{"id":100110,"date":"2026-09-03T23:32:53","date_gmt":"2026-09-03T15:32:53","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/100110.html"},"modified":"2026-09-03T23:32:53","modified_gmt":"2026-09-03T15:32:53","slug":"%e7%9c%8b%e5%ae%8c%e8%bf%99%e7%af%87%ef%bc%8c%e7%9c%8b%e6%87%82%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%9e%b6%e6%9e%84%e5%9b%be%ef%bc%81moe-gqa-mla%e9%bb%91%e8%af%9d%e5%a4%a7%e7%99%bd%e8%af%9d%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/100110.html","title":{"rendered":"\u770b\u5b8c\u8fd9\u7bc7\uff0c\u770b\u61c2\u5927\u6a21\u578b\u67b6\u6784\u56fe\uff01MoE\/GQA\/MLA\u9ed1\u8bdd\u5927\u767d\u8bdd\u89e3\u6790"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\n<ul>\n<li>1. \u6700\u57fa\u7840\u7684\u5165\u95e8\u9ed1\u8bdd<\/li>\n<li>\n<ul>\n<li>1.1 \u53c2\u6570\u4e0e\u6fc0\u6d3b\u53c2\u6570&#xff1a;\u522b\u518d\u88ab770B\u300149B\u7ed5\u6655<\/li>\n<li>1.2 MoE\u5168\u5bb6\u6876&#xff1a;\u8bf4\u767d\u4e86\u5c31\u662f\u516c\u53f8\u90e8\u95e8\u5206\u5de5<\/li>\n<li>1.3 Dense FFN&#xff1a;\u4f20\u7edf\u7684\u201c\u5168\u5458\u52a0\u73ed\u201d\u6a21\u5f0f<\/li>\n<\/ul>\n<\/li>\n<li>2. \u6a21\u578b\u5c3a\u5bf8\u76f8\u5173\u7684\u4e09\u4e2a\u8bcd<\/li>\n<li>\n<ul>\n<li>2.1 Layer\u5c42&#xff1a;\u6a21\u578b\u7684\u201c\u52a0\u5de5\u5de5\u5e8f\u201d<\/li>\n<li>2.2 Hidden Size&#xff1a;\u6bcf\u4e2aToken\u7684\u201c\u7b80\u5386\u957f\u5ea6\u201d<\/li>\n<li>2.3 Context Length&#xff1a;\u6a21\u578b\u7684\u201c\u5f00\u5377\u7bc7\u5e45\u201d<\/li>\n<\/ul>\n<\/li>\n<li>3. \u6ce8\u610f\u529b\u673a\u5236\u90a3\u5806\u5b57\u6bcd&#xff1a;GQA\u3001MLA\u3001DSA<\/li>\n<li>\n<ul>\n<li>3.1 GQA&#xff1a;\u5171\u4eab\u6863\u6848\u7684\u7701\u94b1\u64cd\u4f5c<\/li>\n<li>3.2 MLA&#xff1a;\u76f4\u63a5\u628a\u6863\u6848\u538b\u7f29\u6210\u6458\u8981<\/li>\n<li>3.3 DSA&#xff1a;\u5148\u6d77\u9009\u518d\u7cbe\u7b97&#xff0c;\u6ce8\u610f\u529b\u4e5f\u641e\u201c\u521d\u7b5b\u201d<\/li>\n<li>3.4 Gated DSA&#xff1a;\u7ed9\u6ce8\u610f\u529b\u52a0\u4e2a\u201c\u97f3\u91cf\u65cb\u94ae\u201d<\/li>\n<li>3.5 IndexCache&#xff1a;\u4e0d\u7528\u6bcf\u5c42\u90fd\u91cd\u65b0\u7b5b\u7b80\u5386<\/li>\n<\/ul>\n<\/li>\n<li>4. \u6b8b\u5dee\u8fde\u63a5\u7684\u8fdb\u5316&#xff1a;\u4ece\u4e00\u672c\u7b14\u8bb0\u5230\u56db\u672c\u5e76\u884c<\/li>\n<li>\n<ul>\n<li>4.1 \u6b8b\u5dee\u8fde\u63a5&#xff1a;\u9632\u6b62\u505a\u7740\u505a\u7740\u5fd8\u4e86\u539f\u9898<\/li>\n<li>4.2 \u6b8b\u5dee\u6d41&#xff1a;\u8d2f\u7a7f\u5168\u7a0b\u7684\u516c\u5171\u7b14\u8bb0\u672c<\/li>\n<li>4.3 iHC&#xff1a;\u76f4\u63a5\u641e\u56db\u672c\u5e76\u884c\u7b14\u8bb0\u672c<\/li>\n<li>4.4 mHC&#xff1a;\u7b14\u8bb0\u672c\u4e4b\u95f4\u8fd8\u80fd\u4e92\u76f8\u6284<\/li>\n<li>4.5 Qwen GR&#xff1a;\u5f02\u66f2\u540c\u5de5\u7684\u56db\u8def\u6b8b\u5dee<\/li>\n<li>4.6 AttnRes&#xff1a;\u76f4\u63a5\u7ffb\u524d\u9762\u5c42\u7684\u7b14\u8bb0<\/li>\n<\/ul>\n<\/li>\n<li>5. \u7ebf\u6027\u6ce8\u610f\u529b&#043;\u6df7\u5408\u67b6\u6784&#xff1a;\u957f\u4e0a\u4e0b\u6587\u7684\u7ec8\u6781\u7701\u94b1\u5927\u6cd5<\/li>\n<li>\n<ul>\n<li>5.1 \u7ebf\u6027\u6ce8\u610f\u529b&#xff1a;\u8fb9\u8bfb\u8fb9\u8bb0\u7b14\u8bb0&#xff0c;\u4e0d\u5b58\u539f\u59cb\u6863\u6848<\/li>\n<li>5.2 KDA\u548cGDN&#xff1a;\u8fd8\u80fd\u63a7\u5236\u201c\u9057\u5fd8\u901f\u5ea6\u201d<\/li>\n<li>5.3 \u6df7\u5408\u67b6\u6784&#xff1a;\u5e73\u65f6\u8bb0\u6458\u8981&#xff0c;\u8981\u7ec6\u8282\u518d\u7ffb\u4e66<\/li>\n<li>5.4 QSA\u3001IndexPool&#xff1a;\u8fde\u6d77\u9009\u6b65\u9aa4\u90fd\u5f00\u59cb\u538b\u7f29<\/li>\n<li>5.5 DeepSeek\u7684CSA\/HCA&#xff1a;\u538b\u5230\u6781\u81f4\u518d\u627e<\/li>\n<\/ul>\n<\/li>\n<li>6. \u63a8\u6d4b\u89e3\u7801&#xff1a;\u8ba9\u6a21\u578b\u751f\u6210\u901f\u5ea6\u76f4\u63a5\u8d77\u98de<\/li>\n<li>7. \u91cf\u5316&#xff1a;\u628a1.5T\u7684\u6a21\u578b\u585e\u8fdb200G\u786c\u76d8<\/li>\n<li>\n<ul>\n<li>7.1 \u91cf\u5316\u7684\u4e09\u5c42\u5883\u754c&#xff1a;\u522b\u518d\u88abBF16\u3001INT4\u3001GPTQ\u7ed5\u6655<\/li>\n<li>7.2 \u6d6e\u70b9\u683c\u5f0f&#xff1a;BF16\u4e3a\u5565\u6210\u4e86\u9999\u997d\u997d<\/li>\n<li>7.3 Scale\u548cMX&#xff1a;\u7ed9\u6bcf\u7ec4\u6570\u5b57\u914d\u4e2a\u4e13\u5c5e\u5c3a\u5b50<\/li>\n<li>7.4 W4A16&#xff1a;\u6743\u91cd\u538b\u52304bit&#xff0c;\u8ba1\u7b97\u8fd8\u7528\u9ad8\u7cbe\u5ea6<\/li>\n<li>7.5 GPTQ\u3001AWQ&#xff1a;\u538b\u7f29\u7b97\u6cd5\u7684\u5377\u738b<\/li>\n<li>7.6 GGUF\u7684\u90a3\u4e9b\u540e\u7f00&#xff1a;Q4_K_M\u5230\u5e95\u662f\u5565<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903153251-6a99932357dbf.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><br \/>\n P.S. \u63a8\u8350\u4e00\u4e2a\u5927\u795e\u7684\u6559\u7a0b\u7ed9\u60f3\u8981\u4e86\u89e3\u6216\u8005\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u77e5\u8bc6\u7684\u8bfb\u8005&#xff0c;\u8fd9\u4e2a\u6559\u7a0b\u91cc\u5185\u5bb9\u8bb2\u89e3\u901a\u4fd7\u6613\u61c2\u4e14\u98ce\u8da3\u5e7d\u9ed8&#xff0c;\u5bf9\u6211\u5e2e\u52a9\u5f88\u5927\u3002\u6211\u60f3\u4e0e\u5927\u5bb6\u5206\u4eab\u8fd9\u4e2a\u5b9d\u85cf\u6559\u7a0b&#xff0c;\u8bf7\u70b9\u51fb\u4e0b\u65b9\u94fe\u63a5\u67e5\u770b&#xff0c;<br \/>\n\u4f20\u9001\u95e8https:\/\/blog.csdn.net\/qq_74013365<\/p>\n<p>\u6700\u8fd1\u5927\u6a21\u578b\u5708\u8ddf\u8d76\u5e74\u5e95KPI\u4f3c\u7684&#xff0c;GLM 5.3 Flash\u3001Qwen 3.8 Flash\u3001Hy4 Preview\u624e\u5806\u53d1\u5e03\u3002\u6bcf\u6b21\u70b9\u5f00\u5b98\u65b9\u67b6\u6784\u56fe\u6211\u90fd\u6000\u7591\u81ea\u5df1\u662f\u4e0d\u662f\u5b66\u4e86\u5047\u8ba1\u7b97\u673a&#xff0c;MoE\u3001Top-8\u3001GQA\u3001MLA\u3001DSA\u2026\u2026\u4e00\u4e32\u5b57\u6bcd\u7529\u8138\u4e0a&#xff0c;\u8ddf\u770b\u6469\u65af\u5bc6\u7801\u6ca1\u533a\u522b\u3002<\/p>\n<p>\u4eca\u5929\u5c31\u7528\u4eba\u8bdd\u628a\u8fd9\u4e9b\u9ed1\u8bdd\u5168\u5520\u660e\u767d&#xff0c;\u4fdd\u8bc1\u770b\u5b8c\u518d\u53bb\u770b\u67b6\u6784\u56fe&#xff0c;\u4f60\u4e5f\u80fd\u88c5\u6210\u534a\u4e2a\u5927\u6a21\u578b\u67b6\u6784\u5e08\u3002<\/p>\n<h4>1. \u6700\u57fa\u7840\u7684\u5165\u95e8\u9ed1\u8bdd<\/h4>\n<h5>1.1 \u53c2\u6570\u4e0e\u6fc0\u6d3b\u53c2\u6570&#xff1a;\u522b\u518d\u88ab770B\u300149B\u7ed5\u6655<\/h5>\n<p>\u53c2\u6570\u5c31\u662f\u6a21\u578b\u8111\u5b50\u91cc\u5b58\u7684\u201c\u77e5\u8bc6\u70b9&#043;\u505a\u9898\u516c\u5f0f\u201d&#xff0c;\u7406\u8bba\u4e0a\u53c2\u6570\u8d8a\u591a\u8d8a\u806a\u660e&#xff0c;\u4f46\u5360\u663e\u5b58\u4e5f\u8d8a\u72e0&#xff0c;\u597d\u6bd4\u4f60\u786c\u76d8\u91cc\u5b58\u7684\u5267\u8d8a\u591a&#xff0c;\u5269\u4f59\u7a7a\u95f4\u8d8a\u6349\u895f\u89c1\u8098\u3002<\/p>\n<p>\u6fc0\u6d3b\u53c2\u6570\u624d\u662f\u201c\u5e72\u6d3b\u7684\u201d&#xff1a;\u4f60\u6bcf\u53d1\u4e00\u4e2a\u5b57&#xff0c;\u771f\u6b63\u53c2\u4e0e\u8ba1\u7b97\u7684\u53c2\u6570\u5c31\u8fd9\u4e48\u591a\u3002<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9&#xff0c;\u516c\u53f8\u603b\u5171\u67091000\u53f7\u5458\u5de5&#xff0c;\u4f46\u4f60\u8fd9\u4e2a\u9879\u76ee\u53ea\u62c9\u4e8650\u4e2a\u4eba\u8fdb\u573a&#xff0c;\u603b\u4eba\u6570\u5c31\u662f\u603b\u53c2\u6570&#xff0c;\u5e72\u6d3b\u768450\u4e2a\u5c31\u662f\u6fc0\u6d3b\u53c2\u6570\u3002<\/p>\n<p>\u6bd4\u5982Hy4\u603b\u53c2\u6570770B&#xff0c;\u6bcf\u4e2aToken\u5b9e\u9645\u53ea\u6fc0\u6d3b\u7ea649B&#xff0c;\u4e3b\u6253\u4e00\u4e2a\u201c\u4eba\u6d77\u50a8\u5907&#xff0c;\u7cbe\u82f1\u5e72\u6d3b\u201d&#xff0c;\u6027\u4ef7\u6bd4\u62c9\u6ee1\u3002<\/p>\n<h5>1.2 MoE\u5168\u5bb6\u6876&#xff1a;\u8bf4\u767d\u4e86\u5c31\u662f\u516c\u53f8\u90e8\u95e8\u5206\u5de5<\/h5>\n<p>MoE&#xff08;\u6df7\u5408\u4e13\u5bb6&#xff09;&#xff0c;\u5c31\u662f\u628a\u539f\u672c\u4e00\u4e2a\u5927\u90e8\u95e8\u62c6\u6210\u4e00\u5806\u5e76\u884c\u7684\u5c0f\u4e13\u5bb6\u7ec4&#xff0c;\u6bcf\u6b21\u53ea\u53eb\u51e0\u4e2a\u4eba\u4e0a\u73ed&#xff0c;\u5269\u4e0b\u7684\u6478\u9c7c\u3002<\/p>\n<p>Router\u5c31\u662f\u5c0f\u7ec4\u957f&#xff0c;\u7ed9\u6bcf\u4e2a\u4e13\u5bb6\u6253\u5206&#xff0c;\u51b3\u5b9a\u8fd9\u6d3b\u5177\u4f53\u6d3e\u7ed9\u8c01\u3002<\/p>\n<p>Top-8\u66f4\u76f4\u767d&#xff1a;256\u4e2a\u4e13\u5bb6\u91cc\u6311\u5f97\u5206\u6700\u9ad8\u76848\u4e2a\u51fa\u6765\u5e72\u6d3b&#xff0c;\u591a\u4e00\u4e2a\u90fd\u4e0d\u53eb&#xff0c;\u4e3b\u6253\u4e00\u4e2a\u7cbe\u51c6\u7528\u5de5\u3002<\/p>\n<p>\u5171\u4eab\u4e13\u5bb6\u5c31\u662f\u884c\u653f\u90e8&#xff0c;\u4e0d\u7ba1\u4ec0\u4e48\u4e1a\u52a1\u90fd\u5f97\u8d70\u4e00\u904d\u6d41\u7a0b&#xff0c;\u5904\u7406\u8bed\u6cd5\u3001\u57fa\u7840\u8bed\u8a00\u7406\u89e3\u8fd9\u79cd\u901a\u7528\u4e8b\u513f&#xff0c;\u7701\u5f97\u6bcf\u4e2a\u4e13\u5bb6\u90fd\u91cd\u65b0\u5b66\u4e00\u904d\u600e\u4e48\u53d1\u90ae\u4ef6\u3001\u8d70\u5ba1\u6279\u3002<\/p>\n<p>\u987a\u4fbf\u63d0\u4e00\u53e5&#xff0c;\u522b\u771f\u4ee5\u4e3a\u4e13\u5bb6\u662f\u201c\u4ee3\u7801\u4e13\u5bb6\u201d\u201c\u91d1\u878d\u4e13\u5bb6\u201d&#xff0c;\u8bad\u7ec3\u5b8c\u53ef\u80fd\u786e\u5b9e\u6709\u5206\u5de5&#xff0c;\u4f46\u6ca1\u4eba\u7ed9\u5b83\u4eec\u8d34\u6807\u7b7e&#xff0c;\u7eaf\u7eaf\u5f00\u76f2\u76d2&#xff0c;\u4f60\u4e5f\u4e0d\u77e5\u9053\u5b83\u5230\u5e95\u64c5\u957f\u5565\u3002<\/p>\n<h5>1.3 Dense FFN&#xff1a;\u4f20\u7edf\u7684\u201c\u5168\u5458\u52a0\u73ed\u201d\u6a21\u5f0f<\/h5>\n<p>\u548cMoE\u5bf9\u7740\u6765\u7684\u5c31\u662fDense FFN&#xff0c;\u6240\u6709Token\u90fd\u8d70\u5b8c\u6574\u4e00\u5957\u53c2\u6570&#xff0c;\u76f8\u5f53\u4e8e\u4e0d\u7ba1\u5565\u9879\u76ee&#xff0c;\u5168\u516c\u53f8\u6240\u6709\u4eba\u90fd\u8ddf\u7740\u52a0\u73ed\u3002<\/p>\n<p>\u597d\u5904\u662f\u7a33\u5b9a\u6ca1\u6bdb\u75c5&#xff0c;\u574f\u5904\u662f\u4eba\u8d8a\u591a\u8d8a\u8d39\u94b1&#xff0c;\u53c2\u6570\u8d8a\u5927\u8ba1\u7b97\u6210\u672c\u8d8a\u9ad8\u3002<\/p>\n<p>Hy4\u5c31\u5f88\u9e21\u8d3c&#xff0c;\u7b2c\u4e00\u5c42\u7528Dense FFN\u6253\u57fa\u7840&#xff0c;\u540e\u976277\u5c42\u5168\u4e0aMoE&#xff0c;\u4e3b\u6253\u4e00\u4e2a\u8be5\u7701\u7701\u8be5\u82b1\u82b1&#xff0c;\u57fa\u7840\u5c97\u5168\u5458\u5230\u9f50&#xff0c;\u4e1a\u52a1\u5c97\u6309\u9700\u4e0a\u73ed\u3002<\/p>\n<h4>2. \u6a21\u578b\u5c3a\u5bf8\u76f8\u5173\u7684\u4e09\u4e2a\u8bcd<\/h4>\n<h5>2.1 Layer\u5c42&#xff1a;\u6a21\u578b\u7684\u201c\u52a0\u5de5\u5de5\u5e8f\u201d<\/h5>\n<p>\u4e00\u5c42\u5c31\u662f\u4e00\u6b21\u201c\u6ce8\u610f\u529b&#043;\u524d\u9988\u7f51\u7edc\u201d\u5168\u5957\u52a0\u5de5&#xff0c;\u5c42\u6570\u8d8a\u591a&#xff0c;\u52a0\u5de5\u6b21\u6570\u8d8a\u591a&#xff0c;\u7406\u89e3\u7406\u8bba\u4e0a\u8d8a\u6df1\u3002<\/p>\n<p>\u597d\u6bd4\u5976\u8336\u5e97\u505a\u5976\u8336&#xff0c;\u6447\u8336\u3001\u52a0\u6599\u3001\u5c01\u53e3\u3001\u88c5\u888b&#xff0c;\u4e00\u5c42\u5c31\u662f\u4e00\u9053\u5de5\u5e8f&#xff0c;78\u5c42\u5c31\u662f\u7ed9\u4f60\u53cd\u590d\u52a0\u5de578\u904d&#xff0c;\u5473\u513f\u80af\u5b9a\u66f4\u8db3\u3002<\/p>\n<h5>2.2 Hidden Size&#xff1a;\u6bcf\u4e2aToken\u7684\u201c\u7b80\u5386\u957f\u5ea6\u201d<\/h5>\n<p>\u6bcf\u4e2aToken\u8fdb\u6a21\u578b&#xff0c;\u90fd\u4f1a\u8f6c\u6210\u4e00\u4e32\u6570\u5b57\u5411\u91cf&#xff0c;Hidden Size\u5c31\u662f\u8fd9\u4e32\u6570\u5b57\u6709\u591a\u957f\u3002<\/p>\n<p>\u8d8a\u957f\u80fd\u88c5\u7684\u4fe1\u606f\u8d8a\u591a&#xff0c;\u5c31\u50cf\u4f60\u627e\u5de5\u4f5c\u586b\u7b80\u5386&#xff0c;\u7ed9\u4f60A4\u7eb8\u80fd\u5199\u6ee1\u9879\u76ee\u7ecf\u5386&#xff0c;\u7ed9\u4f60\u4fbf\u7b7e\u7eb8\u53ea\u80fd\u5199\u4e2a\u59d3\u540d\u7535\u8bdd\u3002<\/p>\n<p>\u4f46\u8d8a\u957f\u8ba1\u7b97\u8d8a\u6162\u3001\u663e\u5b58\u8d8a\u70b8&#xff0c;\u5c5e\u4e8e\u5178\u578b\u7684\u80fd\u529b\u8d8a\u5f3a&#xff0c;\u5f00\u9500\u8d8a\u5927&#xff0c;\u6ca1\u6709\u514d\u8d39\u7684\u5348\u9910\u3002<\/p>\n<h5>2.3 Context Length&#xff1a;\u6a21\u578b\u7684\u201c\u5f00\u5377\u7bc7\u5e45\u201d<\/h5>\n<p>\u4e00\u6b21\u8bf7\u6c42\u6700\u591a\u80fd\u585e\u591a\u5c11Token&#xff0c;\u51b3\u5b9a\u4e86\u6a21\u578b\u80fd\u4e00\u6b21\u6027\u770b\u591a\u5c11\u6587\u6863\u3001\u591a\u5c11\u5bf9\u8bdd\u5386\u53f2\u3002<\/p>\n<p>1M\u4e0a\u4e0b\u6587\u5927\u6982\u80fd\u585e\u4e00\u6574\u4e2a\u4ee3\u7801\u5e93&#xff0c;\u76f8\u5f53\u4e8e\u8003\u8bd5\u5f00\u5377\u80fd\u62b1\u4e00\u645e\u4e66\u8fdb\u53bb&#xff0c;\u723d\u662f\u771f\u723d&#xff0c;\u5c31\u662f\u7ffb\u8d77\u6765\u8d39\u52b2\u513f\u3002<\/p>\n<h4>3. \u6ce8\u610f\u529b\u673a\u5236\u90a3\u5806\u5b57\u6bcd&#xff1a;GQA\u3001MLA\u3001DSA<\/h4>\n<p>\u5148\u94fa\u57ab\u4e00\u53e5\u4eba\u8bdd\u7248\u6ce8\u610f\u529b&#xff1a;\u6a21\u578b\u751f\u6210\u4e0b\u4e00\u4e2a\u5b57\u7684\u65f6\u5019&#xff0c;\u62ff\u5f53\u524d\u7684\u201c\u95ee\u9898\u201d\u53bb\u7ffb\u5386\u53f2\u7684\u201c\u76ee\u5f55\u201d&#xff0c;\u518d\u53d6\u51fa\u5bf9\u5e94\u7684\u201c\u5185\u5bb9\u201d\u3002<\/p>\n<ul>\n<li>Query &#061; \u6211\u73b0\u5728\u8981\u627e\u5565<\/li>\n<li>Key &#061; \u5386\u53f2\u5185\u5bb9\u7684\u76ee\u5f55<\/li>\n<li>Value &#061; \u5386\u53f2\u5185\u5bb9\u672c\u8eab<\/li>\n<li>KV Cache &#061; \u5df2\u7ecf\u6574\u7406\u597d\u7684\u5386\u53f2\u76ee\u5f55\u548c\u5185\u5bb9&#xff0c;\u5b58\u7740\u4e0d\u7528\u91cd\u65b0\u7b97<\/li>\n<\/ul>\n<h5>3.1 GQA&#xff1a;\u5171\u4eab\u6863\u6848\u7684\u7701\u94b1\u64cd\u4f5c<\/h5>\n<p>\u666e\u901a\u591a\u5934\u6ce8\u610f\u529b&#xff0c;\u6bcf\u4e2a\u67e5\u8be2\u5934\u90fd\u5b58\u4e00\u5957\u5b8c\u6574\u7684KV&#xff0c;\u76f8\u5f53\u4e8e64\u4e2a\u8c03\u67e5\u5458\u6bcf\u4eba\u590d\u5370\u4e00\u6574\u5957\u6863\u6848&#xff0c;\u7eaf\u7eaf\u6d6a\u8d39\u7eb8\u3002<\/p>\n<p>GQA&#xff08;\u5206\u7ec4\u67e5\u8be2\u6ce8\u610f\u529b&#xff09;\u5c31\u662f\u6bcf8\u4e2a\u8c03\u67e5\u5458\u5171\u7528\u4e00\u5957\u6863\u6848&#xff0c;64\u4e2a\u67e5\u8be2\u5934\u53ea\u9700\u8981\u5b588\u7ec4KV\u3002<\/p>\n<p>Query\u8fd8\u662f\u5404\u67e5\u5404\u7684\u95ee\u9898&#xff0c;\u53ea\u662f\u6863\u6848\u4e0d\u7528\u5370\u90a3\u4e48\u591a\u4efd\u4e86&#xff0c;\u4e3b\u6253\u4e00\u4e2a\u7701\u5185\u5b58\u3001\u7701\u5e26\u5bbd&#xff0c;\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u7279\u522b\u597d\u7528\u3002<\/p>\n<h5>3.2 MLA&#xff1a;\u76f4\u63a5\u628a\u6863\u6848\u538b\u7f29\u6210\u6458\u8981<\/h5>\n<p>MLA&#xff08;\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b&#xff09;\u66f4\u72e0&#xff0c;\u76f4\u63a5\u628aKV\u538b\u6210\u66f4\u77ed\u7684\u201c\u538b\u7f29\u5305\u201d&#xff0c;\u8981\u7528\u7684\u65f6\u5019\u518d\u89e3\u538b\u53c2\u4e0e\u8ba1\u7b97\u3002<\/p>\n<p>\u597d\u6bd4\u522b\u4eba\u5b58\u5b8c\u6574\u6863\u6848&#xff0c;\u5b83\u5b58\u6863\u6848\u6458\u8981&#xff0c;\u6bcf\u4e2a\u5386\u53f2Token\u5c31\u7559\u4e2a512\u7ef4\u7684\u201c\u5c0f\u6863\u6848\u201d\u3002<\/p>\n<p>GQA\u662f\u5c11\u5b58\u51e0\u4efd\u5b8c\u6574\u7684&#xff0c;MLA\u662f\u6bcf\u4efd\u90fd\u7ed9\u4f60\u538b\u8584&#xff0c;\u538b\u7f29\u529b\u5ea6\u66f4\u731b&#xff0c;\u767e\u4e07\u4e0a\u4e0b\u6587\u4e0bKV Cache\u5360\u7528\u76f4\u63a5\u780d\u4e00\u5927\u622a\u3002<\/p>\n<h5>3.3 DSA&#xff1a;\u5148\u6d77\u9009\u518d\u7cbe\u7b97&#xff0c;\u6ce8\u610f\u529b\u4e5f\u641e\u201c\u521d\u7b5b\u201d<\/h5>\n<p>\u5c31\u7b97KV\u538b\u5f97\u518d\u5c0f&#xff0c;100\u4e07Token\u4e00\u4e2a\u4e2a\u770b\u8fc7\u6765&#xff0c;\u8ba1\u7b97\u91cf\u8fd8\u662f\u7206\u70b8\u3002<\/p>\n<p>DSA&#xff08;\u7a00\u758f\u6ce8\u610f\u529b&#xff09;\u52a0\u4e86\u4e2a\u8f7b\u91cfIndexer\u5148\u6d77\u9009&#xff1a;\u5148\u7ed9\u6240\u6709\u5386\u53f2Token\u6253\u4e2a\u5206&#xff0c;\u6311\u51fa\u6700\u76f8\u5173\u76842048\u4e2a&#xff0c;\u4e3b\u6ce8\u610f\u529b\u53ea\u7b97\u8fd92048\u4e2a\u3002<\/p>\n<p>\u5c31\u50cf\u62db\u4eba\u7684\u65f6\u5019HR\u5148\u7b5b\u7b80\u5386&#xff0c;\u628a\u7b26\u5408\u8981\u6c42\u7684\u6311\u51fa\u6765&#xff0c;\u6280\u672f\u9762\u518d\u6162\u6162\u9762&#xff0c;\u4e0d\u7528\u4e00\u4e07\u4efd\u7b80\u5386\u90fd\u8ba9\u6280\u672f\u5c97\u6328\u4e2a\u770b\u3002<\/p>\n<p>\u590d\u6742\u5ea6\u76f4\u63a5\u4eceO(L\u00b2)\u964d\u5230O(Lk)&#xff0c;k\u5c31\u662f2048&#xff0c;\u4e3b\u6253\u4e00\u4e2a\u6548\u7387\u4f18\u5148\u3002<\/p>\n<h5>3.4 Gated DSA&#xff1a;\u7ed9\u6ce8\u610f\u529b\u52a0\u4e2a\u201c\u97f3\u91cf\u65cb\u94ae\u201d<\/h5>\n<p>Gate\u5c31\u662f\u9600\u95e8&#xff0c;\u5bf9\u6ce8\u610f\u529b\u8f93\u51fa\u9010\u5143\u7d20\u63a7\u5236&#xff0c;\u51b3\u5b9a\u8fd9\u6b21\u67e5\u51fa\u6765\u7684\u4fe1\u606f&#xff0c;\u6709\u591a\u5c11\u80fd\u8fdb\u5165\u4e0b\u4e00\u5c42\u72b6\u6001\u3002<\/p>\n<p>Indexer\u7ba1\u201c\u770b\u54ea\u91cc\u201d&#xff0c;Gate\u7ba1\u201c\u770b\u51fa\u6765\u7684\u4e1c\u897f\u7528\u591a\u5c11\u201d\u3002<\/p>\n<p>\u597d\u6bd4\u4f60\u67e5\u8d44\u6599\u627e\u5230\u4e86\u4e00\u5806\u5185\u5bb9&#xff0c;Gate\u51b3\u5b9a\u54ea\u4e9b\u91cd\u70b9\u8bb0\u4e0b\u6765&#xff0c;\u54ea\u4e9b\u968f\u4fbf\u770b\u770b\u5c31\u884c&#xff0c;\u76f8\u5f53\u4e8e\u7ed9\u6bcf\u4e2a\u4fe1\u606f\u70b9\u5355\u72ec\u8c03\u97f3\u91cf\u3002<\/p>\n<h5>3.5 IndexCache&#xff1a;\u4e0d\u7528\u6bcf\u5c42\u90fd\u91cd\u65b0\u7b5b\u7b80\u5386<\/h5>\n<p>DSA\u6bcf\u5c42\u90fd\u8981\u8dd1\u4e00\u904dIndexer\u91cd\u65b0\u6311\u4f4d\u7f6e&#xff0c;\u4f46\u76f8\u90bb\u5c42\u6311\u7684\u5176\u5b9e\u90fd\u5dee\u4e0d\u591a&#xff0c;\u7eaf\u91cd\u590d\u52b3\u52a8\u3002<\/p>\n<p>IndexCache\u5c31\u628a\u5c42\u5206\u7ec4&#xff0c;\u51e0\u5c42\u81ea\u5df1\u7b97\u4e00\u6b21&#xff0c;\u5269\u4e0b\u7684\u76f4\u63a5\u590d\u7528\u7ed3\u679c\u3002\u6bd4\u5982\u7b2c0\u30011\u5c42\u81ea\u5df1\u7b5b&#xff0c;2\u30013\u30014\u5c42\u76f4\u63a5\u6284\u7b2c1\u5c42\u7684\u540d\u5355&#xff0c;\u7b2c5\u5c42\u518d\u81ea\u5df1\u7b5b&#xff0c;\u4ee5\u6b64\u7c7b\u63a8\u3002<\/p>\n<p>Hy4\u91cc73.1%\u7684\u5c42\u90fd\u7701\u6389\u4e86\u72ec\u7acbIndexer&#xff0c;Prefill\u76f4\u63a5\u52a0\u901f1.82\u500d&#xff0c;\u5c5e\u4e8e\u5178\u578b\u7684\u201c\u80fd\u6284\u5c31\u6284&#xff0c;\u7edd\u4e0d\u91cd\u590d\u5e72\u6d3b\u201d\u3002<\/p>\n<h4>4. \u6b8b\u5dee\u8fde\u63a5\u7684\u8fdb\u5316&#xff1a;\u4ece\u4e00\u672c\u7b14\u8bb0\u5230\u56db\u672c\u5e76\u884c<\/h4>\n<h5>4.1 \u6b8b\u5dee\u8fde\u63a5&#xff1a;\u9632\u6b62\u505a\u7740\u505a\u7740\u5fd8\u4e86\u539f\u9898<\/h5>\n<p>\u666e\u901aTransformer\u6bcf\u5c42\u90fd\u662f\u201c\u65e7\u72b6\u6001 &#043; \u65b0\u8ba1\u7b97 &#061; \u65b0\u72b6\u6001\u201d&#xff0c;\u65e7\u72b6\u6001\u76f4\u63a5\u4fdd\u7559\u7684\u90a3\u6761\u8def\u5c31\u662f\u6b8b\u5dee\u8fde\u63a5\u3002<\/p>\n<p>\u6ca1\u6709\u5b83\u7684\u8bdd&#xff0c;\u6a21\u578b\u8d8a\u6df1&#xff0c;\u524d\u9762\u7684\u4fe1\u606f\u5fd8\u5f97\u8d8a\u5feb&#xff0c;\u597d\u6bd4\u4f60\u505a\u6570\u5b66\u9898&#xff0c;\u505a\u7740\u505a\u7740\u5fd8\u4e86\u9898\u76ee\u95ee\u7684\u5565\u3002<\/p>\n<p>\u6709\u4e86\u6b8b\u5dee\u8fde\u63a5\u5c31\u50cf\u8bb0\u7b14\u8bb0&#xff0c;\u65e7\u7b14\u8bb0 &#043; \u65b0\u6279\u6ce8 &#061; \u65b0\u7b14\u8bb0&#xff0c;\u4e0d\u7528\u6bcf\u5c42\u90fd\u4ece\u5934\u5f00\u59cb\u5199\u3002<\/p>\n<h5>4.2 \u6b8b\u5dee\u6d41&#xff1a;\u8d2f\u7a7f\u5168\u7a0b\u7684\u516c\u5171\u7b14\u8bb0\u672c<\/h5>\n<p>\u6b8b\u5dee\u6d41\u5c31\u662f\u8d2f\u7a7f\u6240\u6709\u5c42\u7684\u90a3\u6761\u4fe1\u606f\u901a\u9053&#xff0c;\u666e\u901aTransformer\u53ea\u6709\u4e00\u6761&#xff0c;\u6ce8\u610f\u529b\u548cFFN\u90fd\u4ece\u8fd9\u8bfb&#xff0c;\u5199\u5b8c\u518d\u653e\u56de\u53bb\u3002<\/p>\n<p>\u76f8\u5f53\u4e8e\u5168\u516c\u53f8\u5171\u7528\u4e00\u672c\u516c\u5171\u7b14\u8bb0\u672c&#xff0c;\u6240\u6709\u4eba\u90fd\u5f80\u4e0a\u5199&#xff0c;\u4e5f\u90fd\u4ece\u8fd9\u770b&#xff0c;\u4f20\u7740\u4f20\u7740\u65e9\u671f\u7684\u5b57\u5c31\u6a21\u7cca\u4e86\u3002<\/p>\n<h5>4.3 iHC&#xff1a;\u76f4\u63a5\u641e\u56db\u672c\u5e76\u884c\u7b14\u8bb0\u672c<\/h5>\n<p>iHC&#xff08;\u8eab\u4efd\u8d85\u8fde\u63a5&#xff09;\u76f4\u63a5\u7ed9\u6bcf\u4e2aToken\u641e\u56db\u6761\u5e76\u884c\u7684\u6b8b\u5dee\u6d41&#xff0c;\u6bcf\u6761\u90fd\u662f\u72ec\u7acb\u7684\u7b14\u8bb0\u672c\u3002<\/p>\n<p>\u6bcf\u5c42\u5de5\u4f5c\u7684\u65f6\u5019&#xff0c;\u5148\u51b3\u5b9a\u4ece\u54ea\u51e0\u672c\u91cc\u8bfb\u3001\u5404\u8bfb\u591a\u5c11&#xff0c;\u7b97\u5b8c\u518d\u51b3\u5b9a\u5199\u56de\u54ea\u51e0\u672c\u3001\u5404\u5199\u591a\u5c11&#xff0c;\u5168\u52a8\u6001\u5206\u914d\u3002<\/p>\n<p>\u6bd4\u5982\u8bfb\u53d6\u6743\u91cd\u53ef\u80fd\u662f\u8fd9\u6837&#xff1a;<\/p>\n<p>[0.5, 0.2, 0.2, 0.1]<\/p>\n<p>\u5199\u56de\u6743\u91cd\u53ef\u80fd\u662f\u8fd9\u6837&#xff1a;<\/p>\n<p>[1.0, 0.1, 0.7, 0.4]<\/p>\n<p>\u666e\u901a\u6a21\u578b\u662f\u4e00\u6761\u4fe1\u606f\u9ad8\u901f\u8def&#xff0c;iHC\u76f4\u63a5\u4fee\u6210\u56db\u8f66\u9053&#xff0c;\u8fd8\u80fd\u52a8\u6001\u8c03\u8f66\u9053\u4f18\u5148\u7ea7&#xff0c;\u65e9\u671f\u4fe1\u606f\u4e0d\u5bb9\u6613\u88ab\u540e\u9762\u7684\u5185\u5bb9\u51b2\u6ca1\u3002<\/p>\n<h5>4.4 mHC&#xff1a;\u7b14\u8bb0\u672c\u4e4b\u95f4\u8fd8\u80fd\u4e92\u76f8\u6284<\/h5>\n<p>mHC\u548ciHC\u7c7b\u4f3c&#xff0c;\u4f46\u591a\u4e86\u4e2a\u6d41\u95f4\u6df7\u5408\u77e9\u9635&#xff0c;\u5141\u8bb8\u4e0d\u540c\u6d41\u4e4b\u95f4\u4ea4\u6362\u5185\u5bb9\u3002<\/p>\n<p>iHC\u662f\u5404\u5199\u5404\u7684&#xff0c;\u4e92\u4e0d\u5e72\u6270&#xff1b;mHC\u662f\u5141\u8bb8\u4f60\u628a1\u53f7\u672c\u7684\u5185\u5bb9\u6284\u4e00\u90e8\u5206\u52302\u53f7\u30013\u53f7\u672c\u91cc\u3002<\/p>\n<p>\u4fe1\u606f\u4ea4\u6d41\u66f4\u5f3a&#xff0c;\u4f46\u4e5f\u5bb9\u6613\u51fa\u73b0\u4e00\u672c\u72ec\u5927\u3001\u5176\u4ed6\u672c\u88ab\u51b2\u6de1\u7684\u95ee\u9898&#xff0c;\u6240\u4ee5\u52a0\u4e86Sinkhorn\u7ea6\u675f&#xff0c;\u9632\u6b62\u4fe1\u606f\u5168\u6324\u5230\u4e00\u6761\u9053\u4e0a\u3002<\/p>\n<h5>4.5 Qwen GR&#xff1a;\u5f02\u66f2\u540c\u5de5\u7684\u56db\u8def\u6b8b\u5dee<\/h5>\n<p>Qwen3.8\u7684GR\u4e5f\u5c31\u662f\u95e8\u63a7\u6b8b\u5dee&#xff0c;\u540c\u6837\u662f\u56db\u8def\u6b8b\u5dee\u6d41&#xff0c;\u9010\u5143\u7d20\u8bfb\u95e8\u63a7&#xff0c;\u6309\u5206\u652f\u5199\u95e8\u63a7\u3002<\/p>\n<p>\u6709\u610f\u601d\u7684\u662f\u8bad\u7ec3\u5b8c\u4f1a\u81ea\u7136\u8dd1\u51fa\u4e00\u6761\u201c\u957f\u9014\u4e3b\u5e72\u9053\u201d&#xff0c;\u4e13\u95e8\u628a\u65e9\u671f\u4fe1\u606f\u4f20\u5230\u6df1\u5c42&#xff0c;\u5de5\u7a0b\u5e08\u90fd\u4e0d\u7528\u7279\u610f\u8bbe\u8ba1&#xff0c;\u6a21\u578b\u81ea\u5df1\u8dd1\u51fa\u6765\u7684&#xff0c;\u5c5e\u4e8e\u8fdb\u5316\u51fa\u6700\u4f18\u89e3\u4e86\u3002<\/p>\n<h5>4.6 AttnRes&#xff1a;\u76f4\u63a5\u7ffb\u524d\u9762\u5c42\u7684\u7b14\u8bb0<\/h5>\n<p>\u666e\u901a\u6b8b\u5dee\u662f\u6bcf\u5c42\u90fd\u5f80\u4e0a\u52a0&#xff0c;\u8d8a\u5230\u540e\u9762&#xff0c;\u65e9\u671f\u4fe1\u606f\u8d8a\u88ab\u7a00\u91ca&#xff0c;\u597d\u6bd4\u4f60\u5199\u4e8680\u9875\u7b14\u8bb0&#xff0c;\u524d\u9762\u7684\u5185\u5bb9\u65e9\u5c31\u8bb0\u4e0d\u6e05\u4e86\u3002<\/p>\n<p>AttnRes\u5c31\u4e0d\u4e00\u6837\u4e86&#xff0c;\u5f53\u524d\u5c42\u53ef\u4ee5\u81ea\u5df1\u51b3\u5b9a&#xff1a;\u6211\u8981\u53c2\u8003\u524d\u9762\u54ea\u51e0\u5c42\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u76f8\u5f53\u4e8e\u505a\u5230\u7b2c80\u5c42&#xff0c;\u89c9\u5f97\u7b2c20\u5c42\u7684\u7ed3\u8bba\u7279\u522b\u91cd\u8981&#xff0c;\u76f4\u63a5\u7ffb\u56de\u53bb\u91cd\u70b9\u770b&#xff0c;\u4e0d\u7528\u9760\u6b8b\u5dee\u4e00\u70b9\u70b9\u4f20\u4e0b\u6765\u3002<\/p>\n<p>\u666e\u901a\u6ce8\u610f\u529b\u662f\u5728\u201c\u4e0a\u4e0b\u6587\u957f\u5ea6\u201d\u91cc\u627e\u4fe1\u606f&#xff0c;AttnRes\u662f\u5728\u201c\u6df1\u5ea6\u201d\u91cc\u627e\u4fe1\u606f&#xff0c;\u5c5e\u4e8e\u8de8\u5c42\u68c0\u7d22\u3002<\/p>\n<p>\u7ed9\u5927\u5bb6\u603b\u7ed3\u4e2a\u597d\u8bb0\u7684\u7248\u672c&#xff1a;<\/p>\n<ul>\n<li>\u666e\u901a\u6b8b\u5dee &#061; \u4e00\u672c\u7b14\u8bb0\u4ece\u5934\u5199\u5230\u5c3e<\/li>\n<li>iHC \/ GR &#061; \u540c\u65f6\u5199\u56db\u672c\u5e76\u884c\u7b14\u8bb0<\/li>\n<li>mHC &#061; \u56db\u672c\u7b14\u8bb0\u4e4b\u95f4\u8fd8\u80fd\u4e92\u76f8\u6284<\/li>\n<li>AttnRes &#061; \u5199\u7d2f\u4e86\u76f4\u63a5\u7ffb\u524d\u9762\u7684\u7ae0\u8282\u770b<\/li>\n<\/ul>\n<h4>5. \u7ebf\u6027\u6ce8\u610f\u529b&#043;\u6df7\u5408\u67b6\u6784&#xff1a;\u957f\u4e0a\u4e0b\u6587\u7684\u7ec8\u6781\u7701\u94b1\u5927\u6cd5<\/h4>\n<h5>5.1 \u7ebf\u6027\u6ce8\u610f\u529b&#xff1a;\u8fb9\u8bfb\u8fb9\u8bb0\u7b14\u8bb0&#xff0c;\u4e0d\u5b58\u539f\u59cb\u6863\u6848<\/h5>\n<p>\u666e\u901a\u6ce8\u610f\u529b\u662f\u628a\u6240\u6709\u5386\u53f2Token\u90fd\u5b58\u7740&#xff0c;\u8981\u7528\u5c31\u7ffb&#xff0c;\u76f8\u5f53\u4e8e\u628a\u6574\u672c\u4e66\u90fd\u653e\u4f60\u9762\u524d&#xff0c;\u7ffb\u54ea\u9875\u90fd\u884c\u3002<\/p>\n<p>\u4f46\u4e0a\u4e0b\u6587\u5230100\u4e07Token&#xff0c;\u5c31\u7b97\u538b\u4e86KV&#xff0c;\u5b58\u7740\u4e5f\u8d39\u52b2&#xff0c;\u8ddf\u4f60\u786c\u76d8\u585e\u4e861000\u90e8\u7535\u5f71\u4f3c\u7684&#xff0c;\u627e\u8d77\u6765\u90fd\u5361\u3002<\/p>\n<p>\u7ebf\u6027\u6ce8\u610f\u529b\u6362\u4e86\u601d\u8def&#xff1a;\u4e00\u8fb9\u8bfb&#xff0c;\u4e00\u8fb9\u628a\u4fe1\u606f\u538b\u7f29\u8fdb\u4e00\u4e2a\u56fa\u5b9a\u5927\u5c0f\u7684\u201c\u5de5\u4f5c\u7b14\u8bb0\u201d\u91cc&#xff0c;\u540e\u9762\u5c31\u5e26\u7740\u8fd9\u672c\u7b14\u8bb0\u8d70\u3002<\/p>\n<p>\u76f8\u5f53\u4e8e\u4f60\u770b\u4e66\u4e0d\u5b58\u539f\u8457&#xff0c;\u53ea\u8bb0\u8bfb\u4e66\u7b14\u8bb0&#xff0c;\u4e66\u8d8a\u539a&#xff0c;\u7b14\u8bb0\u4f18\u52bf\u8d8a\u660e\u663e&#xff0c;\u56e0\u4e3a\u7b14\u8bb0\u5927\u5c0f\u6c38\u8fdc\u4e0d\u53d8\u3002<\/p>\n<h5>5.2 KDA\u548cGDN&#xff1a;\u8fd8\u80fd\u63a7\u5236\u201c\u9057\u5fd8\u901f\u5ea6\u201d<\/h5>\n<p>KDA&#xff08;Kimi Delta Attention&#xff09;\u548cGDN&#xff08;Gated DeltaNet&#xff09;\u90fd\u662f\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u8def\u5b50&#xff0c;\u6838\u5fc3\u662f\u7ef4\u62a4\u4e00\u4e2a\u56fa\u5b9a\u5927\u5c0f\u7684\u5faa\u73af\u72b6\u6001\u3002<\/p>\n<p>KDA\u66f4\u72e0&#xff0c;\u80fd\u63a7\u5236\u4e0d\u540c\u4fe1\u606f\u7684\u9057\u5fd8\u901f\u5ea6&#xff1a;\u6bd4\u5982\u201c\u8fd9\u662f\u4e2aFlutter\u9879\u76ee\u201d\u8fd9\u79cd\u5927\u5c40\u4fe1\u606f&#xff0c;\u8bb0\u4e45\u4e00\u70b9&#xff1b;\u201c\u521a\u624d\u8fd9\u4e2a\u53d8\u91cf\u503c\u662f17\u201d\u8fd9\u79cd\u7ec6\u8282&#xff0c;\u8fc7\u4f1a\u513f\u5c31\u53ef\u4ee5\u5fd8\u3002<\/p>\n<p>\u4e0d\u662f\u5149\u5f80\u7b14\u8bb0\u91cc\u52a0&#xff0c;\u8fd8\u5f97\u5b66\u4f1a\u4ec0\u4e48\u8be5\u7559\u3001\u4ec0\u4e48\u8be5\u76d6\u3001\u4ec0\u4e48\u8be5\u6162\u6162\u5fd8&#xff0c;\u975e\u5e38\u50cf\u4eba\u7c7b\u7684\u8bb0\u5fc6\u6a21\u5f0f\u3002<\/p>\n<h5>5.3 \u6df7\u5408\u67b6\u6784&#xff1a;\u5e73\u65f6\u8bb0\u6458\u8981&#xff0c;\u8981\u7ec6\u8282\u518d\u7ffb\u4e66<\/h5>\n<p>\u7ebf\u6027\u6ce8\u610f\u529b\u6709\u4ee3\u4ef7&#xff1a;\u538b\u7f29\u591a\u4e86&#xff0c;\u7cbe\u786e\u7ec6\u8282\u5c31\u96be\u627e\u4e86&#xff0c;\u6bd5\u7adf\u7b14\u8bb0\u518d\u8be6\u7ec6\u4e5f\u4e0d\u5982\u539f\u6587\u3002<\/p>\n<p>\u6240\u4ee5\u73b0\u5728\u4e3b\u6d41\u90fd\u662f\u201c\u7ebf\u6027\u6ce8\u610f\u529b &#043; \u666e\u901a\/\u7a00\u758f\u6ce8\u610f\u529b\u201d\u6df7\u5408\u7740\u6765&#xff1a;\u51e0\u5c42\u7ebf\u6027\u6ce8\u610f\u529b\u8d1f\u8d23\u4f4e\u6210\u672c\u201c\u8bb0\u5927\u6982\u201d&#xff0c;\u63d2\u4e00\u5c42\u666e\u901a\u6ce8\u610f\u529b\u8d1f\u8d23\u7cbe\u51c6\u201c\u627e\u7ec6\u8282\u201d\u3002<\/p>\n<p>\u6bd4\u5982Qwen3.8\u662f3\u5c42GDN &#043; 1\u5c42QSA\u5faa\u73af&#xff0c;Kimi K3\u662f3\u5c42KDA &#043; 1\u5c42Gated MLA\u5faa\u73af\u3002<\/p>\n<p>\u8bf4\u767d\u4e86\u5c31\u662f\u5e73\u65f6\u5199\u6458\u8981&#xff0c;\u9700\u8981\u67e5\u7ec6\u8282\u7684\u65f6\u5019\u518d\u7ffb\u539f\u59cb\u8d44\u6599&#xff0c;\u517c\u987e\u901f\u5ea6\u548c\u7cbe\u5ea6\u3002<\/p>\n<h5>5.4 QSA\u3001IndexPool&#xff1a;\u8fde\u6d77\u9009\u6b65\u9aa4\u90fd\u5f00\u59cb\u538b\u7f29<\/h5>\n<p>\u4e4b\u524dDSA\u662fIndexer\u5148\u6d77\u9009100\u4e07Token&#xff0c;\u73b0\u5728\u8fde\u6d77\u9009\u90fd\u5acc\u8d39\u4e8b\u513f&#xff0c;\u5f00\u59cb\u5377\u6d77\u9009\u672c\u8eab\u4e86\u3002<\/p>\n<p>Qwen\u7684QSA&#xff0c;\u5148\u628a\u8fde\u7eedToken\u805a\u6210\u201c\u5c0f\u7ec4\u5757\u201d&#xff0c;Indexer\u5148\u5224\u65ad\u54ea\u4e2a\u7ec4\u5757\u503c\u5f97\u770b&#xff0c;\u518d\u8fdb\u53bb\u627e\u5177\u4f53\u7684\u3002<\/p>\n<p>\u76f8\u5f53\u4e8e\u62db\u4eba\u7684\u65f6\u5019\u5148\u770b\u90e8\u95e8&#xff0c;\u90e8\u95e8\u5408\u9002\u518d\u770b\u4e2a\u4eba\u7b80\u5386&#xff0c;\u4e0d\u7528\u6328\u4e2a\u626b\u4e00\u4e07\u4efd\u3002<\/p>\n<p>GLM\u7684IndexPool\u66f4\u76f4\u63a5&#xff0c;\u628a4\u4e2aIndexer Key\u52a0\u6743\u538b\u7f29\u62101\u4e2a&#xff0c;\u7d22\u5f15\u4fe1\u606f\u76f4\u63a5\u7f29\u5c0f4\u500d&#xff0c;\u518d\u53bbTop-k\u3002<\/p>\n<p>\u7b80\u5355\u533a\u5206&#xff1a;IndexPool\u662f\u628a\u672c\u6b21\u641c\u7d22\u7684\u76ee\u5f55\u538b\u5c0f&#xff0c;IndexCache\u662f\u4e0d\u540c\u5c42\u4e4b\u95f4\u590d\u7528\u76ee\u5f55&#xff0c;\u4e00\u4e2a\u7701\u7a7a\u95f4&#xff0c;\u4e00\u4e2a\u7701\u6b21\u6570\u3002<\/p>\n<h5>5.5 DeepSeek\u7684CSA\/HCA&#xff1a;\u538b\u5230\u6781\u81f4\u518d\u627e<\/h5>\n<p>DeepSeek V4\u66f4\u6fc0\u8fdb&#xff0c;\u4e24\u79cd\u6ce8\u610f\u529b\u4ea4\u66ff\u7528&#xff1a;<\/p>\n<ul>\n<li>CSA&#xff1a;\u5148\u628a\u6bcf4\u4e2a\u5386\u53f2Token\u538b\u62101\u4e2a&#xff0c;\u518d\u4ece\u538b\u7f29\u540e\u7684\u4f4d\u7f6e\u91ccTop-k\u6d77\u9009&#xff0c;\u5c5e\u4e8e\u201c\u538b\u4e00\u70b9\u518d\u6311\u201d<\/li>\n<li>HCA&#xff1a;\u66f4\u72e0&#xff0c;\u6bcf128\u4e2aToken\u538b\u6210\u4e00\u4e2a\u5757&#xff0c;\u538b\u5b8c\u76f4\u63a5\u5168\u90e8\u505a\u6ce8\u610f\u529b&#xff0c;\u8fdeIndexer\u90fd\u7701\u4e86&#xff0c;\u5c5e\u4e8e\u201c\u538b\u5230\u6781\u81f4\u5168\u770b\u201d<\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u8d1f\u8d23\u7cbe\u786e\u9009\u91cd\u70b9&#xff0c;\u4e00\u4e2a\u8d1f\u8d23\u4f4e\u6210\u672c\u770b\u5168\u5c40&#xff0c;\u4ea4\u66ff\u7740\u6765&#xff0c;\u4e3b\u6253\u4e00\u4e2a\u6781\u81f4\u7701\u94b1\u3002<\/p>\n<h4>6. \u63a8\u6d4b\u89e3\u7801&#xff1a;\u8ba9\u6a21\u578b\u751f\u6210\u901f\u5ea6\u76f4\u63a5\u8d77\u98de<\/h4>\n<p>\u63a8\u6d4b\u89e3\u7801\u8bf4\u767d\u4e86\u5c31\u662f&#xff1a;\u627e\u4e2a\u4fbf\u5b9c\u7684\u201c\u8349\u7a3f\u6a21\u578b\u201d\u5148\u731c\u540e\u9762\u51e0\u4e2a\u5b57&#xff0c;\u4e3b\u6a21\u578b\u4e00\u6b21\u9a8c\u8bc1\u597d\u51e0\u4e2a\u3002<\/p>\n<p>\u731c\u4e2d\u4e86\u5c31\u6279\u91cf\u901a\u8fc7&#xff0c;\u731c\u9519\u4e86\u5c31\u4ece\u9519\u7684\u5730\u65b9\u91cd\u6765&#xff0c;\u53cd\u6b63\u6bd4\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u7b97\u5feb\u3002<\/p>\n<p>\u6bd4\u5982\u4e00\u6b21\u731c4\u4e2a&#xff0c;\u4e2d\u4e862\u4e2a&#xff0c;\u8fd9\u4e00\u8f6e\u5c31\u76f4\u63a5\u8f93\u51fa2\u4e2a&#xff0c;\u901f\u5ea6\u76f4\u63a5\u7ffb\u500d&#xff0c;\u8d4c\u5bf9\u4e86\u5c31\u662f\u8840\u8d5a\u3002<\/p>\n<p>Hy4\u81ea\u5e26\u7684MTP\u5c31\u662f\u5e72\u8fd9\u4e2a\u7684&#xff0c;\u603b\u53c2\u657010B&#xff0c;\u6fc0\u6d3b\u624d0.7B&#xff0c;\u548c\u4e3b\u6a21\u578b\u4e00\u8d77\u8bad\u7ec3\u7684&#xff0c;\u4e13\u95e8\u8d1f\u8d23\u6253\u8349\u7a3f\u3002<\/p>\n<p>\u7c7b\u4f3c\u7684\u8fd8\u6709EAGLE-3\u3001DFlash\u8fd9\u4e9b&#xff0c;\u672c\u8d28\u90fd\u662f\u201c\u6253\u8349\u7a3f &#043; \u6279\u91cf\u9a8c\u8bc1\u201d&#xff0c;\u5377\u751f\u6210\u901f\u5ea6\u7684\u795e\u5668\u3002<\/p>\n<h4>7. \u91cf\u5316&#xff1a;\u628a1.5T\u7684\u6a21\u578b\u585e\u8fdb200G\u786c\u76d8<\/h4>\n<h5>7.1 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\u00d7 2 Byte \u2248 1.54 TB<\/p>\n<h5>7.2 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W4A16&#xff1a;\u6743\u91cd\u538b\u52304bit&#xff0c;\u8ba1\u7b97\u8fd8\u7528\u9ad8\u7cbe\u5ea6<\/h5>\n<p>W\u5c31\u662fWeight\u6743\u91cd&#xff0c;A\u5c31\u662fActivation\u6fc0\u6d3b\u3002<\/p>\n<p>W4A16\u5c31\u662f\u6743\u91cd\u5b584bit\u7701\u7a7a\u95f4&#xff0c;\u771f\u6b63\u8ba1\u7b97\u7684\u65f6\u5019\u6fc0\u6d3b\u8fd8\u662f16bit\u9ad8\u7cbe\u5ea6\u3002<\/p>\n<p>\u76f8\u5f53\u4e8e\u4f60\u628a\u538b\u7f29\u5305\u5b58\u5728\u786c\u76d8\u91cc&#xff0c;\u89e3\u538b\u5230\u5185\u5b58\u518d\u8fd0\u884c&#xff0c;\u4e3b\u6253\u4e00\u4e2a\u5b58\u50a8\u548c\u8ba1\u7b97\u5e73\u8861\u3002<\/p>\n<p>W8A8\u5c31\u662f\u6743\u91cd\u6fc0\u6d3b\u90fd\u662f8bit&#xff0c;\u66f4\u7701\u4f46\u7cbe\u5ea6\u4e5f\u66f4\u4f4e&#xff0c;\u770b\u4f60\u613f\u610f\u727a\u7272\u5565\u3002<\/p>\n<h5>7.5 GPTQ\u3001AWQ&#xff1a;\u538b\u7f29\u7b97\u6cd5\u7684\u5377\u738b<\/h5>\n<p>INT4\u3001FP4\u53ea\u662f\u201c\u76ee\u6807\u683c\u5f0f\u201d&#xff0c;GPTQ\u3001AWQ\u662f\u201c\u600e\u4e48\u538b\u8fc7\u53bb\u201d\u7684\u7b97\u6cd5\u3002<\/p>\n<p>\u6700\u7c97\u66b4\u7684\u538b\u6cd5\u5c31\u662f\u76f4\u63a5\u56db\u820d\u4e94\u5165&#xff0c;\u4f46\u6a21\u578b\u91cc\u6709\u7684\u6743\u91cd\u6539\u4e00\u70b9\u5c31\u5d29&#xff0c;\u6709\u7684\u6539\u5f88\u591a\u90fd\u6ca1\u4e8b&#xff0c;\u4e00\u5200\u5207\u80af\u5b9a\u4e0d\u884c\u3002<\/p>\n<p>GPTQ\u7528\u4e8c\u9636\u4fe1\u606f\u8865\u507f\u8bef\u5dee&#xff0c;AWQ\u91cd\u70b9\u4fdd\u62a4\u91cd\u8981\u7684\u6743\u91cd\u901a\u9053&#xff0c;SmoothQuant\u628a\u96be\u538b\u7684\u6fc0\u6d3b\u8f6c\u79fb\u7ed9\u6743\u91cd\u3002<\/p>\n<p>\u7b80\u5355\u8bf4&#xff1a;4bit\u662f\u9884\u7b97&#xff0c;GPTQ\u3001AWQ\u662f\u6559\u4f60\u600e\u4e48\u82b1\u8fd94bit\u6700\u503c\u3002<\/p>\n<h5>7.6 GGUF\u7684\u90a3\u4e9b\u540e\u7f00&#xff1a;Q4_K_M\u5230\u5e95\u662f\u5565<\/h5>\n<p>\u73a9\u672c\u5730\u6a21\u578b\u7684\u80af\u5b9a\u89c1\u8fc7Q4_K_M\u3001IQ3_XXS\u8fd9\u4e9b\u540d\u5b57&#xff0c;\u8fd9\u90fd\u662f\u793e\u533a\u91cf\u5316\u914d\u65b9&#xff0c;\u4e0d\u662f\u4ec0\u4e48\u7edf\u4e00\u6807\u51c6\u683c\u5f0f\u3002<\/p>\n<p>Q4\u4e0d\u4ee3\u8868\u6574\u4e2a\u6a21\u578b\u5168\u662f4bit&#xff0c;\u53ea\u662f\u5927\u6982\u57284bit\u8fd9\u4e00\u6863&#xff0c;\u654f\u611f\u5c42\u53ef\u80fd\u7528\u66f4\u9ad8\u7cbe\u5ea6&#xff0c;\u5c5e\u4e8e\u6df7\u5408\u91cf\u5316\u3002<\/p>\n<p>\u540e\u7f00\u5927\u81f4\u89c4\u5f8b&#xff1a;<\/p>\n<ul>\n<li>_0 \/ _1&#xff1a;\u65e9\u671f\u7684\u5757\u91cf\u5316\u65b9\u6848<\/li>\n<li>_K&#xff1a;K-quant\u5bb6\u65cf&#xff0c;\u73b0\u5728\u6700\u5e38\u7528<\/li>\n<li>IQ&#xff1a;\u66f4\u590d\u6742\u7684\u7f16\u7801&#xff0c;\u8d85\u4f4ebit\u8868\u73b0\u66f4\u597d<\/li>\n<li>TQ \/ STQ&#xff1a;\u4e09\u503c\u3001\u7a00\u758f\u4e09\u503c&#xff0c;\u538b\u5f97\u6700\u72e0<\/li>\n<\/ul>\n<p>\u540e\u9762\u7684_S \/ M \/ L \/ 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