{"id":1160266,"date":"2026-01-14T20:12:45","date_gmt":"2026-01-15T04:12:45","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&p=1160266"},"modified":"2026-01-14T20:12:47","modified_gmt":"2026-01-15T04:12:47","slug":"jing-liu","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/jing-liu\/","title":{"rendered":"\u5218\u749f\uff1a\u5728\u7cfb\u7edf\u5efa\u9020\u8005\u65f6\u4ee3\uff0c\u8ba9\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u5b9e\u73b0\u201c\u81ea\u6211\u8fdb\u5316\u201d"},"content":{"rendered":"\n

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\u201c\u5982\u4eca\u7684\u786c\u4ef6\u4e0e\u5e94\u7528\u90fd\u6bd4\u4ee5\u5f80\u66f4\u52a0\u591a\u6837\u5316\uff0c\u6574\u4e2a\u7cfb\u7edf\u73af\u5883\u5904\u4e8e\u4e00\u79cd\u2018\u4e0a\u4e0b\u7686\u52a8\u2019\u7684\u590d\u6742\u72b6\u6001\u3002\u201d\u5218\u749f\u6307\u51fa\uff0c\u201c\u4f5c\u4e3a\u627f\u4e0a\u542f\u4e0b\u7684\u7edf\u4e00\u4e2d\u95f4\u5c42\uff0c\u4f20\u7edf\u64cd\u4f5c\u7cfb\u7edf\u6b63\u53d8\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u201d<\/p>\n\n\n\n

\u9762\u5bf9\u8fd9\u79cd\u590d\u6742\u6027\uff0c\u5218\u749f\u6240\u5728\u7684\u7cfb\u7edf\u56e2\u961f\u6b63\u4ece\u4e24\u6761\u8def\u5f84\u63a8\u52a8\u7cfb\u7edf\u521b\u65b0\uff1a\u201cAI for System\u201d\u00a0\u548c \u201cSystem for AI\u3002\u201d<\/p>\n\n\n\n

\u5728\u00a0\u201cAI for System\u201d\u00a0\u7684\u7814\u7a76\u65b9\u5411\u4e0a\uff0c\u5218\u749f\u6307\u51fa\uff0c\u4f20\u7edf\u7cfb\u7edf\u4e3a\u4e86\u517c\u5bb9\u6210\u5343\u4e0a\u4e07\u79cd\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u5f80\u5f80\u5305\u542b\u5927\u91cf\u5197\u4f59\u4ee3\u7801\u548c\u786c\u7f16\u7801\u51b3\u7b56\u3002\u8fd9\u4e9b\u903b\u8f91\u88ab\u201c\u5199\u6b7b\u201d\u5728\u6e90\u4ee3\u7801\u4e2d\uff0c\u7f3a\u4e4f\u52a8\u6001\u8c03\u6574\u80fd\u529b\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5bfc\u81f4\u7cfb\u7edf\u5373\u4fbf\u5904\u7406\u7b80\u5355\u4efb\u52a1\uff0c\u4e5f\u9700\u8c03\u7528\u5927\u91cf\u8d44\u6e90\u3002\u201c\u4f8b\u5982\uff0c\u8fd0\u884c\u4e00\u4e2a\u7b80\u5355\u7684 \u2018Hello World\u2019 \u7a0b\u5e8f\uff0c\u5728\u5f53\u524d\u7cfb\u7edf\u4e2d\u53ef\u80fd\u4ecd\u9700\u52a0\u8f7d\u00a01\u20132GB\u00a0\u7684\u8d44\u6e90\u3002\u201d<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u5218\u749f\u548c\u56e2\u961f\u6b63\u5728\u5c06\u7cfb\u7edf\u6539\u9020\u4e3a\u52a8\u6001\u53ef\u8c03\u7684\u81ea\u9002\u5e94\u67b6\u6784\uff0c\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5b9e\u65f6\u5206\u6790\u4e0a\u5c42\u5de5\u4f5c\u8d1f\u8f7d\u7279\u5f81\uff0c\u81ea\u52a8\u5408\u6210\u6700\u9002\u5408\u5f53\u524d\u4efb\u52a1\u7684\u7cfb\u7edf\u6808\u914d\u7f6e\u3002\u5979\u6253\u4e86\u4e2a\u6bd4\u65b9\uff1a\u201c\u8fd9\u5c31\u50cf\u7528\u79ef\u6728\u642d\u623f\u5b50\uff0c\u539f\u672c\u6bcf\u5c42\u90fd\u5f3a\u5236\u4f7f\u7528100\u5757\u79ef\u6728\uff0c\u4f46\u5bf9\u67d0\u4e2a\u7279\u5b9a\u4efb\u52a1\uff0c\u4e5f\u8bb8\u53ea\u9700\u632a\u52a8\u5176\u4e2d\u51e0\u5757\u5c31\u80fd\u5b8c\u6210\u3002\u5173\u952e\u5728\u4e8e\uff0c\u7cfb\u7edf\u672c\u8eab\u5fc5\u987b\u53d8\u5f97\u53ef\u8c03\u8282\u3001\u53ef\u5851\u9020\uff0c\u624d\u80fd\u5b9e\u73b0\u8d44\u6e90\u7684\u6700\u4f18\u914d\u7f6e\u3002\u201d<\/p>\n\n\n\n

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\"text\"
Ananke\u00a0\u76f8\u5173\u8bba\u6587\u8363\u83b7\u00a0FAST 2025\u00a0\u6700\u4f73\u8bba\u6587\u5956<\/figcaption><\/figure>\n\n\n\n

\u5728\u00a0\u201cSystem for AI\u201d\u00a0\u65b9\u5411\u4e0a\uff0c\u5218\u749f\u4e3b\u8981\u805a\u7126\u4e8e\u5b58\u50a8\u7cfb\u7edf\uff0c\u5c24\u5176\u662f\u5927\u6a21\u578b\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u5e26\u6765\u7684\u5b58\u50a8\u6548\u7387\u6311\u6218\u3002\u5979\u548c\u56e2\u961f\u6b63\u5728\u63a2\u7d22\u5c06\u00a0KV Cache\u00a0\u7b49\u5927\u6a21\u578b\u7279\u6709\u7684\u7279\u6027\u62bd\u8c61\u4e3a\u4e00\u79cd\u5411\u91cf\u7d22\u5f15\uff0c\u8fdb\u800c\u5229\u7528\u4f20\u7edf\u5b58\u50a8\u7cfb\u7edf\u7684\u4f18\u5316\u673a\u5236\u8fdb\u884c\u9ad8\u6548\u7ba1\u7406\u3002<\/p>\n\n\n\n

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\"persons
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