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\"AI\u672c\u5730\u90e8\u7f72\u4e0d\u5982\u5b98\u65b9\u7248\u7684\u5143\u51f6\u627e\u5230\u4e86\uff1a734\u4e2a\u4f9d\u8d56\u5305\uff0c\u6bcf\u4e00\u4e2a\u90fd\u53ef\u80fd\u5751\"\/<\/div><\/figure>\n
\"AI\u672c\u5730\u90e8\u7f72\u4e0d\u5982\u5b98\u65b9\u7248\u7684\u5143\u51f6\u627e\u5230\u4e86\uff1a734\u4e2a\u4f9d\u8d56\u5305\uff0c\u6bcf\u4e00\u4e2a\u90fd\u53ef\u80fd\u5751\"\/<\/div><\/figure>\n
\"AI\u672c\u5730\u90e8\u7f72\u4e0d\u5982\u5b98\u65b9\u7248\u7684\u5143\u51f6\u627e\u5230\u4e86\uff1a734\u4e2a\u4f9d\u8d56\u5305\uff0c\u6bcf\u4e00\u4e2a\u90fd\u53ef\u80fd\u5751\"\/<\/div><\/figure>\n
\"AI\u672c\u5730\u90e8\u7f72\u4e0d\u5982\u5b98\u65b9\u7248\u7684\u5143\u51f6\u627e\u5230\u4e86\uff1a734\u4e2a\u4f9d\u8d56\u5305\uff0c\u6bcf\u4e00\u4e2a\u90fd\u53ef\u80fd\u5751\"\/<\/div><\/figure>\n

\u63a8\u7406\u8f6f\u4ef6\u6808\u7684\u5fae\u5c0f\u5dee\u5f02\uff0c\u5c31\u80fd\u6539\u53d8\u8f93\u51fatoken<\/p>\n

\u4e38\u8fa3\uff01\u8f9b\u8f9b\u82e6\u82e6\u672c\u5730\u90e8\u7f72\u7684\u5927\u6a21\u578b\uff0c\u600e\u4e48\u5c31\u662f\u6bd4\u5b98\u65b9\u7248\u66f4\u7b28\uff1f\uff1f<\/p>\n

\u5373\u4f7f\u662f\u540c\u4e00\u5f20\u663e\u5361\uff0c\u4e00\u6bdb\u4e00\u6837\u7684\u6743\u91cd\uff0c\u63a8\u7406\u8f6f\u4ef6\u6808\u7684\u5fae\u5c0f\u5dee\u5f02\u5c31\u8ba9\u6a21\u578b\u5728\u5173\u952e\u4f4d\u7f6e\u8f93\u51fa\u5b8c\u5168\u4e0d\u540c\u7684token\uff0c\u751a\u81f3\u5bfc\u81f4\u5de5\u5177\u8c03\u7528\u5f7b\u5e95\u5931\u8d25\u3002<\/p>\n

\u8fd9\u79cd\u9677\u9631\u5f88\u5bb9\u6613\u89e6\u53d1\uff0c\u4f46\u5f88\u96be\u6392\u67e5\uff0c\u8fd8\u4ee5\u4e3a\u4e09\u4f53\u4eba\u6765\u667a\u5b50\u5c01\u9501\u4e86\u5462\u3002<\/p>\n

Level1Techs\u8bba\u575b\u7528\u6237thr3e\u505a\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u7528Qwen3.6-27B\u5728RTX PRO 6000 Blackwell\u663e\u5361\u4e0a\u5b8c\u6210\u4e86\u8d85\u8fc710\u4e07token\u7684\u5168\u91cflogit\u6355\u83b7\u6d4b\u8bd5\u3002<\/p>\n

Logits\u662f\u4e3a\u6240\u6709\u5019\u9009token\u8ba1\u7b97\u7684\u4e00\u7ec4\u539f\u59cb\u5206\u6570\uff0c\u518d\u7ecf\u8fc7\u91c7\u6837\u5668\uff08sampler\uff09\u8f93\u51fa\u4e0b\u4e00\u4e2atoken\u3002<\/p>\n

\u5173\u952e\u5728\u4e8eLogits\u662f\u7eaf\u7cb9\u7684\u6570\u5b66\u4ea7\u7269\uff0c\u77e9\u9635\u4e58\u6cd5\u3001\u6ce8\u610f\u529b\u8ba1\u7b97\u3001\u6fc0\u6d3b\u51fd\u6570\u5c42\u5c42\u53e0\u52a0\u540e\u7684\u6d6e\u70b9\u6570\u7ed3\u679c\u3002\u5982\u679c\u4e24\u5957\u7cfb\u7edf\u8dd1\u540c\u4e00\u4efd\u6743\u91cd\u548c\u540c\u4e00\u6bb5\u8f93\u5165\uff0c\u7406\u8bba\u4e0a\u5e94\u8be5\u7b97\u51fa\u5b8c\u5168\u76f8\u540c\u7684logits\u3002<\/p>\n

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\u4e00\u4e2a\u5173\u952e\u5728\u63a8\u7406\u6d41\u7a0b\u4e2d\u201c\u6ce8\u610f\u529b\u540e\u7aef\u201d\u8fd9\u4e2a\u73af\u8282\u3002<\/p>\n

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FlashAttention 2\u641e\u9519\u4e86\uff0c\u5bfc\u81f4\u63a5\u53e3\u53d8\u6210\u4e86GigabitEthernet0\/1\/4\uff0c\u968f\u540e\u6a21\u578b\u53c8\u5728\u4e24\u6b21\u540e\u7eed\u5de5\u5177\u8c03\u7528\u4e2d\u6267\u884c\u4e86\u9519\u8bef\u7684\u547d\u4ee4\u3002<\/p>\n

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NVFP4\u5219\u662f\u6df7\u5408\u8def\u5f84\uff0c208\u4e2a\u76ee\u6807\u8d70FlashInfer\u7684FP8\u7f29\u653e\u6838\uff0c193\u4e2aMLP\u6295\u5f71\u8d70Marlin\u7684NvFp4\u6838\u3002<\/p>\n

\u5728\u8fd9\u6b21\u6d4b\u8bd5\u7684vLLM nightly\u7248\u672c\u4e2d\uff0cGPU\u8def\u5f84\u88ab\u5224\u5b9a\u4e3a\u4e0d\u652f\u6301\u539f\u751fFP4\u8fd0\u7b97\uff0cNVFP4\u5b9e\u9645\u6267\u884c\u7684\u662f\u901a\u8fc7Marlin\u5185\u6838\u7684\u4ec5\u6743\u91cdFP4\u89e3\u538b\u7f29\uff0c\u800c\u975e\u771f\u6b63\u7684FP4\u8fd0\u7b97\u3002<\/p>\n

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thr3e\u8fd8\u5c55\u793a\u4e86\u5f20\u91cf\u5e76\u884c\u7684\u8be1\u5f02\u73b0\u8c61\u3002\u540c\u4e00\u4efdBF16\u6743\u91cd\uff0cTP1\u5355\u5361\u80fd\u6b63\u786e\u5b8c\u6210\u5de5\u5177\u8c03\u7528\uff0c\u5207\u5230TP2\u53cc\u5361\u53cd\u800c\u5931\u8d25\uff0c\u518d\u5207\u5230TP4\u56db\u5361\u53c8\u6210\u529f\u4e86\u3002<\/p>\n

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\u53c2\u8003\u94fe\u63a5\uff1a[1]https:\/\/forum.level1techs.com\/t\/why-your-local-llm-feels-dumber-than-it-is\/253917\/4<\/p>\n

\n

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Level1Techs\u8bba\u575b\u7528\u6237thr3e\u505a\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u7528Qwen3.6-27B\u5728RTX PRO 6<\/p>\n","protected":false},"author":1,"featured_media":7468,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[2],"class_list":["post-7472","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-ai"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/7472","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=7472"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/7472\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/7468"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=7472"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=7472"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=7472"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}