{"id":8228,"date":"2026-06-26T09:46:11","date_gmt":"2026-06-26T01:46:11","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=8228"},"modified":"2026-06-26T09:46:12","modified_gmt":"2026-06-26T01:46:12","slug":"ai-%e6%8e%a8%e7%90%86%e5%a4%9a%e7%ba%a7%e7%bc%93%e5%ad%98%e4%bc%98%e5%8c%96%e8%90%bd%e5%9c%b0%ef%bc%9a%e5%89%8a%e5%87%8f%e5%86%97%e4%bd%99%e7%ae%97%e5%8a%9b%ef%bc%8c%e9%99%8d%e4%bd%8e%e4%bc%81","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/8228","title":{"rendered":"AI \u63a8\u7406\u591a\u7ea7\u7f13\u5b58\u4f18\u5316\u843d\u5730\uff1a\u524a\u51cf\u5197\u4f59\u7b97\u529b\uff0c\u964d\u4f4e\u4f01\u4e1a\u5927\u6a21\u578b TCO"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u884c\u4e1a\u7b97\u529b\u6210\u672c\u73b0\u72b6\uff1a\u91cd\u590d\u8ba1\u7b97\u63a8\u9ad8\u4f01\u4e1a AI \u8fd0\u8425\u652f\u51fa<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2026 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https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/06\/\u5fae\u4fe1\u56fe\u7247_20260622091654_2724_29-768x432.png 768w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/06\/\u5fae\u4fe1\u56fe\u7247_20260622091654_2724_29.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u7f13\u5b58\u4f18\u5316\u6838\u5fc3\u5e95\u5c42\u6280\u672f\u539f\u7406<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u524d\u5546\u7528\u843d\u5730\u7684\u7f13\u5b58\u4f53\u7cfb\u4ee5 KV \u7f13\u5b58\u4e3a\u6838\u5fc3\u8f7d\u4f53\uff0c\u642d\u914d\u4e09\u5c42\u5206\u7ea7\u5b58\u50a8\u3001\u524d\u7f00\u54c8\u5e0c\u5339\u914d\u3001\u7f13\u5b58\u6dd8\u6c70\u8c03\u5ea6\u4e09\u7c7b\u914d\u5957\u6280\u672f\uff0c\u5b8c\u6574\u6d88\u9664\u91cd\u590d\u63a8\u7406\u5f00\u9500\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">KV 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94.7%\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u7ea7\u5206\u5c42\u5b58\u50a8\u67b6\u6784\u5b9e\u73b0\u7f13\u5b58\u5bb9\u91cf\u5f39\u6027\u6269\u5bb9\uff0c\u7b2c\u4e00\u5c42 GPU \u9ad8\u901f HBM \u663e\u5b58\u5b58\u653e\u9ad8\u9891\u77ed\u671f\u7f13\u5b58\uff0c\u7b2c\u4e8c\u5c42\u670d\u52a1\u5668 DRAM \u627f\u8f7d\u4e2d\u9891 KV \u5757\uff0c\u7b2c\u4e09\u5c42 SSD \u6301\u4e45\u5316\u4f4e\u9891\u957f\u5468\u671f\u7f13\u5b58\uff0c\u901a\u8fc7\u5f02\u6b65\u5378\u8f7d\u673a\u5236\u5e73\u8861\u663e\u5b58\u5360\u7528\u4e0e\u8bfb\u53d6\u5ef6\u8fdf\uff0c\u540c\u7b49\u786c\u4ef6\u6761\u4ef6\u4e0b\u96c6\u7fa4\u5e76\u53d1\u627f\u8f7d\u91cf\u63d0\u5347 2 \u81f3 4 \u500d\u3002\u5e73\u53f0\u5185\u7f6e\u54c8\u5e0c\u524d\u7f00\u5339\u914d\u6a21\u5757\uff0c\u81ea\u52a8\u8bc6\u522b\u8bf7\u6c42\u5185\u91cd\u590d\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u6587\u6863\u6a21\u677f\uff0c\u65e0\u9700\u4eba\u5de5\u6807\u8bb0\u7f13\u5b58\u5173\u952e\u5b57\u6bb5\uff0c\u9002\u914d\u4f01\u4e1a\u6807\u51c6\u5316\u95ee\u7b54\u3001\u6279\u91cf\u6587\u6863\u89e3\u6790\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u914d\u5957\u667a\u80fd\u6dd8\u6c70\u8c03\u5ea6\u673a\u5236\u91c7\u7528 LRU + \u4e1a\u52a1\u6743\u91cd\u590d\u5408\u7b56\u7565\uff0c\u533a\u5206\u5ba2\u670d\u5bf9\u8bdd\u3001\u5185\u90e8\u516c\u6587\u3001\u4e34\u65f6\u6d4b\u8bd5\u4e09\u7c7b\u6d41\u91cf\u8bbe\u7f6e\u5dee\u5f02\u5316 TTL \u8fc7\u671f\u5468\u671f\uff0c\u9ad8\u9891\u4e1a\u52a1\u7f13\u5b58\u7559\u5b58 48 \u5c0f\u65f6\uff0c\u4e34\u65f6\u6d4b\u8bd5\u7f13\u5b58 4 \u5c0f\u65f6\u81ea\u52a8\u6e05\u7406\uff0c\u7f13\u5b58\u547d\u4e2d\u7387\u7a33\u5b9a\u7ef4\u6301 75% \u4ee5\u4e0a\uff0c\u89c4\u907f\u8fc7\u671f\u7f13\u5b58\u9020\u6210\u7684\u5185\u5bb9\u5931\u771f\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u7f13\u5b58\u4f18\u5316\u4e09\u91cd\u6838\u5fc3\u4ef7\u503c\uff1a\u7b97\u529b\u3001\u6210\u672c\u3001\u6027\u80fd\u540c\u6b65\u6539\u5584<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u524a\u51cf\u5197\u4f59\u7b97\u529b\uff0c\u63d0\u5347\u786c\u4ef6\u5229\u7528\u7387<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e0\u7f13\u5b58\u63a8\u7406\u96c6\u7fa4 GPU \u5cf0\u503c\u663e\u5b58\u6301\u7eed\u88ab\u91cd\u590d KV \u5411\u91cf\u5360\u7528\uff0c\u5355\u5361\u53ef\u627f\u8f7d\u5e76\u53d1\u6570\u4e0a\u9650\u53d7\u9650\u3002\u90e8\u7f72\u5168\u6808\u7f13\u5b58\u65b9\u6848\u540e\uff0c\u91cd\u590d\u8bf7\u6c42\u8df3\u8fc7\u9ad8\u7b97\u529b\u6d88\u8017\u7684\u9884\u586b\u5145\u6b65\u9aa4\uff0c\u5355\u5361 GPU \u6709\u6548\u541e\u5410\u91cf\u63d0\u5347 58% \u81f3 372%\uff0c\u540c\u7b49\u4e1a\u52a1\u6d41\u91cf\u4e0b\u670d\u52a1\u5668\u786c\u4ef6\u91c7\u8d2d\u91cf\u51cf\u5c11 40%\u3002\u661f\u5b87\u667a\u7b97\u5206\u5e03\u5f0f\u7f13\u5b58\u652f\u6301\u8de8\u8282\u70b9 KV \u6570\u636e\u5171\u4eab\uff0c\u591a\u673a\u96c6\u7fa4\u7f13\u5b58\u4e92\u901a\uff0c\u6d88\u9664\u5355\u673a\u7f13\u5b58\u9694\u79bb\u5e26\u6765\u7684\u8d44\u6e90\u5272\u88c2\u95ee\u9898\uff0c\u6574\u4f53\u7b97\u529b\u5229\u7528\u7387\u7a33\u5b9a\u7a81\u7834 90%\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u5168\u94fe\u8def\u538b\u7f29 AI \u7efc\u5408\u4f7f\u7528\u6210\u672c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6210\u672c\u4f18\u5316\u8986\u76d6\u786c\u4ef6\u3001Token \u8ba1\u8d39\u3001\u7535\u529b\u8fd0\u7ef4\u4e09\u5927\u7ef4\u5ea6\u3002\u516c\u6709\u4e91 API \u573a\u666f\u4e0b\uff0c\u7f13\u5b58\u8bfb\u53d6 Token \u8ba1\u8d39\u4ec5\u4e3a\u539f\u751f\u8c03\u7528 10%\uff0c\u6807\u51c6\u5316\u5ba2\u670d\u573a\u666f\u6708\u5ea6 Token \u652f\u51fa\u4e0b\u964d 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