{"id":732079,"date":"2026-02-27T10:41:25","date_gmt":"2026-02-27T02:41:25","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=732079"},"modified":"2026-02-27T10:41:25","modified_gmt":"2026-02-27T02:41:25","slug":"%e7%bd%91%e5%8d%a1%e5%88%ab%e9%97%b2%e7%9d%80%e5%95%8a%ef%bc%81deepseek%e7%94%a8%e5%ae%83%e5%8a%a0%e9%80%9f%e6%99%ba%e8%83%bd%e4%bd%93%e6%8e%a8%e7%90%86-%e6%95%88%e6%9e%9c%e6%9d%a0%e6%9d%a0%e7%9a%84","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=732079","title":{"rendered":"\u7f51\u5361\u522b\u95f2\u7740\u554a\uff01DeepSeek\u7528\u5b83\u52a0\u901f\u667a\u80fd\u4f53\u63a8\u7406 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class=\"tag_link\">\u8d44\u6e90<\/a>\u4e0d\u88ab\u5b58\u50a8\u8bfb\u53d6\u62d6\u7d2f\u3002<\/strong><\/p>\n<p>\u5b83\u6539\u53d8\u4e86\u4f20\u7edf\u7684\u5b58\u50a8\u81f3\u9884\u586b\u5145\u5f15\u64ce\uff08Storage-to-Prefill\uff09\u5355\u8def\u5f84\u52a0\u8f7d\u6a21\u5f0f\uff0c\u5f15\u5165\u4e86\u5b58\u50a8\u81f3\u89e3\u7801\u5f15\u64ce\uff08Storage-to-Decode\uff09\u7684\u7b2c\u4e8c\u6761\u8def\u5f84\u3002<\/p>\n<p><strong>\u901a\u8fc7\u5229\u7528\u89e3\u7801\u5f15\u64ce\u95f2\u7f6e\u7684\u5b58\u50a8\u7f51\u5361\uff08SNIC\uff09\u5e26\u5bbd\u8bfb\u53d6\u7f13\u5b58\uff0c\u5e76\u914d\u5408\u9ad8\u901f\u8ba1\u7b97\u7f51\u7edc\uff08RDMA\uff09\u5c06\u5176\u4f20\u8f93\u81f3\u9884\u586b\u5145\u5f15\u64ce\uff0cDualPath\u5b9e\u73b0\u4e86\u96c6\u7fa4\u5b58\u50a8\u5e26\u5bbd\u7684\u5168\u5c40\u6c60\u5316\u4e0e\u52a8\u6001\u8d1f\u8f7d\u5747\u8861\u3002<\/strong><\/p>\n<p>\u5728660B\u89c4\u6a21\u7684\u751f\u4ea7\u7ea7\u6a21\u578b\u7684\u5b9e\u6d4b\u4e2d\uff0cDualPath\u8868\u73b0\u60ca\u4eba\uff1a<\/p>\n<p><strong>\u79bb\u7ebf\u63a8\u7406\u541e\u5410\u91cf\u63d0\u9ad8\u4e861.87\u500d\uff0c\u5728\u7ebf\u670d\u52a1\u541e\u5410\u91cf\u5e73\u5747\u63d0\u53471.96\u500d\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/00F0D85882FFAD4F062B6038B2FD8C9980491024_size90_w600_h403.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u7f51\u5361\u522b\u95f2\u7740\u554a\uff01DeepSeek\u7528\u5b83\u52a0\u901f\u667a\u80fd\u4f53\u63a8\u7406 \u6548\u679c\u6760\u6760\u7684\"  \/><\/p>\n<p>\u5728\u9ad8\u8d1f\u8f7d\u4e0b\uff0c\u9996\u5b57\u5ef6\u8fdf\uff08TTFT\uff09\u5927\u5e45\u4f18\u5316\uff0c\u800c Token\u95f4\u7684\u751f\u6210\u901f\u5ea6\uff08TPOT\uff09\u51e0\u4e4e\u4e0d\u53d7\u4efb\u4f55\u5e72\u6270\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4e00\u8d77\u6765\u770b\u3002<\/p>\n<p><strong>\u53cc\u8def\u5f84\u52a0\u8f7d (Dual-Path 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data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/A39F232D0DB065170E98ECD15386723A0438BE38_size82_w600_h222.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u7f51\u5361\u522b\u95f2\u7740\u554a\uff01DeepSeek\u7528\u5b83\u52a0\u901f\u667a\u80fd\u4f53\u63a8\u7406 \u6548\u679c\u6760\u6760\u7684\"  \/><\/p>\n<p>\u8def\u5f84 A\uff08\u4f20\u7edf\uff09\uff1a\u5b58\u50a8\u2192PE\uff0c\u7f13\u5b58\u76f4\u63a5\u8bfb\u5165\u9884\u586b\u5145\u5f15\u64ce\u3002<\/p>\n<p>\u8def\u5f84 B\uff08\u65b0\u589e\uff09\uff1a\u5b58\u50a8\u2192DE\u2192PE\uff0c\u7f13\u5b58\u5148\u8bfb\u5165\u89e3\u7801\u5f15\u64ce\u7684\u7f13\u51b2\u6c60\uff0c\u518d\u901a\u8fc7RDMA\u4f20\u8f93\u7ed9\u9884\u586b\u5145\u5f15\u64ce\u3002<\/p>\n<p>\u5728\u67b6\u6784\u7ec4\u6210\u4e0a\uff1a<\/p>\n<p>\u63a8\u7406\u5f15\u64ce\uff1a 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HBM\uff08\u8ba1\u7b97\u91cd\u53e0\uff09\u3002\u8ba1\u7b97\u7ed3\u675f\u540e\uff0cPE\u4ec5\u9700\u4f20\u56de\u65b0\u751f\u6210\u7684KV-Cache\u7247\u6bb5\u4e0eDE\u539f\u6709\u7f13\u5b58\u5408\u5e76\u3002<\/p>\n<p>\u89e3\u7801\u4e0e\u6301\u4e45\u5316\uff1a DE\u7f13\u51b2\u533a\u63a5\u6536\u5b8c\u6574KV-Cache\u540e\u542f\u52a8\u89e3\u7801\uff0c\u6267\u884cH2D\u62f7\u8d1d\u5e76\u968f\u540e\u91ca\u653eCPU\u5185\u5b58\u3002\u867d\u7136\u5f15\u5165\u7f13\u51b2\u589e\u52a0\u4e86DRAM\u538b\u529b\uff0c\u4f46\u80fd\u663e\u8457\u964d\u4f4eGPU\u663e\u5b58\u5360\u7528\u5e76\u4f18\u5316\u9996\u5b57\u5ef6\u8fdf\uff08TTFT\uff09\u3002\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u7d2f\u79ef\u6ee1\u4e00\u4e2aBlock\uff08\u5982 64 Token\uff09\u5373\u89e6\u53d1\u5f02\u6b65\u6301\u4e45\u5316\u3002<\/p>\n<p>\u4f46\u5c31\u50cf\u524d\u9762\u63d0\u5230\u7684\uff0c\u201c\u7ed5\u8def\u201d\u52a0\u8f7d\u4f1a\u5e26\u6765\u65b0\u95ee\u9898\uff1a\u6bd4\u5982\u642c\u8fd0\u7f13\u5b58\u7684\u6d41\u91cf\u649e\u4e0a\u4e86\u6a21\u578b\u8ba1\u7b97\u7684\u901a\u4fe1\uff0c\u600e\u4e48\u529e\uff1f<\/p>\n<p>\u5bf9\u6b64\uff0cDualPath\u7ed9\u51fa\u4e86\u4e24\u5957\u4f18\u5316\u65b9\u6848\uff1a<\/p>\n<p>\u9996\u5148\u662f\u4ee5\u8ba1\u7b97\u7f51\u5361\uff08CNIC\uff09\u4e3a\u4e2d\u5fc3\u7684\u6d41\u91cf\u7ba1\u7406\uff0c\u5f3a\u5236\u6240\u6709\u6d41\u91cf\u901a\u8fc7\u914d\u5bf9\u7684CNIC\u8d70GPUDirect 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\u8c03\u5ea6\u5668\u4f1a\u76ef\u7740\u6bcf\u4e2a\u8282\u70b9\u7684\u78c1\u76d8\u961f\u5217\u957f\u5ea6\u548cToken\u6570\u3002\u7cfb\u7edf\u4f1a\u4f18\u5148\u5c06\u4efb\u52a1\u5206\u914d\u7ed9I\/O\u538b\u529b\u8f83\u5c0f\u4e14\u8ba1\u7b97\u8d1f\u8f7d\u8f83\u8f7b\u7684\u8282\u70b9\uff0c\u4ece\u6839\u672c\u4e0a\u907f\u514d\u5355\u4fa7\u7f51\u5361\u6216\u5355\u70b9\u8ba1\u7b97\u8d44\u6e90\u7684\u62e5\u585e\u3002<\/p>\n<p>\u5728\u5b9e\u9a8c\u9636\u6bb5\uff0cDualPath\u5728DeepSeek-V3\u3001Qwen\u7b49\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u573a\u666f\u8986\u76d6\u4e86\u79bb\u7ebfRollout\u548c\u5728\u7ebf\u670d\u52a1\u3002<\/p>\n<p>\u5982\u5f00\u5934\u6240\u8bf4\uff0c\u5728\u79bb\u7ebf\u63a8\u7406\u4e2d\uff0cDualPath \u5c06\u7aef\u5230\u7aef\u541e\u5410\u91cf\u63d0\u9ad8\u4e86\u9ad8\u8fbe1.87\u500d\uff0c\u5728\u7ebf\u670d\u52a1\u541e\u5410\u91cf\u5e73\u5747\u63d0\u53471.96\u500d\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u9996\u5b57\u5ef6\u8fdf\uff08TTFT\uff09\uff0c\u4e14\u4fdd\u6301\u4e86\u6781\u5176\u7a33\u5b9a\u7684Token\u95f4\u5ef6\u8fdf\uff08TBT\uff09\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0cDualPath \u8bc1\u660e\u4e86\u901a\u8fc7\u91cd\u65b0\u601d\u8003\u6570\u636e\u52a0\u8f7d\u8def\u5f84\u53ef\u4ee5\u6709\u6548\u7a81\u7834\u5f53\u524d\u5927\u6a21\u578b\u63a8\u7406\u7684I\/O\u5899\u3002<\/p>\n<p><strong>\u5b83\u6210\u529f\u5229\u7528\u4e86\u89e3\u7801\u5f15\u64ce\u539f\u672c\u88ab\u6d6a\u8d39\u7684I\/O\u5e26\u5bbd\uff0c\u914d\u5408\u81ea\u9002\u5e94\u8c03\u5ea6\u548c\u4e25\u8c28\u7684\u6d41\u91cf\u9694\u79bb\u673a\u5236\uff0c\u5728\u4e0d\u589e\u52a0\u786c\u4ef6\u6210\u672c\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u667a\u80fd\u4f53LLM\u63a8\u7406\u7cfb\u7edf\u7684\u6548\u7387\u3002<\/strong><\/p>\n<p><strong>One more thing<\/strong><\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u5434\u6c38\u5f64\uff0c\u662f\u5317\u4eac\u5927\u5b66\u7684\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u91d1\u946b\u6559\u6388\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u65b9\u5411\u805a\u7126\u4e8e\u7cfb\u7edf\u8f6f\u4ef6\u4e0e\u5927\u6a21\u578b\u57fa\u7840\u8bbe\u65bd\uff08LLM Infrastructure\uff09\uff0c\u5c24\u5176\u662f\u63a8\u7406\u7cfb\u7edf\u7684\u5de5\u7a0b\u4f18\u5316\u4e0e\u89c4\u6a21\u5316\u90e8\u7f72\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/0925201E9F8CFA24DC147B0DFA6B859943A75E47_size399_w322_h432.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u7f51\u5361\u522b\u95f2\u7740\u554a\uff01DeepSeek\u7528\u5b83\u52a0\u901f\u667a\u80fd\u4f53\u63a8\u7406 \u6548\u679c\u6760\u6760\u7684\"  \/><\/p>\n<p>\u4ed6\u76ee\u524d\u5728DeepSeek\u7cfb\u7edf\u7ec4\uff0c\u53c2\u4e0e\u4e0b\u4e00\u4ee3\u6a21\u578b\u7684\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\uff0c\u8d1f\u8d23\u5927\u89c4\u6a21\u8f6f\u4ef6\u7cfb\u7edf\u5728\u591a\u786c\u4ef6\u5e73\u53f0\u4e0a\u7684\u6027\u80fd\u4f18\u5316\u3002<\/p>\n<\/p>\n<p>\u6b64\u524d\uff0c\u4ed6\u8fd8\u66fe\u5728<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%85%be%e8%ae%af\" title=\"View all posts in \u817e\u8baf\" target=\"_blank\" class=\"tag_link\">\u817e\u8baf<\/a>\u3001\u534e\u76db\u987f\u5927\u5b66\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%be%ae%e8%bd%af\" title=\"View all posts in \u5fae\u8f6f\" target=\"_blank\" class=\"tag_link\">\u5fae\u8f6f<\/a>\u4e9a\u7814\u9662\u7b49\u673a\u6784\u5b9e\u4e60\u3002<\/p>\n<p>(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek\u8fd9\u5c0f\u5b50\u6700\u7cbe\u4e86\uff0c\u5f53\u5168\u4e16\u754c\u90fd\u5728\u76ef\u7740\u4ed6\u7684GitHub\u4ed3\u5e93\uff0c\u7b49\u5f85V4\u65f6\u2014\u2014 DeepSeek\u548c\u5317\u5927\u3001\u6e05 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[252,93,119,238],"views":26,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/732079"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=732079"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/732079\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=732079"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=732079"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=732079"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}