{"id":5206,"date":"2026-06-03T17:06:37","date_gmt":"2026-06-03T09:06:37","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=5206"},"modified":"2026-06-03T17:09:21","modified_gmt":"2026-06-03T09:09:21","slug":"minimax-m3%e4%b8%80%e6%89%8b%e5%ae%9e%e6%b5%8b%ef%bc%9a%e8%80%81%e9%bb%84ppt%e4%b8%8a74%e4%b8%aalogo%ef%bc%8c%e6%88%91%e4%bb%a5%e4%b8%ba%e8%83%bd%e9%9a%be%e4%bd%8f%e5%ae%83","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2026\/06\/03\/minimax-m3%e4%b8%80%e6%89%8b%e5%ae%9e%e6%b5%8b%ef%bc%9a%e8%80%81%e9%bb%84ppt%e4%b8%8a74%e4%b8%aalogo%ef%bc%8c%e6%88%91%e4%bb%a5%e4%b8%ba%e8%83%bd%e9%9a%be%e4%bd%8f%e5%ae%83\/","title":{"rendered":"MiniMax M3\u4e00\u624b\u5b9e\u6d4b\uff1a\u8001\u9ec4PPT\u4e0a74\u4e2aLogo\uff0c\u6211\u4ee5\u4e3a\u80fd\u96be\u4f4f\u5b83"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5206\" class=\"elementor elementor-5206\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ddd3b e-flex 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2025\u7684\u8bba\u6587\u6254\u7ed9\u5b83\uff0c\u8ba9\u5b83\u72ec\u7acb\u590d\u73b0\uff0c\u7ed3\u679cM3\u8fde\u7eed\u8fd0\u884c12\u5c0f\u65f6\u540e\u6210\u529f\u4ea4\u4ed8\u7ed3\u679c\uff0c\u5168\u7a0b\u6ca1\u6709\u4efb\u4f55\u8f85\u52a9\u3002<\/p><p>\u8fd9\u662f\u4e00\u7bc7Outstanding Paper Award\u83b7\u5956\u8bba\u6587\uff0c\u7814\u7a76\u7684\u662f\u00a0\u5927\u6a21\u578b\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u5b66\u4e60\u52a8\u529b\u5b66\u3002<\/p><p>\u5177\u4f53\u6765\u8bf4\uff0c\u8bba\u6587\u7684\u6838\u5fc3\u662f\u7528\u201c\u5b66\u4e60\u52a8\u6001\u201d\u6846\u67b6\u7edf\u4e00\u89e3\u91ca\u5927\u6a21\u578b\u5fae\u8c03\u4e2d\u7684\u53cd\u76f4\u89c9\u73b0\u8c61\uff0c\u8be5\u6846\u67b6\u5c06\u6bcf\u6b65\u68af\u5ea6\u66f4\u65b0\u5206\u89e3\u4e3a\u4e09\u4e2a\u56e0\u5b50\uff0c\u63ed\u793a\u4e86\u66f4\u65b0\u5982\u4f55\u901a\u8fc7\u6837\u672c\u76f8\u4f3c\u6027\u5728\u4e0d\u540c\u8f93\u51fa\u4e4b\u95f4\u4f20\u64ad\u3002<\/p><p>\u57fa\u4e8e\u6b64\uff0c\u8bba\u6587\u63d0\u51fa\u5728SFT\u9636\u6bb5\u540c\u65f6\u8bad\u7ec3y\u2212\uff0c\u8ba9\u8d1f\u6837\u672c\u63d0\u524d\u201c\u79bb\u5f00\u4f4e\u6982\u7387\u533a\u57df\u201d\uff0c\u4ece\u6839\u6e90\u4e0a\u7f13\u89e3\u6324\u538b\u6548\u5e94\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q4.itc.cn\/q_70\/images03\/20260602\/8e800e03f0094c0e84bdd86a27dcb99c.png\" rel=\"noopener\" data-group=\"0\" data-id=\"3\" data-index=\"3\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q4.itc.cn\/q_70\/images03\/20260602\/8e800e03f0094c0e84bdd86a27dcb99c.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"217\" 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href=\"https:\/\/q1.itc.cn\/q_70\/images03\/20260602\/1613cb9c510447989cb42e4452975eb9.png\" rel=\"noopener\" data-group=\"0\" data-id=\"4\" data-index=\"4\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q1.itc.cn\/q_70\/images03\/20260602\/1613cb9c510447989cb42e4452975eb9.png\" alt=\"\u6587\u7ae0\u914d\u56fe-2\" width=\"640\" height=\"302\" \/><\/a><\/p><p>\u6211\u4e5f\u7167\u846b\u82a6\u753b\u74e2\uff0c\u627e\u4e86\u4e00\u7bc7ICLR 2026\u7684\u8bba\u6587\u8ba9\u5b83\u590d\u73b0\u3002<\/p><p>\u8fd9\u7bc7\u8bba\u6587\u89e3\u51b3\u7684\u662f\u8bad\u7ec3\u5927\u6a21\u578b\u65f6\u4f1a\u9047\u5230\u7684\u4e00\u4e2a\u5e95\u5c42\u95ee\u9898\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q2.itc.cn\/q_70\/images03\/20260602\/3a525a75bbb8442c8eae422022149de1.png\" rel=\"noopener\" data-group=\"0\" data-id=\"5\" data-index=\"5\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q2.itc.cn\/q_70\/images03\/20260602\/3a525a75bbb8442c8eae422022149de1.png\" alt=\"\u6587\u7ae0\u914d\u56fe-3\" width=\"640\" height=\"364\" \/><\/a><\/p><p>Muon\u662f\u6700\u8fd1\u5f88\u706b\u7684\u4f18\u5316\u5668\uff0c\u5b83\u6bcf\u4e00\u6b65\u66f4\u65b0\u6743\u91cd\u4e4b\u524d\uff0c\u9700\u8981\u5bf9\u68af\u5ea6\u77e9\u9635\u505a\u4e00\u6b21\u77e9\u9635\u6781\u5206\u89e3\u3002<\/p><p>\u7ecf\u5178\u505a\u6cd5\u662f\u7528Newton-Schulz\u8fed\u4ee3\uff0c\u6bcf\u6b65\u5957\u4e00\u4e2a\u56fa\u5b9a\u7684\u4e94\u6b21\u591a\u9879\u5f0f\uff0c\u7b80\u5355\u4f46\u6536\u655b\u6162\u3002<\/p><p>\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u00a0Polar Express\uff0c\u628a\u56fa\u5b9a\u7cfb\u6570\u6362\u6210\u4e86\u52a8\u6001\u6c42\u89e3\uff0c\u5373\u6bcf\u4e00\u8f6e\u6839\u636e\u5f53\u524d\u77e9\u9635\u7684\u5947\u5f02\u503c\u8303\u56f4\uff0c\u73b0\u573a\u7b97\u51fa\u672c\u8f6e\u7406\u8bba\u6700\u4f18\u7684\u591a\u9879\u5f0f\u7cfb\u6570\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q7.itc.cn\/q_70\/images03\/20260602\/cf725a771ea1477cafce8ac9799dc594.png\" rel=\"noopener\" data-group=\"0\" data-id=\"6\" data-index=\"6\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q7.itc.cn\/q_70\/images03\/20260602\/cf725a771ea1477cafce8ac9799dc594.png\" alt=\"\u6587\u7ae0\u914d\u56fe-2\" width=\"614\" height=\"660\" \/><\/a><\/p><p>M3\u628a\u6574\u4e2a\u5b9e\u73b0\u62c6\u6210\u4e86\u4e09\u4e2a\u6a21\u5757\uff0c\u5305\u62ecbaseline\u65b9\u6cd5\u3001\u6700\u4f18\u591a\u9879\u5f0f\u6c42\u89e3\u5668\uff0c\u4ee5\u53ca\u4e3b\u7b97\u6cd5\u672c\u4f53\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q6.itc.cn\/q_70\/images03\/20260602\/cc4efaf42cf744c9939b1985d609e7fd.png\" rel=\"noopener\" data-group=\"0\" data-id=\"7\" data-index=\"7\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q6.itc.cn\/q_70\/images03\/20260602\/cc4efaf42cf744c9939b1985d609e7fd.png\" alt=\"\u6587\u7ae0\u914d\u56fe-3\" width=\"370\" height=\"162\" 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src=\"https:\/\/q0.itc.cn\/q_70\/images03\/20260602\/de973715b68b498fad8fe062eba4f506.gif\" alt=\"\u6587\u7ae0\u914d\u56fe-7\" width=\"640\" height=\"380\" \/><\/a><\/p><p>\u6765\u770b\u4e0b\u4e00\u4e2a\u4efb\u52a1\u3002<\/p><p>\u65e2\u7136\u524d\u4e00\u4e2a\u4efb\u52a1\u5df2\u7ecf\u5229\u7528\u4e0a\u8001\u9ec4\u4e86\uff0c\u90a3\u5c31\u518d\u8ba9\u4ed6\u53d1\u5149\u53d1\u70ed\u4e00\u6b21\u3002<\/p><p>\u5c31\u5728\u6628\u5929\u7684ComputeX\u4e0a\uff0c\u9ec4\u4ec1\u52cb\u53d1\u8868\u4e86\u6f14\u8bb2\uff0c\u5176\u95f4\u5c31\u63d0\u5230\u4e86\u201cDSX AI\u5de5\u5382\u751f\u6001\u7cfb\u7edf\u201d\u3002<\/p><p>\u8bb2\u5230\u8fd9\u91cc\u7684\u65f6\u5019\uff0c\u8001\u9ec4\u653e\u4e86\u8fd9\u6837\u4e00\u5f20PPT\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q2.itc.cn\/q_70\/images03\/20260602\/b195b302cc364f3e863e43f7a18a50b2.png\" rel=\"noopener\" data-group=\"0\" data-id=\"12\" data-index=\"12\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q2.itc.cn\/q_70\/images03\/20260602\/b195b302cc364f3e863e43f7a18a50b2.png\" alt=\"\u6587\u7ae0\u914d\u56fe-8\" width=\"640\" height=\"292\" \/><\/a><\/p><p>\u8fd9\u4e00\u8f6e\uff0c\u6211\u5e03\u7f6e\u7ed9M3\u7684\u4efb\u52a1\u5c31\u662f\u00a0\u628aPPT\u91cc\u7684\u8fd974\u5bb6\uff08\u6211\u4eb2\u81ea\u6570\u8fc7\uff09\u4f01\u4e1a\u7684\u8d44\u6599\u5168\u90fd\u627e\u5230\uff0c\u6c47\u603b\u505a\u6210\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7f51\u9875\u3002<\/p><p>\u63d0\u793a\u8bcd\u957f\u8fd9\u6837\uff1a<\/p><blockquote><p>\u8fd9\u5f20\u56fe\u662f\u9ec4\u4ec1\u52cb\u5728ComputeX\u4e0a\u4ecb\u7ecd\u7684DSX AI\u751f\u6001\u7cfb\u7edf\u5382\u5546\u540d\u5355\uff0c\u641c\u96c6\u6240\u6709\u8fd9\u4e9b\u5382\u5546\u7684\u4fe1\u606f\uff0c\u5236\u4f5c\u4e00\u4e2a\u6a2a\u5411\u7684\u7011\u5e03\u6d41\u7f51\u9875\uff0c\u70b9\u51fb\u5176\u4e2d\u7684\u5361\u7247\u663e\u793a\u516c\u53f8\u4ecb\u7ecd\u3002<\/p><\/blockquote><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q2.itc.cn\/q_70\/images03\/20260602\/31f943573fe748f7b20fbe22e4966c30.png\" rel=\"noopener\" data-group=\"0\" data-id=\"13\" data-index=\"13\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q2.itc.cn\/q_70\/images03\/20260602\/31f943573fe748f7b20fbe22e4966c30.png\" alt=\"\u6587\u7ae0\u914d\u56fe-9\" width=\"640\" height=\"485\" \/><\/a><\/p><p>\u5230\u8fd9\u91cc\u6211\u4f9d\u7136\u6709\u4e9b\u62c5\u5fc3\uff0c70\u591a\u4e2a\u516c\u53f8\uff0c\u7528\u7684\u8fd8\u5168\u662fLogo\uff0c\u4e0d\u77e5\u9053M3\u80fd\u4e0d\u80fd\u770b\u5f97\u8fc7\u6765\uff0c\u53cd\u6b63\u6211\u5df2\u7ecf\u5f88\u6655\u4e86\u3002<\/p><p>\u4f46\u7ecf\u8fc7\u6211\u786c\u7740\u5934\u76ae\u4ed4\u7ec6\u6838\u5bf9\uff0cM3\u627e\u5230\u7684\u8fd974\u5bb6\u516c\u53f8\u65e0\u4e00\u4f8b\u5916\u5168\u90fd\u6b63\u786e\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q0.itc.cn\/q_70\/images03\/20260602\/3a9a1a71bea64ccda1f90057fb433b6c.png\" rel=\"noopener\" data-group=\"0\" data-id=\"14\" data-index=\"14\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q0.itc.cn\/q_70\/images03\/20260602\/3a9a1a71bea64ccda1f90057fb433b6c.png\" alt=\"\u6587\u7ae0\u914d\u56fe-10\" width=\"640\" height=\"408\" \/><\/a><\/p><p>\u6709\u4e86\u516c\u53f8\u540d\u5355\u4e4b\u540e\uff0c\u5c31\u662f\u641c\u96c6\u8fd9\u4e9b\u516c\u53f8\u7684\u8d44\u6599\u5e76\u8bbe\u8ba1\u7f51\u9875\u4e86\uff0c\u6700\u7ec8M3\u4e5f\u662f\u6210\u529f\u5b8c\u6210\u4e86\u8fd9\u9879\u4efb\u52a1\u3002<\/p><p>\u76f4\u63a5\u770b\u6548\u679c\uff0c\u5e03\u5c40\u5b8c\u5168\u7b26\u5408\u8981\u6c42\uff0c\u5361\u7247\u53ef\u6b63\u5e38\u70b9\u51fb\uff0c\u751a\u81f3\u914d\u8272\u7528\u7684\u4e5f\u662f\u82f1\u4f1f\u8fbe\u7684\u6807\u5fd7\u989c\u8272\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q7.itc.cn\/q_70\/images03\/20260602\/be2427690bb04df9afa523b28cbbf2b1.gif\" rel=\"noopener\" data-group=\"0\" data-id=\"15\" data-index=\"15\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q7.itc.cn\/q_70\/images03\/20260602\/be2427690bb04df9afa523b28cbbf2b1.gif\" alt=\"\u6587\u7ae0\u914d\u56fe-11\" width=\"640\" height=\"484\" 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href=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/f5e1fe49e5e64037b384f75e610260fa.png\" rel=\"noopener\" data-group=\"0\" data-id=\"16\" data-index=\"16\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/f5e1fe49e5e64037b384f75e610260fa.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"777\" \/><\/a><\/p><p>\u591a\u5570\u55e6\u4e24\u53e5\uff0c\u8bed\u8a00\u5b66\u4e4d\u770b\u662f\u4e2a\u6587\u79d1\u4e13\u4e1a\uff0c\u4f46\u5176\u5b9e\u8fd9\u9053\u9898\u9700\u8981\u6781\u5176\u590d\u6742\u7684\u903b\u8f91\u63a8\u7406\u3002<\/p><p>\u5b9e\u9645\u4e0a\uff0c\u81ea\u6253OpenAI\u63a8\u51fao1\u7684\u90a3\u5929\u8d77\uff0c\u6211\u5c31\u4e00\u76f4\u5728\u7528\u8fd9\u9053\u9898\u8003\u9a8c\u5404\u79cd\u63a8\u7406\u6a21\u578b\uff0c\u7ed3\u679c\u81f3\u4eca\u65e0\u4e00\u6a21\u578b\u7b54\u5bf9\u00a0\uff08\u9664\u4e86Gemini\u9760\u80cc\u9898\u7b54\u5bf9\uff09\u3002<\/p><p>\u89c6\u9891\u7684\u8bdd\uff0c\u8fd9\u91cc\u653e\u4e2aB\u7ad9\u94fe\u63a5\uff0c\u5927\u5bb6\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\u770b\u4e00\u770b\uff0c\u4e0d\u8fc7\u65f6\u957f\u5c06\u8fd1\u4e24\u4e2a\u5c0f\u65f6\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q8.itc.cn\/q_70\/images03\/20260602\/efe1ba12915d45f496398735d13cf4f6.png\" rel=\"noopener\" data-group=\"0\" data-id=\"17\" data-index=\"17\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q8.itc.cn\/q_70\/images03\/20260602\/efe1ba12915d45f496398735d13cf4f6.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"311\" \/><\/a><\/p><p>\u4f20\u9001\u95e8\uff1ahttps:\/\/www.bilibili.com\/video\/BV1LN4y1K7Ld<\/p><p>\u5f53\u7136\u8fd9\u6b21M3\u4e0d\u9700\u8981\u81ea\u5df1\u63a8\u7406\uff0c\u53ea\u662f\u9700\u8981\u628a\u89c6\u9891\u91ccup\u4e3b\u7684\u89e3\u9898\u8fc7\u7a0b\u590d\u73b0\u51fa\u6765\u3002<\/p><p>\u8fd9\u91cc\u6211\u628a\u5206P\u89c6\u9891\u5168\u90e8\u4e0b\u8f7d\u4e86\u4e0b\u6765\uff0c\u7136\u540e\u526a\u8f91\u5230\u4e86\u4e00\u8d77\uff0c\u5b58\u5728\u4e86\u672c\u5730\u76ee\u5f55\uff0c\u5e76\u5c06\u5176\u8bbe\u4e3aMiniMax Code\u7684project\u76ee\u5f55\uff0c\u63d0\u793a\u8bcd\u4f9d\u7136\u5f88\u7b80\u5355\uff1a<\/p><blockquote><p>\u7406\u89e3\u8fd9\u91cc\u9762\u7684\u89c6\u9891\uff0c\u505a\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7f51\u9875\u7ed9\u6211\u8bb2\u660e\u767d\u8fd9\u9053\u9898\u7684\u7b2c\u4e00\u95ee\u3002<\/p><\/blockquote><p>M3\u5148\u662f\u7528ffmpeg\uff0c\u628a\u8fd9\u6bb51.3G\u7684\u89c6\u9891\u538b\u7f29\u5230\u4e86\u5b83\u80fd\u5904\u7406\u7684\u5927\u5c0f\u7a0b\u5ea6\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q3.itc.cn\/q_70\/images03\/20260602\/74b2831175f44ce09de67e7c0025d700.png\" rel=\"noopener\" data-group=\"0\" data-id=\"18\" data-index=\"18\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q3.itc.cn\/q_70\/images03\/20260602\/74b2831175f44ce09de67e7c0025d700.png\" alt=\"\u6587\u7ae0\u914d\u56fe-2\" width=\"640\" height=\"433\" \/><\/a><\/p><p>\u7136\u540eM3\u7ed9\u81ea\u5df1\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u7684\u95ee\u9898\uff0c\u5f00\u59cb\u5fc3\u4e2d\u5e26\u7740\u95ee\u9898\u5b66\u4e60up\u4e3b\u7684\u8bb2\u89e3\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q9.itc.cn\/q_70\/images03\/20260602\/071cffcd1c1a4291b2159ebd81b62639.png\" rel=\"noopener\" data-group=\"0\" data-id=\"19\" data-index=\"19\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q9.itc.cn\/q_70\/images03\/20260602\/071cffcd1c1a4291b2159ebd81b62639.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"551\" \/><\/a><\/p><p>\u4e4b\u540e\uff0cM3\u8bbe\u8ba1\u51fa\u4e86\u9875\u9762\u7ed3\u6784\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q8.itc.cn\/q_70\/images03\/20260602\/071c3df80a3c49baaa9779017440d3aa.png\" rel=\"noopener\" data-group=\"0\" data-id=\"20\" data-index=\"20\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q8.itc.cn\/q_70\/images03\/20260602\/071c3df80a3c49baaa9779017440d3aa.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"646\" \/><\/a><\/p><p>\u5bf9\u5e94up\u4e3b\u7684\u63a8\u5bfc\u8fc7\u7a0b\uff0c\u4e00\u5171\u5206\u6210\u4e86\u4e09\u4e2a\u5927\u7684\u6b65\u9aa4\uff1a<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q7.itc.cn\/q_70\/images03\/20260602\/8c477b963134499691ae36ef63b14019.png\" rel=\"noopener\" data-group=\"0\" data-id=\"21\" data-index=\"21\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q7.itc.cn\/q_70\/images03\/20260602\/8c477b963134499691ae36ef63b14019.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"441\" \/><\/a><\/p><p>\u6211\u4eec\u6765\u770b\u5176\u4e2d\u4e00\u4e2a\uff0c\u7684\u786e\u662f\u7b80\u6d01\u3001\u7f8e\u89c2\u53c8\u6e05\u6670\uff1a<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q6.itc.cn\/q_70\/images03\/20260602\/82602b177660417d9c0b4bc8ce27cb2d.png\" rel=\"noopener\" data-group=\"0\" data-id=\"22\" data-index=\"22\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q6.itc.cn\/q_70\/images03\/20260602\/82602b177660417d9c0b4bc8ce27cb2d.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"920\" \/><\/a><\/p><p>\u6700\u7ec8\u7684\u89e3\u9898\u7ed3\u679c\uff0c\u548c\u89c6\u9891\u4e5f\u90fd\u80fd\u5bf9\u5f97\u4e0a\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/6d0bd0641f074f51936d823393e2bc89.png\" rel=\"noopener\" data-group=\"0\" data-id=\"23\" data-index=\"23\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/6d0bd0641f074f51936d823393e2bc89.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"757\" \/><\/a><\/p><p>\u800c\u4e14\u8bb2\u5b8c\u9898\u4e4b\u540e\uff0cM3\u8fd8\u4e0d\u5fd8\u81ea\u5df1\u505a\u5ef6\u4f38\uff0c\u6574\u7406\u4e86\u4e00\u5957\u89e3\u51b3\u8bed\u8a00\u5b66\u63a8\u7406\u9898\u7684\u5b66\u4e60\u5fc3\u5f97\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/fe99c541d463436abd18f7c1b09c123f.png\" rel=\"noopener\" data-group=\"0\" data-id=\"24\" data-index=\"24\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/fe99c541d463436abd18f7c1b09c123f.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"248\" \/><\/a><\/p><p>\u603b\u4e4b\u8fd9\u4e00\u5927\u4e32\u4efb\u52a1\u505a\u4e0b\u6765\uff0cM3\u7684\u8868\u73b0\u5c5e\u5b9e\u662f\u8d85\u51fa\u4e86\u6211\u7684\u60f3\u8c61\uff0c\u8bf4\u5b83\u5df2\u7ecf\u8fdb\u5165\u5168\u7403\u6700\u80fd\u6253\u7684\u7b2c\u4e00\u68af\u961f\u4e5f\u4e0d\u4e3a\u8fc7\u3002<\/p><p>M3\u7528\u4e86\u54ea\u4e9b\u6280\u672f\uff1f<\/p><p>M3\u8fd9\u6b21\u7684\u4e09\u5927\u80fd\u529b\uff0c\u80cc\u540e\u5404\u6709\u4e00\u4e2a\u6740\u624b\u950f\u3002<\/p><p>\u5148\u8bf41M\u957f\u4e0a\u4e0b\u6587\uff0c\u8fd9\u91ccMiniMax\u9009\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u00a0MSA\uff0c\u5373MiniMax Sparse Attention\u3002<\/p><p>MSA\u901a\u8fc7\u4ee5KV\u5757\u4e3a\u5916\u5c42\u5faa\u73af\u6c47\u805a\u547d\u4e2d\u5b83\u7684query\uff0c\u8ba9\u6bcf\u5757\u53ea\u8bfb\u4e00\u6b21\u3001\u8bbf\u5b58\u8fde\u7eed\uff0c\u83b7\u5f97\u4e86\u6781\u9ad8\u7684\u786c\u4ef6\u5229\u7528\u7387\u3002<\/p><p><a class=\"j-wpcom-lightbox\" href=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/7943229109e3445da46e55449df84e68.png\" rel=\"noopener\" data-group=\"0\" data-id=\"25\" data-index=\"25\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q5.itc.cn\/q_70\/images03\/20260602\/7943229109e3445da46e55449df84e68.png\" alt=\"\u6587\u7ae0\u914d\u56fe-1\" width=\"640\" height=\"359\" \/><\/a><\/p><p>\u7a00\u758f\u6ce8\u610f\u529b\u8fd9\u6761\u8def\u51e0\u5bb6\u90fd\u5728\u8d70\uff0c\u4f46\u8d4c\u7684\u65b9\u5411\u5b8c\u5168\u4e0d\u540c\u3002<\/p><p>\u5728MiniMax Sparse Attention\u51fa\u73b0\u4e4b\u524d\uff0c\u6e05\u534e\u3001\u6d59\u5927\u548c\u6708\u4e4b\u6697\u9762\u8054\u5408\u63d0\u51fa\u7684MoBA\u00a0\uff08arXiv\uff1a2502.13189\uff09\u662f\u601d\u8def\u6700\u5e72\u51c0\u7684\u65b9\u6848\uff0c\u628a\u5e8f\u5217\u5207\u5757\uff0c\u8f7b\u91cf\u8def\u7531\u5668\u7ed9\u6bcf\u4e2aquery\u9009top-k\u76f8\u5173\u5757\uff0c\u590d\u6742\u5ea6\u4eceO(n\u00b2)\u538b\u5230\u8fd1\u7ebf\u6027\u3002<\/p><p>\u4e0d\u8fc7\uff0c\u539f\u7248MOBA\u7684GPU\u6548\u7387\u4e0d\u884c\uff0c\u76f4\u5230MIT\u548c\u82f1\u4f1f\u8fbe\u8054\u5408\u56e2\u961f\u4ee5\u6b64\u4e3a\u57fa\u7840\uff0c\u7528fused CUDA 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