{"id":1465,"date":"2025-12-06T15:08:39","date_gmt":"2025-12-06T07:08:39","guid":{"rendered":"https:\/\/lingbo.online\/?p=1465"},"modified":"2025-12-06T15:49:04","modified_gmt":"2025-12-06T07:49:04","slug":"deepseekv3-2%ef%bc%9a%e7%aa%81%e7%a0%b4%e5%bc%80%e6%ba%90%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%89%8d%e6%b2%bf%e8%be%b9%e7%95%8c","status":"publish","type":"post","link":"https:\/\/lingbo.online\/index.php\/uncategorized\/deepseekv3-2%ef%bc%9a%e7%aa%81%e7%a0%b4%e5%bc%80%e6%ba%90%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%89%8d%e6%b2%bf%e8%be%b9%e7%95%8c\/","title":{"rendered":"DeepSeekV3.2\uff1a\u7a81\u7834\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u7684\u524d\u6cbf\u8fb9\u754c"},"content":{"rendered":"<h3>\u6458\u8981<\/h3>\n<p>\u6211\u4eec\u63a8\u51faDeepSeek-V3.2\uff0c\u8be5\u6a21\u578b\u5b9e\u73b0\u4e86\u9ad8\u8ba1\u7b97\u6548\u7387\u4e0e\u5353\u8d8a\u63a8\u7406\u80fd\u529b\u3001\u667a\u80fd\u4f53\u6027\u80fd\u7684\u534f\u540c\u7edf\u4e00\u3002<br 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Attention\uff0cDSA)\uff1a\u4e00\u79cd\u9ad8\u6548\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5728\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e2d\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7a33\u5b9a\uff1b<\/li>\n<li>\u53ef\u6269\u5c55\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff1a\u901a\u8fc7\u6784\u5efa\u7a33\u5065\u7684\u5f3a\u5316\u5b66\u4e60\u534f\u8bae\u5e76\u6269\u5927\u8bad\u7ec3\u540e\u8ba1\u7b97\u89c4\u6a21\uff0cDeepSeek-V3.2\u6027\u80fd\u6bd4\u80a9GPT-5\uff1b<\/li>\n<li>\u5927\u89c4\u6a21\u667a\u80fd\u4f53\u4efb\u52a1\u5408\u6210\u6d41\u6c34\u7ebf\uff1a\u4e3a\u5c06\u63a8\u7406\u80fd\u529b\u878d\u5165\u5de5\u5177\u4f7f\u7528\u573a\u666f\uff0c\u7814\u53d1\u65b0\u578b\u5408\u6210\u6d41\u6c34\u7ebf\uff0c\u7cfb\u7edf\u6027\u751f\u6210\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\uff0c\u652f\u6301\u53ef\u6269\u5c55\u7684\u667a\u80fd\u4f53\u8bad\u7ec3\u540e\u4f18\u5316\uff0c\u663e\u8457\u63d0\u5347\u590d\u6742\u4ea4\u4e92\u73af\u5883\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u548c\u6307\u4ee4\u9075\u5faa\u7a33\u5065\u6027\u3002<\/li>\n<\/ul>\n<h3>\u5f15\u8a00<\/h3>\n<p>\u63a8\u7406\u6a21\u578b\u7684\u53d1\u5e03\uff08DeepSeek-AI, 2025; OpenAI, 2024a\uff09\u6807\u5fd7\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u53d1\u5c55\u7684\u5173\u952e\u8282\u70b9\uff0c\u63a8\u52a8\u53ef\u9a8c\u8bc1\u9886\u57df\u7684\u6574\u4f53\u6027\u80fd\u5b9e\u73b0\u8de8\u8d8a\u5f0f\u63d0\u5347\u3002<br \/>\n\u6b64\u540e\uff0cLLMs\u80fd\u529b\u6301\u7eed\u5feb\u901f\u6f14\u8fdb\uff0c\u4f46\u8fd1\u51e0\u4e2a\u6708\u51fa\u73b0\u660e\u663e\u5206\u5316\uff1a<br \/>\n\u5f00\u6e90\u793e\u533a\uff08MiniMax, 2025; MoonShot, 2025; \u667a\u8c31AI, 2025\uff09\u867d\u7a33\u6b65\u63a8\u8fdb\uff0c\u95ed\u6e90\u4e13\u6709\u6a21\u578b\uff08Anthropic, 2025b; DeepMind, 2025a; OpenAI, 2025\uff09\u7684\u6027\u80fd\u589e\u957f\u8f68\u8ff9\u5374\u66f4\u4e3a\u9661\u5ced\uff0c\u5bfc\u81f4\u4e24\u7c7b\u6a21\u578b\u7684\u6027\u80fd\u5dee\u8ddd\u975e\u4f46\u6ca1\u6709\u7f29\u5c0f\uff0c\u53cd\u800c\u6301\u7eed\u6269\u5927\uff0c\u4e13\u6709\u7cfb\u7edf\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u6108\u53d1\u663e\u8457\u7684\u4f18\u52bf\u3002<br 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\/>\n\u5176\u6b21\uff0c\u7814\u53d1\u7a33\u5b9a\u53ef\u6269\u5c55\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u534f\u8bae\uff0c\u652f\u6301\u8bad\u7ec3\u540e\u9636\u6bb5\u7684\u5927\u89c4\u6a21\u8ba1\u7b97\u6269\u5c55\uff0c\u8be5\u6846\u67b6\u5206\u914d\u7684\u8bad\u7ec3\u540e\u8ba1\u7b97\u9884\u7b97\u8d85\u9884\u8bad\u7ec3\u6210\u672c\u768410%\uff0c\u89e3\u9501\u4e86\u9ad8\u7ea7\u80fd\u529b\uff1b<br \/>\n\u6700\u540e\uff0c\u63d0\u51fa\u65b0\u578b\u6d41\u6c34\u7ebf\u4ee5\u5f3a\u5316\u5de5\u5177\u4f7f\u7528\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u63a8\u7406\u80fd\u529b\uff1a\u9996\u5148\u901a\u8fc7DeepSeek-V3\u65b9\u6cd5\u5b9e\u73b0\u51b7\u542f\u52a8\uff0c\u5c06\u63a8\u7406\u4e0e\u5de5\u5177\u4f7f\u7528\u7edf\u4e00\u5230\u5355\u4e00\u8f68\u8ff9\u4e2d\uff1b\u518d\u8fdb\u884c\u5927\u89c4\u6a21\u667a\u80fd\u4f53\u4efb\u52a1\u5408\u6210\uff0c\u751f\u62101800\u4f59\u4e2a\u4e0d\u540c\u73af\u5883\u548c85000\u4f59\u4e2a\u590d\u6742\u63d0\u793a\u8bcd\uff0c\u9a71\u52a8RL\u8fc7\u7a0b\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u667a\u80fd\u4f53\u573a\u666f\u4e0b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002<br \/>\nDeepSeek-V3.2\u5728\u591a\u4e2a\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e0eKimi-k2-thinking\u548cGPT-5\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5927\u5e45\u63d0\u5347\u5f00\u6e90\u6a21\u578b\u7684\u667a\u80fd\u4f53\u80fd\u529b\u3002<br \/>\n\u4f5c\u4e3a\u667a\u80fd\u4f53\u573a\u666f\u4e0b\u6781\u5177\u6210\u672c\u6548\u76ca\u7684\u66ff\u4ee3\u65b9\u6848\uff0cDeepSeek-V3.2\u5728\u663e\u8457\u964d\u4f4e\u6210\u672c\u7684\u540c\u65f6\uff0c\u5927\u5e45\u7f29\u5c0f\u4e86\u5f00\u6e90\u6a21\u578b\u4e0e\u524d\u6cbf\u4e13\u6709\u6a21\u578b\u7684\u6027\u80fd\u5dee\u8ddd\u3002<br \/>\n\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u4e3a\u7a81\u7834\u5f00\u6e90\u6a21\u578b\u5728\u63a8\u7406\u9886\u57df\u7684\u8fb9\u754c\uff0c\u6211\u4eec\u653e\u5bbd\u957f\u5ea6\u9650\u5236\uff0c\u7814\u53d1\u51faDeepSeek-V3.2-Speciale\uff0c\u5176\u6027\u80fd\u4e0e\u9886\u5148\u95ed\u6e90\u7cfb\u7edfGemini-3.0-Pro\uff08DeepMind, 2025b\uff09\u6301\u5e73\uff0c\u57282025\u5e74IOI\u3001ICPC\u4e16\u754c\u603b\u51b3\u8d5b\u3001IMO\u548cCMO\u4e2d\u5747\u83b7\u91d1\u724c\u3002<\/p>\n<h3>DeepSeek-V3.2 \u67b6\u6784<\/h3>\n<h4>DeepSeek\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\uff08DSA\uff09<\/h4>\n<p>DSA\u662fDeepSeekV3.2\u7684\u67b6\u6784\u6838\u5fc3\uff0c\u5305\u542b\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a<br \/>\n<strong>\uff081\uff09\u95ea\u7535\u7d22\u5f15\u5668\uff08Lighting Indexer\uff09<\/strong><br \/>\n\u7d22\u5f15\u5668\u901a\u8fc7\u8ba1\u7b97\u67e5\u8be2token<span class=\"katex-eq\" data-katex-display=\"false\">h_t<\/span>\u548c\u524d\u5e8ftoken<span class=\"katex-eq\" data-katex-display=\"false\">h_s<\/span>\u4e4b\u95f4\u7d22\u5f15\u7684\u5206\u6570\u6765\u51b3\u5b9a\u4f7f\u7528\u54ea\u4e9btoken\uff1a<\/p>\n<p><center><span class=\"katex-eq\" data-katex-display=\"false\">\\displaystyle\n\nO_{t,s} = \\sum_{j=1}^{H} w_{t,j}\\cdot\\mathrm{ReLU}!\\left(q_{t,j}\\cdot k_{s}\\right)<\/span><\/center><\/p>\n<p>\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">H^I<\/span>\u662f\u7d22\u5f15\u5934\u7684\u6570\u91cf\uff0cReLU\u6fc0\u6d3b\u51fd\u6570\u7684\u9009\u62e9\u662f\u4e3a\u4e86\u63d0\u5347\u541e\u5410\u91cf\u3002\u7d22\u5f15\u5668\u4f7f\u7528FP8\u7cbe\u5ea6\uff0c\u8ba1\u7b97\u6548\u7387\u6781\u9ad8<\/p>\n<p><strong>\uff082\uff09\u7ec6\u7c92\u5ea6Token\u9009\u62e9\u673a\u5236<\/strong><br \/>\n\u57fa\u4e8e\u7d22\u5f15\u5206\u6570\uff0c\u53ea\u68c0\u7d22top-k\u4e2akey-value\u6761\u76ee\uff0c\u7136\u540e\u8ba1\u7b97\u6ce8\u610f\u529b\u8f93\u51fa\uff1a<\/p>\n<p><center><span class=\"katex-eq\" data-katex-display=\"false\">u_t = \\mathrm{Attn}!\\Bigl(h_t,;{c_s \\mid I_{t,s}\\in\\mathrm{Top-}k(I_{t,:})}\\Bigr)<\/span><\/center><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2025\/12\/20251206074502256.png\" alt=\"\" \/><\/p>\n<p>DSA\u7684\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li>\u5bc6\u96c6\u9884\u70ed\u9636\u6bb5\uff1a\u51bb\u7ed3\u4e3b\u6a21\u578b\u53c2\u6570\uff0c\u4ec5\u8bad\u7ec3\u7d22\u5f15\u56681000\u6b65\uff0821\u4ebftokens\uff09\uff0c\u901a\u8fc7KL\u6563\u5ea6\u5bf9\u9f50\u7d22\u5f15\u5668\u4e0e\u4e3b\u6ce8\u610f\u529b\u5206\u5e03<\/li>\n<li>\u7a00\u758f\u8bad\u7ec3\u9636\u6bb5\uff1a\u5f15\u5165token\u9009\u62e9\u673a\u5236\uff0c\u8bad\u7ec315000\u6b65\uff089437\u4ebftoken\uff09\uff0c\u6bcf\u4e2a\u67e5\u8be2\u9009\u62e92048\u4e2akey-valuetokens<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981 \u6211\u4eec\u63a8\u51faDeepSeek-V3.2\uff0c\u8be5\u6a21\u578b\u5b9e\u73b0\u4e86\u9ad8\u8ba1\u7b97\u6548\u7387\u4e0e\u5353\u8d8a\u63a8\u7406\u80fd\u529b\u3001\u667a\u80fd\u4f53\u6027\u80fd\u7684\u534f\u540c\u7edf\u4e00\u3002 \u5176\u6838\u5fc3\u6280\u672f\u7a81\u7834\u5305\u62ec\uff1a De &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emotion":"","emotion_color":"","title_style":"","license":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-1465","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts\/1465","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/comments?post=1465"}],"version-history":[{"count":4,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts\/1465\/revisions"}],"predecessor-version":[{"id":1470,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts\/1465\/revisions\/1470"}],"wp:attachment":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/media?parent=1465"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/categories?post=1465"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/tags?post=1465"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}