{"id":4689,"date":"2025-12-26T17:02:16","date_gmt":"2025-12-26T09:02:16","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=4689"},"modified":"2025-12-26T17:03:20","modified_gmt":"2025-12-26T09:03:20","slug":"%e8%8b%b1%e4%bc%9f%e8%be%be%e6%88%90%e7%be%8e%e5%9b%bd%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%bc%80%e6%ba%90%e6%a0%87%e6%9d%86%ef%bc%9anemotron-3%e8%bf%9e%e8%ae%ad%e7%bb%83%e9%85%8d%e6%96%b9%e9%83%bd%e5%85%ac","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2025\/12\/26\/%e8%8b%b1%e4%bc%9f%e8%be%be%e6%88%90%e7%be%8e%e5%9b%bd%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%bc%80%e6%ba%90%e6%a0%87%e6%9d%86%ef%bc%9anemotron-3%e8%bf%9e%e8%ae%ad%e7%bb%83%e9%85%8d%e6%96%b9%e9%83%bd%e5%85%ac\/","title":{"rendered":"\u82f1\u4f1f\u8fbe\u6210\u7f8e\u56fd\u5927\u6a21\u578b\u5f00\u6e90\u6807\u6746\uff1aNemotron 3\u8fde\u8bad\u7ec3\u914d\u65b9\u90fd\u516c\u5f00\uff0c10\u4e07\u4ebftoken\u6570\u636e\u5168\u653e\u51fa"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" 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src=\"https:\/\/x0.ifengimg.com\/res\/2025\/85EBE9B38D99EFBC94F043A95E944F2A5C5D2FFB_size435_w720_h900.png\" \/><\/p><p>\u800c\u4e14\u5f00\u653e\u5f97\u5f88\u5f7b\u5e95\uff1a<\/p><p>\u4e0d\u4ec5\u5f00\u653e\u6a21\u578b\u6743\u91cd\uff0c\u8fd8\u8981\u628a\u8d85\u8fc710\u4e07\u4ebftoken\u7684\u8bad\u7ec3\u6570\u636e\u3001\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u8f6f\u4ef6\u3001\u8bad\u7ec3\u914d\u65b9\u5168\u90e8\u516c\u5f00\u3002<\/p><p class=\"textAlignCenter\"><img decoding=\"async\" class=\"\" src=\"https:\/\/d.ifengimg.com\/w1080_h314_q90_webp\/x0.ifengimg.com\/res\/2025\/81292FA6A2970864C657C4226FA95AC7E62D7698_size44_w1080_h314.png\" data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2025\/81292FA6A2970864C657C4226FA95AC7E62D7698_size44_w1080_h314.png\" \/><\/p><p>\u4e0e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u76f8\u6bd4\u6027\u80fd\u6709\u7ade\u4e89\u529b\uff0c\u4e14\u901f\u5ea6\u5feb1.5-3.3\u500d\u3002<\/p><p class=\"textAlignCenter\"><img decoding=\"async\" class=\"\" src=\"https:\/\/d.ifengimg.com\/w1080_h469_q90_webp\/x0.ifengimg.com\/res\/2025\/B025951B48BCCC44EFF79B4750B49F9E43AEE0D7_size97_w1080_h469.png\" data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2025\/B025951B48BCCC44EFF79B4750B49F9E43AEE0D7_size97_w1080_h469.png\" \/><\/p><p>\u628aMamba\u548cTransformer\u6df7\u7740\u7528<\/p><p>Nemotron 3\u5728\u67b6\u6784\u5c42\u9762\u8ffd\u6c42\u63a8\u7406\u6548\u7387\u7684\u6700\u5927\u5316\u3002<\/p><p>\u4f20\u7edfTransformer\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u9700\u8981\u5bf9\u4e0d\u65ad\u589e\u957f\u7684KV Cache\u505a\u7ebf\u6027\u626b\u63cf\uff0c\u5e8f\u5217\u8d8a\u957f\uff0c\u8ba1\u7b97\u5f00\u9500\u8d8a\u5927\u3002<\/p><p>\u82f1\u4f1f\u8fbe\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5927\u91cf\u4f7f\u7528Mamba-2\u5c42\u66ff\u4ee3\u81ea\u6ce8\u610f\u529b\u5c42\u2014\u2014Mamba\u5c42\u5728\u751f\u6210\u65f6\u53ea\u9700\u8981\u5b58\u50a8\u56fa\u5b9a\u5927\u5c0f\u7684\u72b6\u6001\uff0c\u4e0d\u53d7\u5e8f\u5217\u957f\u5ea6\u5f71\u54cd\u3002<\/p><p>\u4ee5Nano\u578b\u53f7\u4e3a\u4f8b\uff0c\u6574\u4e2a\u6a21\u578b\u4e3b\u8981\u7531\u4ea4\u66ff\u5806\u53e0\u7684Mamba-2\u5c42\u548cMoE\u5c42\u6784\u6210\uff0c\u81ea\u6ce8\u610f\u529b\u5c42\u53ea\u4fdd\u7559\u4e86\u5c11\u6570\u51e0\u4e2a\u3002<\/p><p>\u8bba\u6587\u7ed9\u51fa\u7684\u5c42\u6392\u5e03\u6a21\u5f0f\u662f\uff1a5\u4e2aMamba-2+MoE\u7684\u91cd\u590d\u5355\u5143\uff0c\u63a53\u4e2a\u540c\u6837\u7ed3\u6784\u7684\u5355\u5143\uff0c\u518d\u67651\u4e2a\u5305\u542b\u6ce8\u610f\u529b\u5c42\u7684\u5355\u5143\uff0c\u6700\u540e\u662f4\u4e2aMamba-2+MoE\u5355\u5143\u3002<\/p><p class=\"textAlignCenter\"><img decoding=\"async\" class=\"\" src=\"https:\/\/d.ifengimg.com\/w1080_h373_q90_webp\/x0.ifengimg.com\/res\/2025\/6E47B4FE0D95AE8D673FAFF016FC967ABBF12C1A_size108_w1080_h373.png\" data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2025\/6E47B4FE0D95AE8D673FAFF016FC967ABBF12C1A_size108_w1080_h373.png\" \/><\/p><p>\u57288k\u8f93\u5165\u300116k\u8f93\u51fa\u7684\u5178\u578b\u63a8\u7406\u573a\u666f\u4e0b\uff0cNemotron 3 Nano 30B-A3B\u7684\u541e\u5410\u91cf\u662fQwen3-30B-A3B\u76843.3\u500d\u3002\u5e8f\u5217\u8d8a\u957f\uff0c\u4f18\u52bf\u8d8a\u660e\u663e\u3002<\/p><p class=\"textAlignCenter\"><img decoding=\"async\" class=\"\" src=\"https:\/\/d.ifengimg.com\/w1080_h416_q90_webp\/x0.ifengimg.com\/res\/2025\/FB7FF0B0E139F5764F04A687F0C1B6A7BCA439BE_size82_w1080_h416.png\" data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2025\/FB7FF0B0E139F5764F04A687F0C1B6A7BCA439BE_size82_w1080_h416.png\" \/><\/p><p>\u4e0e\u6b64\u540c\u65f6\uff0c\u6a21\u578b\u5728\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5e76\u6ca1\u6709\u6253\u6298\u6263\u3002<\/p><p>\u8bba\u6587\u5c55\u793a\u4e86\u4e00\u7ec4RULER\u57fa\u51c6\u6d4b\u8bd5\u7684\u7ed3\u679c\uff1a\u5728100\u4e07token\u8f93\u5165\u957f\u5ea6\u4e0b\uff0cNemotron 3 Nano\u57fa\u5ea7\u6a21\u578b\u62ff\u5230\u4e8668.2\u5206\uff0c\u800c\u5728\u540c\u6837\u6761\u4ef6\u4e0b\u8bad\u7ec3\u7684Nemotron 2 Nano 12B\u53ea\u670923.43\u5206\uff0c\u51fa\u73b0\u4e86\u65ad\u5d16\u5f0f\u4e0b\u8dcc\u3002MoE\u6df7\u5408\u67b6\u6784\u5728\u957f\u5ea6\u5916\u63a8\u4e0a\u7684\u9c81\u68d2\u6027\u660e\u663e\u66f4\u597d\u3002<\/p><p>LatentMoE\uff1a\u5728\u6f5c\u7a7a\u95f4\u91cc\u505a\u4e13\u5bb6\u8def\u7531<\/p><p>\u9488\u5bf9Super\u548cUltra\u8fd9\u4e24\u4e2a\u66f4\u5927\u7684\u6a21\u578b\uff0c\u82f1\u4f1f\u8fbe\u63d0\u51fa\u4e86LatentMoE\u67b6\u6784\uff0c\u5728\u6f5c\u5728\u7a7a\u95f4\u4e2d\u8fdb\u884c\u4e13\u5bb6\u8ba1\u7b97\u3002<\/p><p>MoE\u5c42\u5728\u5b9e\u9645\u90e8\u7f72\u65f6\u4f1a\u9047\u5230\u4e24\u7c7b\u74f6\u9888\uff1a<\/p><p>\u4f4e\u5ef6\u8fdf\u573a\u666f\u4e0b\uff0c\u6bcf\u6b21\u53ea\u5904\u7406\u51e0\u5341\u5230\u51e0\u767e\u4e2atoken\uff0c\u6b64\u65f6\u4ece\u663e\u5b58\u8bfb\u53d6\u4e13\u5bb6\u6743\u91cd\u6210\u4e3a\u4e3b\u8981\u5f00\u9500\u3002<\/p><p>\u9ad8\u541e\u5410\u573a\u666f\u4e0b\uff0c\u4e00\u6b21\u5904\u7406\u6570\u5343token\uff0c\u6b64\u65f6\u4e13\u5bb6\u95f4\u7684all-to-all\u901a\u4fe1\u6210\u4e3a\u74f6\u9888\u3002\u4e24\u79cd\u60c5\u51b5\u4e0b\uff0c\u5f00\u9500\u90fd\u4e0e\u9690\u85cf\u7ef4\u5ea6d\u7ebf\u6027\u76f8\u5173\u3002<\/p><p>LatentMoE\u7684\u505a\u6cd5\u662f\uff1a\u5148\u628atoken\u4ece\u539f\u59cb\u9690\u85cf\u7ef4\u5ea6d\u6295\u5f71\u5230\u4e00\u4e2a\u66f4\u5c0f\u7684\u6f5c\u5728\u7ef4\u5ea6\u2113\uff08\u901a\u5e38\u662fd\u7684\u56db\u5206\u4e4b\u4e00\uff09\uff0c\u5728\u8fd9\u4e2a\u4f4e\u7ef4\u7a7a\u95f4\u91cc\u5b8c\u6210\u4e13\u5bb6\u8def\u7531\u548c\u8ba1\u7b97\uff0c\u6700\u540e\u518d\u6295\u5f71\u56de\u539f\u59cb\u7ef4\u5ea6\u3002<\/p><p>\u8fd9\u6837\u4e00\u6765\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u7684\u6743\u91cd\u52a0\u8f7d\u91cf\u548c\u901a\u4fe1\u91cf\u90fd\u964d\u4f4e\u4e86d\/\u2113\u500d\u3002\u7701\u4e0b\u6765\u7684\u8ba1\u7b97\u9884\u7b97\u88ab\u7528\u4e8e\u589e\u52a0\u4e13\u5bb6\u6570\u91cf\u548c\u6bcf\u4e2atoken\u6fc0\u6d3b\u7684\u4e13\u5bb6\u6570\u3002<\/p><p class=\"textAlignCenter\"><img decoding=\"async\" class=\"\" src=\"https:\/\/d.ifengimg.com\/w1080_h627_q90_webp\/x0.ifengimg.com\/res\/2025\/68D3946F0ECC9A777E1967944FA61439F8329DB7_size169_w1080_h627.png\" data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2025\/68D3946F0ECC9A777E1967944FA61439F8329DB7_size169_w1080_h627.png\" \/><\/p><p>\u6807\u51c6MoE\u7528128\u4e2a\u4e13\u5bb6\u3001\u6fc0\u6d3b6\u4e2a\uff1bLatentMoE\u7528512\u4e2a\u4e13\u5bb6\u3001\u6fc0\u6d3b22\u4e2a\u3002<\/p><p>\u4e24\u8005\u7684\u603b\u53c2\u6570\u91cf\u548c\u6fc0\u6d3b\u53c2\u6570\u91cf\u51e0\u4e4e\u76f8\u540c\uff08\u90fd\u662f8B\u6fc0\u6d3b\u300173B\u603b\u53c2\uff09\uff0c\u4f46LatentMoE\u5728\u6240\u6709\u4e0b\u6e38\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6210\u7ee9\u2014\u2014MMLU-Pro\u4ece48.30\u63d0\u5347\u523052.87\uff0c\u4ee3\u7801\u4efb\u52a1\u4ece51.95\u63d0\u5347\u523055.14\uff0c\u6570\u5b66\u4efb\u52a1\u4ece78.32\u63d0\u5347\u523080.19\u3002<\/p><p class=\"textAlignCenter\"><img decoding=\"async\" class=\"\" src=\"https:\/\/d.ifengimg.com\/w1080_h384_q90_webp\/x0.ifengimg.com\/res\/2025\/A3E33AF05CA62F5DB7ED00D41108B9C63A32BFB9_size49_w1080_h384.png\" data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2025\/A3E33AF05CA62F5DB7ED00D41108B9C63A32BFB9_size49_w1080_h384.png\" \/><\/p><p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8def\u7531\u95e8\u63a7\u7f51\u7edc\u3001\u5171\u4eab\u4e13\u5bb6\u8ba1\u7b97\u4ee5\u53ca\u975e\u4e13\u5bb6\u5c42\u4ecd\u7136\u4fdd\u7559\u5728\u539f\u59cb\u7ef4\u5ea6\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u90e8\u5206\u5bf9\u74f6\u9888\u7684\u8d21\u732e\u5f88\u5c0f\u3002<\/p><p>\u7528NVFP4\u8bad\u7ec3250\u4ebftoken<\/p><p>Super\u548cUltra\u8fd8\u91c7\u7528\u4e86NVFP4\u683c\u5f0f\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd9\u662f\u82f1\u4f1f\u8fbe\u5728\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\u4e0a\u7684\u53c8\u4e00\u6b21\u63a2\u7d22\u3002<\/p><p>NVFP4\u662f\u4e00\u79cd4\u4f4d\u6d6e\u70b9\u683c\u5f0f\uff0c\u91c7\u7528E2M1\u7684\u5143\u7d20\u683c\u5f0f\uff082\u4f4d\u6307\u6570\u30011\u4f4d\u5c3e\u6570\uff09\uff0c\u914d\u540816\u5143\u7d20\u7684\u5fae\u5757\u7f29\u653e\u548cE4M3\u683c\u5f0f\u7684\u5757\u7f29\u653e\u56e0\u5b50\u3002\u5728GB300\u4e0a\uff0cFP4\u7684\u5cf0\u503c\u541e\u5410\u91cf\u662fFP8\u76843\u500d\u3002<\/p><p>\u8bba\u6587\u663e\u793a\uff0c\u56e2\u961f\u5df2\u7ecf\u7528NVFP4\u683c\u5f0f\u7a33\u5b9a\u8bad\u7ec3\u4e86\u9ad8\u8fbe25\u4e07\u4ebftoken\u3002\u4e0eBF16\u8bad\u7ec3\u76f8\u6bd4\uff0cNano\u6a21\u578b\u7684\u635f\u5931\u5dee\u8ddd\u63a7\u5236\u57281%\u4ee5\u5185\uff0c8B\u6fc0\u6d3b\u53c2\u6570\u7684\u66f4\u5927\u6a21\u578b\u5dee\u8ddd\u8fdb\u4e00\u6b65\u7f29\u5c0f\u52300.6%\u4ee5\u5185\u3002<\/p><p 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