721\" alt=\"image_print\" title=\"Print Content\" \/><\/a><\/div>\n<\/div>\n\n\n\n<div id=\"CONTENT\" class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5728\u9081\u5411\u4eba\u5de5\u667a\u6167 \uff08AGI\uff09 \u7684\u7af6\u722d\u4e2d\uff0c\u5132\u5b58\u6280\u8853\u6b63\u5728\u52a0\u5feb\u8173\u6b65\u3002\u96d6\u7136\u6f14\u7b97\u6cd5\u548c\u904b\u7b97\u6210\u70ba\u7126\u9ede\uff0c\u4f46\u5132\u5b58\u88dd\u7f6e\u4ecd\u63a8\u52d5 AI \u7684\u7a81\u7834\u3002\u5728\u5feb\u9583\u9769\u547d\u671f\u9593\uff0c\u6bcf\u5169\u5e74 15K \u78c1\u789f\u505c\u6eef\u4e00\u500d\u7684\u904b\u7b97\u6548\u80fd\uff0c\u4f46\u555f\u7528\u4e86\u5feb\u9583\u7684\u865b\u64ec\u5316\u6280\u8853\uff0c\u5982\u4eca\uff0cGPU \u9a45\u52d5\u7684\u5de5\u4f5c\u8ca0\u8f09\u6b63\u5728\u63a8\u52d5\u5132\u5b58\u5275\u65b0\uff0c\u540c\u6642\u9700\u8981\u6548\u7387\u3001\u6c38\u7e8c\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e9\u671f\u7684 AI \u5de5\u4f5c\u53d7\u5230\u6f14\u7b97\u6cd5\u8907\u96dc\u6027\u548c\u8cc7\u6599\u7a00\u5c11\u7684\u9650\u5236\uff0c\u4f46\u96a8\u8457\u6f14\u7b97\u6cd5\u7684\u9032\u6b65\uff0c\u8a18\u61b6\u9ad4\u548c\u5132\u5b58\u7684\u74f6\u9838\u4e5f\u96a8\u4e4b\u51fa\u73fe\u3002\u9ad8\u6548\u80fd\u5132\u5b58\u6280\u8853\uff0c\u5982 ImageNet\uff0c\u63a8\u52d5\u4e86\u8996\u89ba\u6a21\u578b\uff0c\u4ee5\u53ca GPT-3\uff0c\u9700\u8981 PB \u5132\u5b58\u5bb9\u91cf\u3002\u5132\u5b58\u8a2d\u5099<a href=\"https:\/\/explodingtopics.com\/blog\/data-generated-per-day\" target=\"_blank\" rel=\"noreferrer noopener\">\u6bcf\u5929\u7522\u751f 4 \u5104 TB \u7684\u8cc7\u6599<\/a>\uff0c\u5fc5\u9808\u4ee5\u6beb\u79d2\u4ee5\u4e0b\u7684\u5ef6\u9072\u7ba1\u7406 exabyte \u7d1a\u5de5\u4f5c\u8ca0\u8f09\uff0c\u4ee5\u63a8\u52d5 AGI \u548c\u91cf\u5b50Machine Learning\u3002\u96a8\u8457 AI \u7684\u767c\u5c55\uff0c\u6bcf\u6ce2\u5275\u65b0\u90fd\u5c0d\u5132\u5b58\u8a2d\u5099\u63d0\u51fa\u4e86\u65b0\u7684\u9700\u6c42\uff0c\u63a8\u52d5\u5bb9\u91cf\u3001\u901f\u5ea6\u548c\u53ef\u64f4\u5145\u6027\u7684\u9032\u6b65\uff0c\u4ee5\u9069\u61c9\u65e5\u76ca\u8907\u96dc\u7684\u6a21\u578b\u548c\u66f4\u5927\u7684\u8cc7\u6599\u96c6\u3002<br\/><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d93\u5178Machine Learning (1980s-2015\uff09\uff1a<\/strong>\u8a9e\u97f3\u8fa8\u8b58\u548c\u76e3\u7763\u5f0f\u5b78\u7fd2\u6a21\u5f0f\u5c07\u8cc7\u6599\u96c6\u5f9e MB \u6210\u9577\u5230 GB\uff0c\u4f7f\u8cc7\u6599\u64f7\u53d6\u548c\u7d44\u7e54\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>deep learning\u9769\u547d (2012-2017\uff09\uff1a <\/strong>\u50cf AlexNet \u548c ResNet \u9019\u6a23\u7684\u6a21\u578b\u63a8\u52d5\u4e86\u5132\u5b58\u7684\u9700\u6c42\uff0c\u800c Word2Vec \u548c GloVe \u5247\u9032\u968e\u4e86\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff0c\u6539\u7528\u9069\u7528\u65bc TB \u7d1a\u8cc7\u6599\u96c6\u7684\u9ad8\u901f NVMe \u5132\u5b58\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u790e\u6a21\u578b \uff082018-\u73fe\u5728\uff09\uff1a <\/strong>BERT \u63a8\u51fa\u4e86 PB \u7d1a\u8cc7\u6599\u96c6\uff0cGPT-3 \u548c Llama 3 \u9700\u8981\u53ef\u64f4\u5145\u7684\u4f4e\u5ef6\u9072\u7cfb\u7d71\uff0c\u5982 Meta \u7684 Tectonic\uff0c\u4ee5\u8655\u7406\u6578\u5146\u4ee4\u724c\u4e26\u7dad\u6301\u6bcf\u79d2 7TB \u7684\u8f38\u9001\u91cf\u3002<\/li>\n\n\n\n<li><strong>Chinchilla \u64f4\u5c55\u6cd5 \uff082022\uff09\uff1a <\/strong>Chinchilla \u5f37\u8abf\uff0c\u8207 LLM \u6a21\u578b\u5927\u5c0f\u76f8\u6bd4\uff0c\u8cc7\u6599\u96c6\u4e0d\u65b7\u589e\u9577\uff0c\u56e0\u6b64\u9700\u8981\u5e73\u884c\u5b58\u53d6\u5132\u5b58\u88dd\u7f6e\u4f86\u512a\u5316\u6548\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5132\u5b58\u8a2d\u5099\u4e0d\u50c5\u652f\u63f4 AI\uff0c\u66f4\u900f\u904e\u6709\u6548\u4e14\u5927\u898f\u6a21\u5730\u7ba1\u7406\u5168\u7403\u4e0d\u65b7\u589e\u9577\u7684\u8cc7\u6599\uff0c\u5851\u9020\u5275\u65b0\u7684\u672a\u4f86\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c<a href=\"https:\/\/blog.everpuredata.com\/news-events\/ai-and-automotive-a-conversation-with-nvidia-and-pure-storage\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u81ea\u52d5\u99d5\u99db<\/a>\u4e2d\u7684 AI \u61c9\u7528\u7a0b\u5f0f\u4ef0\u8cf4\u80fd\u5920\u5373\u6642\u8655\u7406 PB \u7d1a\u611f\u61c9\u5668\u8cc7\u6599\u7684<a href=\"https:\/\/www.purestorage.com\/ai\" target=\"_blank\" rel=\"noreferrer noopener\">\u5132\u5b58\u5e73\u53f0<\/a>\uff0c\u800c<a href=\"https:\/\/blog.everpuredata.com\/perspectives\/modern-flash-storage-genomics-2\/\">\u57fa\u56e0\u9ad4\u5b78\u7814\u7a76<\/a>\u5247\u9700\u8981\u5feb\u901f\u5b58\u53d6\u5927\u91cf\u8cc7\u6599\u96c6\uff0c\u4ee5\u52a0\u901f\u767c\u73fe\u3002\u96a8\u8457 AI \u6301\u7e8c\u7a81\u7834\u8cc7\u6599\u7ba1\u7406\u7684\u754c\u9650\uff0c\u50b3\u7d71\u5132\u5b58\u7cfb\u7d71\u9762\u81e8\u8457\u8207\u9019\u4e9b\u4e0d\u65b7\u6f14\u9032\u7684\u9700\u6c42\u540c\u6b65\u7684\u6311\u6230\uff0c\u7a81\u986f\u51fa\u5c0d\u7279\u5b9a\u89e3\u6c7a\u65b9\u6848\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-ai-workloads-strain-traditional-storage-systems\">AI \u5de5\u4f5c\u8ca0\u8f09\u5982\u4f55\u9650\u5236\u50b3\u7d71\u5132\u5b58\u7cfb\u7d71<\/h2>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-656a8bb34e978529e4d5baaec5109a0d\" id=\"h-data-consolidation-and-volume-management\"><strong>\u8cc7\u6599\u5408\u4f75\u8207\u78c1\u789f\u5340\u7ba1\u7406<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u61c9\u7528\u7a0b\u5f0f\u53ef\u7ba1\u7406\u5f9e TB \u5230\u6578\u767e PB \u7684\u8cc7\u6599\u96c6\uff0c\u9060\u9060\u8d85\u904e NAS\u3001SAN \u548c\u50b3\u7d71\u76f4\u9023\u5f0f\u5132\u5b58\u7b49\u50b3\u7d71\u5132\u5b58\u7cfb\u7d71\u7684\u529f\u80fd\u3002\u9019\u4e9b\u7cfb\u7d71\u5c08\u70ba\u7522\u751f\u5831\u544a\u6216\u6aa2\u7d22\u7279\u5b9a\u8a18\u9304\u7b49\u7cbe\u78ba\u7684\u4ea4\u6613\u5de5\u4f5c\u8ca0\u8f09\u800c\u8a2d\u8a08\uff0c\u96e3\u4ee5\u61c9\u5c0d\u8cc7\u6599\u79d1\u5b78\u7684\u7e41\u91cd\u6574\u5408\u9700\u6c42\uff0c\u4ee5\u53ca AI\/ML \u5de5\u4f5c\u8ca0\u8f09\u7684\u6383\u7784\u3001\u9ad8\u901f\u5b58\u53d6\u6a21\u5f0f\u3002\u6a21\u578b\u8a13\u7df4\u9700\u8981\u6574\u500b\u8cc7\u6599\u96c6\u5927\u898f\u6a21\u6279\u6b21\u8cc7\u6599\u64f7\u53d6\uff0c\u4e26\u5f37\u8abf\u9019\u7a2e\u4e0d\u4e00\u81f4\u4e4b\u8655\u3002\u50b3\u7d71\u57fa\u790e\u67b6\u69cb\u7684\u525b\u6027\u67b6\u69cb\u3001\u5bb9\u91cf\u9650\u5236\u548c\u8f38\u9001\u91cf\u4e0d\u8db3\uff0c\u4f7f\u5176\u4e0d\u9069\u5408 AI \u7684\u898f\u6a21\u548c\u901f\u5ea6\uff0c\u51f8\u986f\u4e86\u5c0d\u5c08\u7528\u5132\u5b58\u5e73\u53f0\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-a8624889a5f4c92b85aa3a6237fd6558\" id=\"h-performance-bottlenecks-for-high-speed-data-access\"><strong>\u9ad8\u901f\u8cc7\u6599\u5b58\u53d6\u7684\u6548\u80fd\u74f6\u9838<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5373\u6642\u5206\u6790\u548c\u6c7a\u7b56\u5c0d\u65bc AI \u5de5\u4f5c\u8ca0\u8f09\u800c\u8a00\u81f3\u95dc\u91cd\u8981\uff0c\u4f46\u50b3\u7d71\u7684\u5132\u5b58\u67b6\u69cb\u901a\u5e38\u6703\u9020\u6210 IOPS \u4e0d\u8db3\u7684\u74f6\u9838\uff0c\u56e0\u70ba\u5b83\u5011\u662f\u91dd\u5c0d\u4e2d\u7b49\u4ea4\u6613\u4efb\u52d9\u800c\u975e AI \u5bc6\u96c6\u7684\u5e73\u884c\u8b80\u53d6\/\u5beb\u5165\u9700\u6c42\u6240\u6253\u9020\u3002\u6b64\u5916\uff0c\u65cb\u8f49\u78c1\u789f\u6216\u904e\u6642\u7684\u5feb\u53d6\u6a5f\u5236\u6240\u7522\u751f\u7684\u9ad8\u5ef6\u9072\u6703\u5ef6\u9072\u8cc7\u6599\u5b58\u53d6\uff0c\u9032\u800c\u589e\u52a0\u53d6\u5f97Insight\u7684\u6642\u9593\uff0c\u4e26\u964d\u4f4e AI \u6d41\u7a0b\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-edc4678bb4117a54656062189702428d\" id=\"h-handling-diverse-data-types-and-workloads\"><strong>\u8655\u7406\u5404\u7a2e\u8cc7\u6599\u985e\u578b\u548c\u5de5\u4f5c\u8ca0\u8f09<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u7cfb\u7d71\u53ef\u8655\u7406\u7d50\u69cb\u5316\u548c\u975e\u7d50\u69cb\u5316\u8cc7\u6599\uff0c\u5305\u62ec\u6587\u5b57\u3001\u5f71\u50cf\u3001\u97f3\u8a0a\u548c\u5f71\u7247\uff0c\u4f46\u50b3\u7d71\u5132\u5b58\u89e3\u6c7a\u65b9\u6848\u537b\u96e3\u4ee5\u61c9\u4ed8\u9019\u7a2e\u591a\u6a23\u6027\u3002\u5b83\u5011\u901a\u5e38\u91dd\u5c0d\u7d50\u69cb\u5316\u8cc7\u6599\u9032\u884c\u512a\u5316\uff0c\u5c0e\u81f4\u64f7\u53d6\u901f\u5ea6\u7de9\u6162\uff0c\u8655\u7406\u975e\u7d50\u69cb\u5316\u683c\u5f0f\u6548\u7387\u4f4e\u4e0b\u3002\u6b64\u5916\uff0c\u7d22\u5f15\u548c\u4e2d\u7e7c\u8cc7\u6599\u7ba1\u7406\u4e0d\u4f73\uff0c\u4f7f\u5f97\u96e3\u4ee5\u6709\u6548\u7d44\u7e54\u548c\u641c\u5c0b\u5404\u7a2e\u8cc7\u6599\u96c6\u3002\u50b3\u7d71\u7684\u7cfb\u7d71\u4e5f\u9762\u81e8\u5c0f\u6a94\u6848\u7684\u6548\u80fd\u554f\u984c\uff0c\u5728\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\u4e2d\u5f88\u5e38\u898b\uff0c\u56e0\u70ba\u4e2d\u7e7c\u8cc7\u6599\u7d93\u5e38\u9020\u6210\u5ef6\u9072\u548c\u8655\u7406\u6642\u9593\u5ef6\u9577\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-f540960f71904c4d8b3942c2f6c26744\" id=\"h-legacy-architecture-limitations\"><strong>\u50b3\u7d71\u67b6\u69cb\u9650\u5236<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u6311\u6230\u7684\u7d2f\u7a4d\u6548\u61c9\u662f\u50b3\u7d71\u5132\u5b58\u67b6\u69cb\u7121\u6cd5\u8ddf\u4e0a\u73fe\u4ee3 AI \u5de5\u4f5c\u8ca0\u8f09\u7684\u9700\u6c42\u3002\u4ed6\u5011\u7f3a\u4e4f\u6240\u9700\u7684\u9748\u6d3b\u6027\u3001\u6548\u80fd\u548c\u53ef\u64f4\u5145\u6027\uff0c\u4ee5\u652f\u63f4 AI \u7684\u591a\u6a23\u5316\u548c\u5927\u5bb9\u91cf\u8cc7\u6599\u9700\u6c42\u3002\u9019\u4e9b\u9650\u5236\u5f37\u8abf\u4e86\u5c0d\u9032\u968e\u5132\u5b58\u89e3\u6c7a\u65b9\u6848\u7684\u9700\u6c42\uff0c\u9019\u4e9b\u89e3\u6c7a\u65b9\u6848\u65e8\u5728\u8655\u7406 AI \u61c9\u7528\u7a0b\u5f0f\u7684\u7368\u7279\u6311\u6230\uff0c\u4f8b\u5982\u5feb\u901f\u64f4\u5145\u6027\u3001\u9ad8\u50b3\u8f38\u91cf\u3001\u4f4e\u5ef6\u9072\u548c\u591a\u6a23\u5316\u7684\u8cc7\u6599\u8655\u7406\u3002\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-key-storage-challenges-in-ai\">AI \u9762\u81e8\u7684\u4e3b\u8981\u5132\u5b58\u6311\u6230<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u5de5\u4f5c\u8ca0\u8f09\u5c0d\u5132\u5b58\u7cfb\u7d71\u6709\u7368\u7279\u7684\u9700\u6c42\uff0c\u800c\u89e3\u6c7a\u9019\u4e9b\u6311\u6230\u9700\u8981\u4ee5\u4e0b\u9818\u57df\u7684\u9032\u968e\u529f\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6574\u5408\u5f0f\u8cc7\u6599\u6574\u5408\uff1a<\/strong>\u8cc7\u6599\u5b64\u5cf6\u6703\u5206\u6563\u5bf6\u8cb4\u7684\u8cc7\u8a0a\uff0c\u9700\u8981\u6574\u5408\u5230\u652f\u63f4\u5404\u7a2e AI \u5de5\u4f5c\u8ca0\u8f09\u7684\u6574\u5408\u5f0f\u5e73\u53f0\uff0c\u4ee5\u9032\u884c\u6d41\u66a2\u7684\u8655\u7406\u548c\u8a13\u7df4\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u64f4\u5145\u7684\u6548\u80fd\u8207\u5bb9\u91cf\uff1a<\/strong>\u4e00\u500b\u5f37\u5927\u7684\u5132\u5b58\u5e73\u53f0\u5fc5\u9808\u7ba1\u7406\u5404\u7a2e I\/O \u8a2d\u5b9a\u6a94\uff0c\u4e26\u64f4\u5c55\u81f3 TB \u5230 exabyte\uff0c\u78ba\u4fdd\u4f4e\u5ef6\u9072\u3001\u9ad8\u50b3\u8f38\u91cf\u7684\u5b58\u53d6\u3002\u8a72\u5e73\u53f0\u80fd\u5920\u5be6\u73fe\u4e0d\u4e2d\u65b7\u7684\u64f4\u5c55\uff0c\u4f7f AI \u5de5\u4f5c\u8ca0\u8f09\u80fd\u5920\u96a8\u8457\u8cc7\u6599\u9700\u6c42\u7684\u589e\u9577\u800c\u7121\u7e2b\u64f4\u5c55\uff0c\u4e26\u4fdd\u6301\u9806\u66a2\u3001\u4e0d\u9593\u65b7\u7684\u71df\u904b\u3002<\/li>\n\n\n\n<li><strong>\u6a6b\u5411\u64f4\u5145\u5f48\u6027\uff1a <\/strong>\u70ba\u8a13\u7df4\u548c\u63a8\u8ad6\u8655\u7406\u5411\u91cf\u8cc7\u6599\u5eab\u548c\u9ad8\u4e26\u884c\u5de5\u4f5c\u8ca0\u8f09\u7684\u4f4e\u5ef6\u9072\u4ea4\u6613\u5b58\u53d6\uff0c\u9700\u8981\u540c\u6642\u63d0\u4f9b\u5169\u7a2e\u529f\u80fd\u7684\u5e73\u53f0\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u9760\u6027\u8207\u6301\u7e8c\u904b\u4f5c\u6642\u9593\uff1a<\/strong>\u96a8\u8457 AI \u5c0d\u4f01\u696d\u81f3\u95dc\u91cd\u8981\uff0c99.9999% \u7684\u6b63\u5e38\u904b\u884c\u6642\u9593\u81f3\u95dc\u91cd\u8981\u3002\u5132\u5b58\u5e73\u53f0\u5fc5\u9808\u652f\u63f4\u4e0d\u4e2d\u65b7\u7684\u5347\u7d1a\u548c\u786c\u9ad4\u66f4\u65b0\uff0c\u78ba\u4fdd\u6301\u7e8c\u904b\u4f5c\uff0c\u7d42\u7aef\u4f7f\u7528\u8005\u4e0d\u6703\u770b\u5230\u505c\u6a5f\u6642\u9593\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-optimizing-storage-across-the-ai-pipeline\">\u8de8 AI \u7ba1\u9053\u512a\u5316\u5132\u5b58<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f9e\u8cc7\u6599\u6574\u7406\u5230\u8a13\u7df4\u548c\u63a8\u8ad6\uff0c\u6709\u6548\u7684\u5132\u5b58\u89e3\u6c7a\u65b9\u6848\u5728 AI \u6d41\u7a0b\u7684\u6bcf\u500b\u968e\u6bb5\u90fd\u81f3\u95dc\u91cd\u8981\uff0c\u56e0\u70ba\u5b83\u5011\u80fd\u5920\u4f7f AI \u5de5\u4f5c\u8ca0\u8f09\u9ad8\u6548\u5927\u898f\u6a21\u904b\u4f5c\u3002AI \u6d41\u7a0b\u9700\u8981\u80fd\u5920\u9806\u66a2\u8655\u7406\u5ef6\u9072\u654f\u611f\u4efb\u52d9\u7684\u5132\u5b58\u88dd\u7f6e\uff0c\u53ef\u64f4\u5145\u4ee5\u6eff\u8db3\u9ad8\u4e26\u884c\u6027\u9700\u6c42\uff0c\u652f\u63f4\u5404\u7a2e\u8cc7\u6599\u985e\u578b\uff0c\u4e26\u5728\u5206\u6563\u5f0f\u74b0\u5883\u4e2d\u7dad\u6301\u6548\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfpGtQHeFat1Lsld0nPQfkQ5Ee1znjhHAPb_0YyxqdkQTZ7rS_AAAuIvcZEGX0H7fUTqpBGw1Fs6HgS0MGq0ZlRdtsjWUaXDeKSOwq6x9ddHwQMlxZJ2GhpD_68zlw08M5SPI7ftuQdn4wax21TthhVVKY?key=Z9svlj5qAS1uXFkcPyX93A\" alt=\"&#x8CC7;&#x6599;&#x6574;&#x7406;\"\/><\/figure>\n\n\n\n<h6 class=\"wp-block-heading has-text-align-center\" id=\"h-figure-1-storage-patterns-for-ai-are-varied-and-require-a-platform-built-for-multi-dimensional-performance\"><em>\u5716 1\uff1aAI \u7684\u5132\u5b58\u6a21\u5f0f\u5404\u4e0d\u76f8\u540c\uff0c\u9700\u8981\u5c08\u70ba\u591a\u7dad\u6548\u80fd\u6253\u9020\u7684\u5e73\u53f0\u3002<\/em><\/h6>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8cc7\u6599\u56fa\u5316\u968e\u6bb5\uff0c\u7ba1\u7406 PB \u5230 EB \u898f\u6a21\u7684\u8cc7\u6599\u96c6\u5f9e\u651d\u53d6\u958b\u59cb\uff0c\u5132\u5b58\u88dd\u7f6e\u5fc5\u9808\u7121\u7e2b\u64f4\u5c55\uff0c\u4ee5\u8655\u7406\u5927\u91cf\u8cc7\u6599\uff0c\u540c\u6642\u78ba\u4fdd\u9ad8\u50b3\u8f38\u91cf\u3002\u81ea\u52d5\u99d5\u99db\u7b49\u5373\u6642\u61c9\u7528\u7a0b\u5f0f\u9700\u8981\u4f4e\u5ef6\u9072\u5132\u5b58\uff0c\u624d\u80fd\u7acb\u5373\u8655\u7406\u50b3\u5165\u7684\u8cc7\u6599\u3002<a href=\"https:\/\/blog.everpuredata.com\/zh-hant\/?p=157682\">DirectFlash\u00ae \u6a21\u7d44 \uff08DFM\uff09<\/a> \u5728\u9019\u4e9b\u60c5\u5883\u4e2d\u8868\u73fe\u512a\u7570\uff0c\u7565\u904e\u50b3\u7d71 SSD \u67b6\u69cb\u76f4\u63a5\u5b58\u53d6 NAND \u5feb\u9583\u8a18\u61b6\u9ad4\uff0c\u63d0\u4f9b\u66f4\u5feb\u901f\u3001\u66f4\u4e00\u81f4\u7684\u6548\u80fd\uff0c\u4e26\u5927\u5e45\u964d\u4f4e\u5ef6\u9072\u3002\u8207\u50b3\u7d71 SSD \u548c SCM \u76f8\u6bd4\uff0cDFM \u4e5f\u63d0\u4f9b\u66f4\u9ad8\u7684\u80fd\u6e90\u6548\u7387\uff0c\u4f7f\u7d44\u7e54\u80fd\u5920\u6eff\u8db3\u5927\u898f\u6a21 AI \u5de5\u4f5c\u8ca0\u8f09\u7684\u9700\u6c42\uff0c\u540c\u6642\u512a\u5316\u529f\u8017\uff0c\u4e26\u5728\u9ad8\u4e26\u884c\u6027\u4e0b\u7dad\u6301\u53ef\u9810\u6e2c\u7684\u6548\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u96f2\u7aef\u8cc7\u6599\u5132\u5b58\u65b9\u6848\uff1a\u5fc5\u9808\u652f\u63f4\u7d93\u5e38\u5b58\u53d6\u7684\u8cc7\u6599\u7684\u9577\u671f\u4fdd\u7559\u548c\u5feb\u901f\u5b58\u53d6\u3002\u8655\u7406\u6b65\u9a5f\u662f\u6e96\u5099\u8a13\u7df4\u8cc7\u6599\u7684\u95dc\u9375\uff0c\u5132\u5b58\u88dd\u7f6e\u5fc5\u9808\u6709\u6548\u7ba1\u7406\u5404\u7a2e\u8cc7\u6599\u985e\u578b\u548c\u5927\u5c0f\uff0c\u4ee5 NFS\u3001SMB \u548c\u7269\u4ef6\u7b49\u683c\u5f0f\u8655\u7406\u7d50\u69cb\u5316\u548c\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 AI \u8a13\u7df4\u548c\u63a8\u8ad6\u968e\u6bb5\uff0c\u6a21\u578b\u8a13\u7df4\u6703\u7522\u751f\u5bc6\u96c6\u7684\u8b80\u53d6\/\u5beb\u5165\u9700\u6c42\uff0c\u9700\u8981\u6a6b\u5411\u64f4\u5145\u7684\u67b6\u69cb\uff0c\u4ee5\u78ba\u4fdd\u591a\u500b\u7bc0\u9ede\u7684\u6548\u80fd\u3002\u9ad8\u6548\u7684\u6aa2\u67e5\u9ede\u548c\u7248\u672c\u63a7\u5236\u7cfb\u7d71\u662f\u907f\u514d\u8cc7\u6599\u907a\u5931\u7684\u95dc\u9375\u3002\u9664\u4e86\u6aa2\u67e5\u9ede\u4e4b\u5916\uff0c\u65b0\u8208\u7684\u57fa\u790e\u67b6\u69cb\u5982<a href=\"https:\/\/blog.everpuredata.com\/perspectives\/optimize-genai-apps-with-rag-from-pure-storage-and-nvidia\/\">\u64f7\u53d6\u64f4\u589e\u4e16\u4ee3\uff08RAG\uff09<\/a>\u4e5f\u70ba\u5132\u5b58\u7cfb\u7d71\u5e36\u4f86\u4e86\u7368\u7279\u7684\u6311\u6230\u3002RAG \u5728\u63a8\u8ad6\u904e\u7a0b\u4e2d\u4ef0\u8cf4\u6709\u6548\u64f7\u53d6\u5916\u90e8\u77e5\u8b58\u5eab\uff0c\u8981\u6c42\u4f4e\u5ef6\u9072\u3001\u9ad8\u50b3\u8f38\u91cf\u7684\u5132\u5b58\u88dd\u7f6e\uff0c\u80fd\u5920\u8655\u7406\u4e26\u884c\u3001\u5e73\u884c\u7684\u67e5\u8a62\u3002\u9019\u589e\u52a0\u4e86<a href=\"https:\/\/blog.everpuredata.com\/products\/unlocking-the-power-of-metadata-management-with-flashblade\/\">\u4e2d\u7e7c\u8cc7\u6599\u7ba1\u7406\u548c<\/a>\u53ef\u64f4\u5145\u7d22\u5f15\u7684\u58d3\u529b\uff0c\u9700\u8981\u5148\u9032\u7684\u5132\u5b58\u67b6\u69cb\u4f86\u512a\u5316\u6548\u80fd\uff0c\u800c\u4e0d\u6703\u9047\u5230\u74f6\u9838\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u900f\u904e\u8b93\u5132\u5b58\u89e3\u6c7a\u65b9\u6848\u8207\u6bcf\u500b\u7ba1\u9053\u968e\u6bb5\u7684\u7279\u5b9a\u9700\u6c42\u4fdd\u6301\u4e00\u81f4\uff0c\u7d44\u7e54\u53ef\u4ee5\u6700\u4f73\u5316 AI \u6548\u80fd\uff0c\u4e26\u7dad\u6301\u6240\u9700\u7684\u5f48\u6027\uff0c\u4ee5\u652f\u63f4\u4e0d\u65b7\u6f14\u9032\u7684 AI \u9700\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-i-ntroducing-the-data-stream-solution\"><strong>\u4ecb\u7d39\u8cc7\u6599\u6d41\u89e3\u6c7a\u65b9\u6848<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u89e3\u6c7a\u70ba AI \u5de5\u4f5c\u6d41\u7a0b\u6e96\u5099\u539f\u59cb\u8cc7\u6599\u7684\u6301\u7e8c\u6027\u74f6\u9838\uff0cPure Storage \u6700\u8fd1\u63a8\u51fa\u4e86<strong><a href=\"https:\/\/blog.everpuredata.com\/products\/driving-the-future-of-ai-data-readiness-pure-storage-data-stream\/\">\u8cc7\u6599\u6d41<\/a><\/strong>\uff0c\u9019\u662f\u5c08\u70ba AI \u8cc7\u6599\u6e96\u5099\u5ea6\u958b\u767c\u7684 GPU \u5c0e\u5411\u6574\u5408\u5f0f\u786c\u9ad4 + \u8edf\u9ad4\u5806\u758a\u3002\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u4e32\u6d41\u8207\u55ae\u7d14\u5132\u5b58\u8cc7\u6599\u7684\u50b3\u7d71\u5132\u5b58\u7cfb\u7d71\u4e0d\u540c\uff0c\u5b83\u80fd\u4e3b\u52d5\u81ea\u52d5\u64f7\u53d6\u3001\u8f49\u63db\u548c\u6700\u4f73\u5316\u8cc7\u6599\u3002\u7136\u5f8c\u5927\u898f\u6a21\u5c07\u975e\u7d50\u69cb\u5316\u8cc7\u7522\uff08\u6587\u4ef6\u3001\u5f71\u50cf\u3001\u8868\u683c\uff09\u8f49\u5316\u70ba AI-Ready \u5411\u91cf\u548c\u4e2d\u7e7c\u8cc7\u6599\u3002\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u6d41\u5f9e\u591a\u91cd\u5354\u5b9a\u4f86\u6e90\uff08NFS\u3001SMB\u3001S3\uff09\u4e2d\u64f7\u53d6\u5927\u91cf\u6a94\u6848\uff0c\u57f7\u884c\u8a9e\u610f\u5316\u7684\u201c\u5340\u584a\u201d\uff08\u5982\u53e5\u5b50\u3001\u6bb5\u843d\uff09\u4ee5\u4fdd\u5b58\u5167\u5bb9\uff0c\u7136\u5f8c\u5f37\u5316\u4e26\u4ea4\u4ed8\u91dd\u5c0d\u5411\u91cf\u8cc7\u6599\u5eab\u548c GPU \u63a8\u8ad6\u7ba1\u9053\u6700\u4f73\u5316\u7684\u8f38\u51fa\u683c\u5f0f\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u60f3\u8981\u4e86\u89e3\u66f4\u591a\u8cc7\u8a0a\uff1f<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u9020\u8a2a <a href=\"https:\/\/www.google.com\/url?sa=t&amp;source=web&amp;rct=j&amp;opi=89978449&amp;url=https:\/\/www.purestorage.com\/solutions\/ai.html&amp;ved=2ahUKEwjGjMWHhZuKAxVJBdAFHUCeBIEQFnoECBEQAQ&amp;usg=AOvVaw0KVGJxecPqC5aHWSSLFQ0K\">AI \u89e3\u6c7a\u65b9\u6848\u9801\u9762<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u4e0b\u8f09\u767d\u76ae\u66f8\uff1aPure<a href=\"https:\/\/www.purestorage.com\/content\/dam\/pdf\/en\/white-papers\/bwp-the-pure-data-storage-platform-for-ai.pdf\"> Pure Storage AI \u5e73\u53f0 AI<\/a><\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group box-shadow is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-cover is-light\" 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https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/12\/AI-Data-Platform-2048x611.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-container-core-cover-is-layout-52e20806 wp-block-cover-is-layout-constrained\">\n<div class=\"wp-block-columns is-not-stacked-on-mobile is-layout-flex wp-container-core-columns-is-layout-1c666923 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-9053edae wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"margin-top:0px;margin-bottom:0px;padding-top:0px;padding-bottom:0px\">\n<p class=\"has-contrast-color has-text-color has-link-color wp-elements-419dc8dff457653171bf63933ccb488f wp-block-paragraph\" style=\"font-size:0.6rem\">Pure Storage 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