{"id":1382,"date":"2025-08-21T20:44:00","date_gmt":"2025-08-21T12:44:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1382"},"modified":"2025-09-17T20:46:00","modified_gmt":"2025-09-17T12:46:00","slug":"6-1b%e6%89%93%e5%b9%b340b-dense%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%9a%82%e8%9a%81%e5%bc%80%e6%ba%90%e6%9c%80%e6%96%b0moe%e6%a8%a1%e5%9e%8bling-flash-2-0","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/21\/6-1b%e6%89%93%e5%b9%b340b-dense%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%9a%82%e8%9a%81%e5%bc%80%e6%ba%90%e6%9c%80%e6%96%b0moe%e6%a8%a1%e5%9e%8bling-flash-2-0\/","title":{"rendered":"6.1B\u6253\u5e7340B Dense\u6a21\u578b\uff0c\u8682\u8681\u5f00\u6e90\u6700\u65b0MoE\u6a21\u578bLing-flash-2.0"},"content":{"rendered":"\n<p>\u4eca\u5929\uff0c\u8682\u8681\u767e\u7075\u5927\u6a21\u578b\u56e2\u961f\u6b63\u5f0f\u5f00\u6e90\u5176\u6700\u65b0 MoE \u5927\u6a21\u578b \u2014\u2014Ling-flash-2.0\u3002\u4f5c\u4e3a Ling 2.0 \u67b6\u6784\u7cfb\u5217\u7684\u7b2c\u4e09\u6b3e\u6a21\u578b\uff0cLing-flash-2.0 \u4ee5\u603b\u53c2\u6570 100B\u3001\u6fc0\u6d3b\u4ec5 6.1B\uff08non-embedding \u6fc0\u6d3b 4.8B\uff09\u7684\u8f7b\u91cf\u7ea7\u914d\u7f6e\uff0c\u5728\u591a\u4e2a\u6743\u5a01\u8bc4\u6d4b\u4e2d\u5c55\u73b0\u51fa\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a 40B \u7ea7\u522b Dense \u6a21\u578b\u548c\u66f4\u5927 MoE \u6a21\u578b\u7684\u5353\u8d8a\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e0d\u662f\u4e00\u6b21\u7b80\u5355\u7684 \u201c\u6a21\u578b\u53d1\u5e03\u201d\u3002\u5728 \u201c\u5927\u6a21\u578b = \u5927\u53c2\u6570\u201d \u7684\u5171\u8bc6\u4e0b\uff0cLing-flash-2.0 \u7528<strong>\u6781\u81f4\u7684\u67b6\u6784\u8bbe\u8ba1\u4e0e\u8bad\u7ec3\u7b56\u7565\uff0c\u5728\u63a8\u7406\u901f\u5ea6\u3001\u4efb\u52a1\u6027\u80fd\u3001\u90e8\u7f72\u6210\u672c<\/strong>\u4e4b\u95f4\u627e\u5230\u4e86\u4e00\u4e2a\u65b0\u5e73\u8861\u70b9\u3002\u8fd9\u4e0d\u4ec5\u662f Ling \u7cfb\u5217\u5f00\u6e90\u8fdb\u7a0b\u4e2d\u7684\u53c8\u4e00\u91cd\u8981\u8282\u70b9\uff0c\u4e5f\u4e3a\u5f53\u524d\u5927\u6a21\u578b \u201c\u53c2\u6570\u81a8\u80c0\u201d \u8d8b\u52bf\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u3001\u5b9e\u7528\u3001\u53ef\u6301\u7eed\u7684\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u4ece \u201c\u53c2\u6570\u519b\u5907\u201d \u5230 \u201c\u6548\u7387\u4f18\u5148\u201d\uff1aMoE \u7684\u4e0b\u4e00\u6b65\u600e\u4e48\u8d70\uff1f<\/strong><\/p>\n\n\n\n<p>\u5728\u5f53\u524d\u5927\u6a21\u578b\u7ade\u4e89\u6108\u53d1\u6fc0\u70c8\u7684\u80cc\u666f\u4e0b\uff0c\u53c2\u6570\u89c4\u6a21\u4f3c\u4e4e\u6210\u4e3a\u8861\u91cf\u6a21\u578b\u80fd\u529b\u7684 \u201c\u786c\u901a\u8d27\u201d\u3002\u4f46 \u201c\u53c2\u6570\u8d8a\u591a = \u80fd\u529b\u8d8a\u5f3a\u201d \u7684\u516c\u5f0f\uff0c\u6b63\u5728\u5931\u6548\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u6210\u672c\u6307\u6570\u7ea7\u4e0a\u5347<\/li>\n\n\n\n<li>\u63a8\u7406\u5ef6\u8fdf\u6210\u4e3a\u843d\u5730\u74f6\u9888<\/li>\n\n\n\n<li>\u591a\u6570\u53c2\u6570\u5197\u4f59\uff0c\u6fc0\u6d3b\u6548\u7387\u4f4e<\/li>\n<\/ul>\n\n\n\n<p>MoE\uff08Mixture of Experts\uff09\u67b6\u6784\u88ab\u5bc4\u4e88\u539a\u671b\uff1a\u901a\u8fc7 \u201c\u7a00\u758f\u6fc0\u6d3b\u201d \u673a\u5236\uff0c\u7528\u66f4\u5c11\u7684\u8ba1\u7b97\uff0c\u64ac\u52a8\u66f4\u5927\u7684\u53c2\u6570\u5bb9\u91cf\u3002\u4f46\u95ee\u9898\u5728\u4e8e \u2014\u2014 \u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a \u201c\u771f\u9ad8\u6548\u201d \u7684 MoE\uff1f<\/p>\n\n\n\n<p>Ling-flash-2.0 \u7684\u7b54\u6848\u662f\uff1a<strong>\u4ece\u67b6\u6784\u3001\u8bad\u7ec3\u5230\u63a8\u7406\uff0c\u5168\u6808\u4f18\u5316\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u4ee5\u5c0f\u535a\u5927\uff1a6.1B \u6fc0\u6d3b\u53c2\u6570\uff0c\u64ac\u52a8 40B \u6027\u80fd<\/strong><\/p>\n\n\n\n<p>Ling Team \u65e9\u671f\u7684\u5173\u4e8e MoE Scaling Law\uff08https:\/\/arxiv.org\/abs\/2507.17702\uff09\u7684\u7814\u7a76\u63ed\u793a\u4e86 MoE \u67b6\u6784\u8bbe\u8ba1 scaling \u7684\u7279\u6027\u3002\u5728\u6b64\u7814\u7a76\u5de5\u4f5c\u7684\u6307\u5bfc\u4e0b\uff0c\u901a\u8fc7\u6781\u81f4\u7684\u67b6\u6784\u4f18\u5316\u4e0e\u8bad\u7ec3\u7b56\u7565\u8bbe\u8ba1\uff0c\u5728\u4ec5\u6fc0\u6d3b 6.1B \u53c2\u6570\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u4e86\u5bf9 40B Dense \u6a21\u578b\u7684\u6027\u80fd\u8d85\u8d8a\uff0c<strong>\u7528\u6700\u5c0f\u6fc0\u6d3b\u53c2\u6570\uff0c\u64ac\u52a8\u6700\u5927\u4efb\u52a1\u6027\u80fd<\/strong>\u3002\u4e3a\u6b64\uff0c\u56e2\u961f\u5728\u591a\u4e2a\u7ef4\u5ea6\u4e0a \u201c\u505a\u51cf\u6cd5\u201d \u4e5f \u201c\u505a\u52a0\u6cd5\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1\/32 \u6fc0\u6d3b\u6bd4\u4f8b\uff1a\u6bcf\u6b21\u63a8\u7406\u4ec5\u6fc0\u6d3b 6.1B \u53c2\u6570\uff0c\u8ba1\u7b97\u91cf\u8fdc\u4f4e\u4e8e\u540c\u6027\u80fd Dense \u6a21\u578b<\/li>\n\n\n\n<li>\u4e13\u5bb6\u7c92\u5ea6\u8c03\u4f18\uff1a\u7ec6\u5316\u4e13\u5bb6\u5206\u5de5\uff0c\u51cf\u5c11\u5197\u4f59\u6fc0\u6d3b<\/li>\n\n\n\n<li>\u5171\u4eab\u4e13\u5bb6\u673a\u5236\uff1a\u63d0\u5347\u901a\u7528\u77e5\u8bc6\u590d\u7528\u7387<\/li>\n\n\n\n<li>sigmoid \u8def\u7531 + aux-loss free \u7b56\u7565\uff1a\u5b9e\u73b0\u4e13\u5bb6\u8d1f\u8f7d\u5747\u8861\uff0c\u907f\u514d\u4f20\u7edf MoE \u7684\u8bad\u7ec3\u9707\u8361<\/li>\n\n\n\n<li>MTP \u5c42\u3001QK-Norm\u3001half-RoPE\uff1a\u5728\u5efa\u6a21\u76ee\u6807\u3001\u6ce8\u610f\u529b\u673a\u5236\u3001\u4f4d\u7f6e\u7f16\u7801\u7b49\u7ec6\u8282\u4e0a\u5b9e\u73b0\u7ecf\u9a8c\u6700\u4f18<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u7ec8\u7ed3\u679c\u662f\uff1a<strong>6.1B \u6fc0\u6d3b\u53c2\u6570\uff0c\u5e26\u6765\u7ea6 40B Dense \u6a21\u578b\u7684\u7b49\u6548\u6027\u80fd\uff0c\u5b9e\u73b0 7 \u500d\u4ee5\u4e0a\u7684\u6027\u80fd\u6760\u6746\u3002<\/strong><\/p>\n\n\n\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c6.1B \u7684\u6fc0\u6d3b\u53c2\u6570\uff0c\u5e26\u6765\u4e86\u63a5\u8fd1 40B Dense \u6a21\u578b\u7684\u5b9e\u9645\u8868\u73b0\uff0c\u800c\u5728\u65e5\u5e38\u4f7f\u7528\u4e0a\u63a8\u7406\u901f\u5ea6\u5374\u63d0\u5347\u4e86 3 \u500d\u4ee5\u4e0a\uff0c\u5728 H20 \u5e73\u53f0\u4e0a\u53ef\u5b9e\u73b0 200+ tokens\/s \u7684\u9ad8\u901f\u751f\u6210\uff0c\u8f93\u51fa\u8d8a\u957f\uff0c\u52a0\u901f\u4f18\u52bf\u8d8a\u660e\u663e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"621\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-185-1024x621.png\" alt=\"\" class=\"wp-image-1383\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-185-1024x621.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-185-300x182.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-185-768x466.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-185.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>1\/32 \u6fc0\u6d3b\u6bd4\u4f8b + 7 \u500d\u6027\u80fd\u6760\u6746<\/strong>\uff0c\u8fd9\u4e00 \u201c\u4ee5\u5c0f\u535a\u5927\u201d \u7684\u80cc\u540e\uff0c\u662f Ling \u56e2\u961f\u5728 MoE\uff08Mixture of Experts\uff09\u67b6\u6784\u4e0a\u7684\u6df1\u5ea6\u63a2\u7d22\u3002<\/p>\n\n\n\n<p><strong>\u5f3a\u5927\u7684\u590d\u6742\u63a8\u7406\u80fd\u529b<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30 Ling-flash-2.0 \u7684\u63a8\u7406\u80fd\u529b\uff0c\u8682\u8681\u767e\u7075\u5927\u6a21\u578b\u56e2\u961f\u5728\u6a21\u578b\u8bc4\u4f30\u4e2d\u8986\u76d6\u4e86\u591a\u5b66\u79d1\u77e5\u8bc6\u63a8\u7406\u3001\u9ad8\u96be\u6570\u5b66\u3001\u4ee3\u7801\u751f\u6210\u3001\u903b\u8f91\u63a8\u7406\u3001\u91d1\u878d\u4e0e\u533b\u7597\u7b49\u4e13\u4e1a\u9886\u57df\uff0c\u5e76\u4e0e\u5f53\u524d\u4e3b\u6d41\u6a21\u578b\u8fdb\u884c\u4e86\u7cfb\u7edf\u5bf9\u6bd4\u3002\u4ece\u4e0b\u9762\u7684\u591a\u4e2a\u699c\u5355\u5206\u6570\u5bf9\u6bd4\u53ef\u4ee5\u770b\u51fa\uff0cLing-flash-2.0 \u4e0d\u4ec5\u4f18\u4e8e\u540c\u7ea7\u522b\u7684 Dense \u6a21\u578b\uff08\u5982 Qwen3-32B\u3001Seed-OSS-36B\uff09\uff0c\u4e5f\u9886\u5148\u4e8e\u66f4\u5927\u6fc0\u6d3b\u53c2\u6570\u7684 MoE \u6a21\u578b\uff08\u5982 Hunyuan-A13B\u3001GPT-OSS-120B\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"638\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-552-1024x638.jpg\" alt=\"\" class=\"wp-image-1385\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-552-1024x638.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-552-300x187.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-552-768x478.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-552.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"649\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-551-1024x649.jpg\" alt=\"\" class=\"wp-image-1384\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-551-1024x649.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-551-300x190.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-551-768x487.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-551.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5c24\u5176\u5728\u4ee5\u4e0b\u4e09\u7c7b\u4efb\u52a1\u4e2d\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u96be\u6570\u5b66\u63a8\u7406\uff1aAIME 2025\u3001Omni-MATH<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u5f97\u76ca\u4e8e\u9ad8\u63a8\u7406\u5bc6\u5ea6\u8bed\u6599 + \u601d\u7ef4\u94fe\u8bad\u7ec3\u7684\u9884\u8bad\u7ec3\u7b56\u7565\uff0cLing-flash-2.0 \u5728\u9ad8\u96be\u6570\u5b66\u63a8\u7406 AIME2025\u3001Omni-MATH \u6570\u5b66\u7ade\u8d5b\u7ea7\u9898\u76ee\u4e2d\u5c55\u73b0\u51fa\u7a33\u5b9a\u7684\u63a8\u7406\u94fe\u8def\u4e0e\u591a\u6b65\u6c42\u89e3\u80fd\u529b\u3002 &nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ee3\u7801\u751f\u6210\uff1aLiveCodeBench\u3001CodeForces<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u5728<strong>\u529f\u80fd\u6b63\u786e\u6027\u3001\u4ee3\u7801\u98ce\u683c\u3001\u590d\u6742\u5ea6\u63a7\u5236<\/strong>\u65b9\u9762\uff0cLing-flash-2.0 \u8868\u73b0\u4f18\u4e8e\u540c\u89c4\u6a21\u6a21\u578b\uff0c\u751a\u81f3\u5728\u90e8\u5206\u4efb\u52a1\u4e2d\u8d85\u8d8a GPT-OSS-120B\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u524d\u7aef\u7814\u53d1\uff1a\u4e0e WeaveFox \u56e2\u961f\u8054\u5408\u4f18\u5316<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7<strong>\u5927\u89c4\u6a21 RL \u8bad\u7ec3 + \u89c6\u89c9\u589e\u5f3a\u5956\u52b1\uff08VAR\uff09\u673a\u5236<\/strong>\uff0c\u6a21\u578b\u5728&nbsp;<strong>UI <\/strong><strong>\u5e03\u5c40\u3001\u7ec4\u4ef6\u751f\u6210\u3001\u54cd\u5e94\u5f0f\u8bbe\u8ba1<\/strong>\u7b49\u524d\u7aef\u4efb\u52a1\u4e2d\uff0c\u5b9e\u73b0\u4e86 \u201c\u529f\u80fd + \u7f8e\u5b66\u201d \u7684\u53cc\u91cd\u4f18\u5316\u3002<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u4e0d\u53ea\u662f \u201c\u8dd1\u5206\u201d\uff1a\u4ee3\u7801\u751f\u6210\u3001\u524d\u7aef\u7814\u53d1\u3001\u63a8\u7406\u4f18\u5316\u5168\u9762\u7a81\u7834<\/strong><\/p>\n\n\n\n<p>Ling-flash-2.0 \u7684\u6027\u80fd\u4f18\u52bf\u4e0d\u4ec5\u4f53\u73b0\u5728 \u201c\u8dd1\u5206\u201d \u4e0a\uff0c\u66f4\u5728\u591a\u4e2a\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u4e30\u5bcc\u7684\u7528\u4f8b\u5c55\u793a<\/strong><\/p>\n\n\n\n<p>1. \u4ee3\u7801\u751f\u6210\u4e0e\u7f16\u8f91<\/p>\n\n\n\n<p>prompt1\uff1a<\/p>\n\n\n\n<p>\u7f16\u5199\u4e00\u4e2a Python \u7a0b\u5e8f\uff0c\u5b9e\u73b010\u4e2a\u5c0f\u7403\u5728\u65cb\u8f6c\u516d\u8fb9\u5f62\u5185\u90e8\u5f39\u8df3\u7684\u6548\u679c\u3002\u7403\u5e94\u53d7\u5230\u91cd\u529b\u548c\u6469\u64e6\u529b\u7684\u5f71\u54cd\uff0c\u5e76\u4e14\u5fc5\u987b\u771f\u5b9e\u5730\u78b0\u649e\u65cb\u8f6c\u7684\u5899\u58c1\u3002<\/p>\n\n\n\n<p>prompt2\uff1a<\/p>\n\n\n\n<p>\u63d0\u793a<\/p>\n\n\n\n<p>Traceback (most recent&nbsp;call&nbsp;last):<\/p>\n\n\n\n<p>File &#8220;\/Users\/zzqsmall\/Documents\/code\/test.py&#8221;, line&nbsp;131,&nbsp;in&nbsp;&lt;module&gt;<\/p>\n\n\n\n<p>if is_point_in_hexagon(x, y, hex_center, hex_radius):<\/p>\n\n\n\n<p>NameError: name&nbsp;&#8216;is_point_in_hexagon&#8217;&nbsp;is&nbsp;not&nbsp;defined<\/p>\n\n\n\n<p>\u770b\u770b\u54ea\u91cc\u9519\u4e86<\/p>\n\n\n\n<p>prompt3\uff1a<\/p>\n\n\n\n<p>\u8f93\u51fa\u4e0b\u4fee\u6539\u540e\u7684\u5b8c\u6574\u4ee3\u7801<\/p>\n\n\n\n<p>prompt4\uff1a<\/p>\n\n\n\n<p>\u9700\u8981\u8003\u8651\u7403\u548c\u7403\u4e4b\u95f4\u7684\u78b0\u649e\uff0c\u518d\u4f18\u5316\u4e0b\u73b0\u5728\u7684\u4ee3\u7801\u5b9e\u73b0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"857\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-186-1024x857.png\" alt=\"\" class=\"wp-image-1388\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-186-1024x857.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-186-300x251.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-186-768x643.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-186.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>2. \u524d\u7aef\u7814\u53d1<\/p>\n\n\n\n<p>\u5728\u524d\u7aef\u7814\u53d1\u65b9\u9762\uff0cLing \u56e2\u961f\u643a\u624b WeaveFox \u56e2\u961f\uff0c\u57fa\u4e8e\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u5168\u9762\u5347\u7ea7 Ling-flash-2.0 \u7684\u524d\u7aef\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u4e3a\u5f00\u53d1\u8005\u6253\u9020\u66f4\u5f3a\u5927\u7684\u667a\u80fd\u7f16\u7a0b\u4f53\u9a8c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>WeaveFox \u751f\u6210\uff1a\u8ba1\u7b97\u5668\u751f\u6210<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Prompt\uff1a\u505a\u4e00\u4e2a\u8ba1\u7b97\u5668\uff0c\u91c7\u7528\u65b0\u7c97\u91ce\u4e3b\u4e49\u98ce\u683c\uff0c\u5927\u80c6\u7528\u8272\u3001\u9ad8\u5bf9\u6bd4\u5ea6\u3001\u7c97\u9ed1\u8fb9\u6846\uff083-4px\uff09\u548c\u5f3a\u70c8\u7684\u9634\u5f71\u3002\u901a\u8fc7\u539f\u59cb\u7684\u5b57\u4f53\u548c\u7565\u5fae\u4e0d\u5bf9\u79f0\u7684\u5e03\u5c40\uff0c\u8425\u9020\u4e00\u79cd\u523b\u610f\u201c\u672a\u7ecf\u8bbe\u8ba1\u201d\u7684\u7f8e\u611f\u3002\u6309\u94ae\u5e94\u91c7\u7528\u7c97\u8fb9\u6846\u548c\u5f3a\u70c8\u7684\u8272\u5f69\u5bf9\u6bd4\u5ea6\u3002\u907f\u514d\u4f7f\u7528\u6e10\u53d8\u548c\u5fae\u5999\u7684\u9634\u5f71\uff0c\u800c\u5e94\u91c7\u7528\u9c9c\u660e\u5927\u80c6\u7684\u8bbe\u8ba1\u5143\u7d20\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>WeaveFox \u751f\u6210\uff1a\u65c5\u6e38\u653b\u7565\u7f51\u7ad9\u5236\u4f5c<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Prompt\uff1a\u5236\u4f5c\u4e00\u4e2a\u591a\u8bed\u8a00\u65c5\u6e38\u653b\u7565\u7f51\u7ad9 &#8211; \u63d0\u4f9b\u4e0d\u540c\u56fd\u5bb6\u548c\u57ce\u5e02\u7684\u65c5\u884c\u6307\u5357\uff0c\u7528\u6237\u53ef\u4ee5\u5206\u4eab\u81ea\u5df1\u7684\u65c5\u884c\u7ecf\u9a8c\u548c\u7167\u7247\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u76f4\u51fa\uff1a\u7f51\u9875\u521b\u4f5c<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Prompt\uff1a\u521b\u4f5c\u4e00\u4e2a\u4e07\u76f8 AIGC \u6a21\u578b\u7684\u6d77\u5916 Landing page\uff0c\u9ed1\u8272\u98ce\u683c\uff0c\u642d\u914d\u6e10\u53d8\u7d2b\u8272\u6d41\u52a8\uff0c\u4f53\u73b0 AI \u667a\u80fd\u611f\uff0c\u9876\u90e8\u5bfc\u822a\u5305\u62ec overview\u3001feature\u3001pricing\u3001contact us<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"409\" height=\"1024\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-553-409x1024.jpg\" alt=\"\" class=\"wp-image-1386\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-553-409x1024.jpg 409w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-553-120x300.jpg 120w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-553-614x1536.jpg 614w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-553.jpg 744w\" sizes=\"auto, (max-width: 409px) 100vw, 409px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u76f4\u51fa\uff1a\u8d2a\u5403\u86c7<\/strong><\/li>\n<\/ul>\n\n\n\n<p>prompt\uff1a\u5e2e\u6211\u5199\u4e2a\u8d2a\u5403\u86c7\u5c0f\u6e38\u620f<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"891\" height=\"1024\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-187-891x1024.png\" alt=\"\" class=\"wp-image-1389\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-187-891x1024.png 891w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-187-261x300.png 261w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-187-768x883.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-187.png 1108w\" sizes=\"auto, (max-width: 891px) 100vw, 891px\" \/><\/figure>\n\n\n\n<p>3. \u6570\u5b66\u4f18\u5316\u6c42\u89e3<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u72ec\u95ee\u9898<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u6570\u72ec\u95ee\u9898\uff0c\u8bf7\u4f60\u6309\u7167\u6b65\u9aa4\u6c42\u89e3\uff1a<\/p>\n\n\n\n<p>1.&nbsp;\u5efa\u6a21\u6210\u8fd0\u7b79\u4f18\u5316\u95ee\u9898\uff0c\u7ed9\u51fa\u6570\u5b66\u6a21\u578b\u3002<\/p>\n\n\n\n<p>2.&nbsp;\u7f16\u5199\u80fd\u591f\u6c42\u89e3\u7684 pyomo \u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u95ee\u9898\u662f\uff1a<\/p>\n\n\n\n<p>|_ _&nbsp;_|_&nbsp;_ 2|9 3&nbsp;_|<\/p>\n\n\n\n<p>|_ _&nbsp;_|_&nbsp;_&nbsp;_|_&nbsp;1 5|<\/p>\n\n\n\n<p>|_ 4 6|_ _&nbsp;_|_&nbsp;_ 7|<\/p>\n\n\n\n<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-<\/p>\n\n\n\n<p>|_ 6&nbsp;_|8 _&nbsp;4|_ _ 9|<\/p>\n\n\n\n<p>|_ _ 8|1 _ 7|6 _&nbsp;_|<\/p>\n\n\n\n<p>|4 _&nbsp;_|2 _&nbsp;9|_ 5&nbsp;_|<\/p>\n\n\n\n<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-<\/p>\n\n\n\n<p>|3 _&nbsp;_|_&nbsp;_&nbsp;_|2 9 _|<\/p>\n\n\n\n<p>|7 9&nbsp;_|_&nbsp;_&nbsp;_|_&nbsp;_&nbsp;_|<\/p>\n\n\n\n<p>|_ 2 5|3 _&nbsp;_|_&nbsp;_&nbsp;_|<\/p>\n\n\n\n<p>4. CLI \u63a5\u5165<\/p>\n\n\n\n<p>Ling-flash-2.0 \u6a21\u578b\u53ef\u4ee5\u65b9\u4fbf\u7684\u878d\u5408\u8fdb\u53bb Qwen Code \u7b49 CLI \u670d\u52a1\u4e2d\uff0c\u53ea\u9700\u8981\u5728\u73af\u5883\u53d8\u91cf\uff08.bashrc, .zshrc\uff09\u4e2d\u52a0\u5165\u4ee5\u4e0b\u53d8\u91cf<\/p>\n\n\n\n<p>export&nbsp;OPENAI_API_KEY=&#8221;\u81ea\u5df1\u7684key&#8221;<\/p>\n\n\n\n<p>export&nbsp;OPENAI_BASE_URL=&#8221;\u63d0\u4f9b\u670d\u52a1\u7684url&#8221;<\/p>\n\n\n\n<p>export&nbsp;OPENAI_MODEL=&#8221;Ling-flash-2.0&#8243;<\/p>\n\n\n\n<p><strong>\u4e09\u300120T \u8bed\u6599 + \u4e09\u9636\u6bb5\u9884\u8bad\u7ec3\uff1a\u6253\u9020\u9ad8\u8d28\u91cf\u57fa\u7840\u6a21\u578b<\/strong><\/p>\n\n\n\n<p>Ling-flash-2.0 \u7684\u4f18\u5f02\u8868\u73b0\uff0c\u79bb\u4e0d\u5f00\u5176\u624e\u5b9e\u7684\u9884\u8bad\u7ec3\u57fa\u7840\u3002\u767e\u7075\u5927\u6a21\u578b\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u5957\u57fa\u4e8e<strong>\u7edf\u4e00\u6570\u636e\u6e56\u5bbd\u8868<\/strong>\u8bbe\u8ba1\u7684 AI Data System\uff0c\u652f\u6301\u6837\u672c\u7ea7\u8840\u7f18\u7ba1\u7406\uff0c\u5b8c\u6210\u4e86 40T+ tokens \u7684\u9ad8\u8d28\u91cf\u8bed\u6599\u5904\u7406\uff0c\u5e76\u4ece\u4e2d\u7cbe\u9009\u51fa\u6700\u9ad8\u8d28\u91cf\u7684\u90e8\u5206\u7528\u4e8e\u652f\u6301 Ling-flash-2.0 \u7684 20T+ tokens \u7684\u9884\u8bad\u7ec3\u8ba1\u5212\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5145\u5206\u63d0\u5347\u6a21\u578b\u7684\u77e5\u8bc6\u538b\u7f29\u548c\u57fa\u7840\u63a8\u7406\u80fd\u529b\uff0c\u767e\u7075\u5927\u6a21\u578b\u56e2\u961f\u5c06\u9884\u8bad\u7ec3\u5206\u6210 3 \u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pre-training Stage 1\uff1a10T tokens \u9ad8\u77e5\u8bc6\u5bc6\u5ea6\u8bed\u6599\uff0c\u592f\u5b9e\u77e5\u8bc6\u57fa\u7840<\/li>\n\n\n\n<li>Pre-training Stage 2\uff1a10T tokens \u9ad8\u63a8\u7406\u5bc6\u5ea6\u8bed\u6599\uff0c\u63d0\u5347\u63a8\u7406\u80fd\u529b<\/li>\n\n\n\n<li>Mid-training Stage\uff1a\u6269\u5c55\u81f3 32K \u4e0a\u4e0b\u6587\uff0c\u5f15\u5165\u601d\u7ef4\u94fe\u7c7b\u8bed\u6599\uff0c\u4e3a\u540e\u8bad\u7ec3\u505a\u51c6\u5907<\/li>\n<\/ul>\n\n\n\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5173\u952e\u8d85\u53c2\u6570\uff08\u5982\u5b66\u4e60\u7387\u3001batch size\uff09\u5747\u7531\u767e\u7075\u5927\u6a21\u578b\u56e2\u961f\u81ea\u7814\u7684 Ling Scaling Laws \u7ed9\u51fa\u6700\u4f18\u914d\u7f6e\u3002\u6b64\u5916\uff0c\u56e2\u961f\u8fd8\u521b\u65b0\u6027\u5730\u5c06\u4f20\u7edf\u7684 WSD \u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u66ff\u6362\u4e3a\u81ea\u7814\u7684 WSM\uff08Warmup-Stable and Merge\uff09\u8c03\u5ea6\u5668\uff0c\u901a\u8fc7 checkpoint merging \u6a21\u62df\u5b66\u4e60\u7387\u8870\u51cf\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u4e0b\u6e38\u4efb\u52a1\u8868\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"533\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-555-1024x533.jpg\" alt=\"\" class=\"wp-image-1390\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-555-1024x533.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-555-300x156.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-555-768x400.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-555.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u589e\u5f3a\u591a\u8bed\u8a00\u80fd\u529b\uff0cLing 2.0 \u5c06\u8bcd\u8868\u4ece 128K \u6269\u5c55\u81f3 156K\uff0c\u65b0\u589e\u5927\u91cf\u591a\u8bed\u8a00 token\uff0c\u5e76\u5728\u8bad\u7ec3\u4e2d\u5f15\u5165 30 \u4e2a\u8bed\u79cd\u7684\u9ad8\u8d28\u91cf\u8bed\u6599\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u8de8\u8bed\u8a00\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u56db\u3001\u540e\u8bad\u7ec3\u521b\u65b0\uff1a\u89e3\u8026\u5fae\u8c03 + \u6f14\u8fdb\u5f0f RL\uff0c\u8ba9\u6a21\u578b \u201c\u4f1a\u601d\u8003\u201d\uff0c\u4e5f\u4f1a \u201c\u8bf4\u8bdd\u201d<\/strong><\/p>\n\n\n\n<p>\u9ad8\u6548\u63a8\u7406\u80fd\u529b\u53ea\u662f\u8d77\u70b9\uff0c\u767e\u7075\u5927\u6a21\u578b\u56e2\u961f\u66f4\u5e0c\u671b\u6253\u9020\u4e00\u6b3e \u201c\u80fd\u601d\u8003\u3001\u80fd\u5171\u60c5\u3001\u80fd\u5bf9\u8bdd\u201d \u7684\u6a21\u578b\uff0c\u5b9e\u73b0 \u201c\u667a\u7406\u76f8\u6d4e\uff0c\u7b54\u56e0\u5883\u751f\u201d\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u5957\u56db\u9636\u6bb5\u540e\u8bad\u7ec3\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"328\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-188-1024x328.png\" alt=\"\" class=\"wp-image-1391\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-188-1024x328.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-188-300x96.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-188-768x246.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-188.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>&nbsp;1. \u89e3\u8026\u5fae\u8c03\uff08DFT\uff09\uff1a\u53cc\u6a21\u5f0f\u80fd\u529b\u5960\u57fa<\/p>\n\n\n\n<p>\u901a\u8fc7\u5b8c\u5168\u89e3\u8026\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u8bbe\u8ba1\uff0c\u6a21\u578b\u5728\u5fae\u8c03\u9636\u6bb5\u540c\u65f6\u5b66\u4e60 \u201c\u5373\u65f6\u56de\u7b54\u201d \u4e0e \u201c\u6df1\u5ea6\u63a8\u7406\u201d 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