{"id":36533,"date":"2025-01-13T10:00:14","date_gmt":"2025-01-13T02:00:14","guid":{"rendered":"https:\/\/17aitech.com\/?p=36533"},"modified":"2025-01-13T10:00:14","modified_gmt":"2025-01-13T02:00:14","slug":"%e8%85%be%e8%ae%af%e6%b7%b7%e5%85%83%e5%8f%88%e6%9d%a5%e5%bc%80%e6%ba%90%ef%bc%8c%e4%b8%80%e5%87%ba%e6%89%8b%e5%b0%b1%e6%98%af%e6%9c%80%e5%a4%a7moe%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36533","title":{"rendered":"\u817e\u8baf\u6df7\u5143\u53c8\u6765\u5f00\u6e90\uff0c\u4e00\u51fa\u624b\u5c31\u662f\u6700\u5927MoE\u5927\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-06-6\" target=\"_blank\">\u817e\u8baf\u6df7\u5143\u53c8\u6765\u5f00\u6e90\uff0c\u4e00\u51fa\u624b\u5c31\u662f\u6700\u5927MoE\u5927\u6a21\u578b<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ce184b8cd4d0ec611663a62504fd304e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ce184b8cd4d0ec611663a62504fd304e.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u79d1\u5b66\u4efb\u52a1\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u6269\u5927\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u9ad8\u6027\u80fd\u7684\u540c\u65f6\u4f18\u5316\u8d44\u6e90\u6d88\u8017\u6210\u4e3a\u5173\u952e\u6311\u6218\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u817e\u8baf\u6df7\u5143\u56e2\u961f\u7387\u5148\u91c7\u7528\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u6a21\u578b\u67b6\u6784\uff0c\u6700\u65b0\u53d1\u5e03\u7684 Hunyuan-Large\uff08Hunyuan-MoE-A52B\uff09\u6a21\u578b\uff0c\u662f\u76ee\u524d\u4e1a\u754c\u5df2\u7ecf\u5f00\u6e90\u7684\u57fa\u4e8e Transformer \u7684\u6700\u5927 MoE \u6a21\u578b\uff0c\u62e5\u6709 389B \u603b\u53c2\u6570\u548c 52B \u6fc0\u6d3b\u53c2\u6570\u3002<\/p>\n<p>\u672c\u6b21\u817e\u8baf\u6df7\u5143 &#8211; Large \u5171\u8ba1\u5f00\u6e90\u4e09\u6b3e\u6a21\u578b\uff1aHunyuan-A52B-Pretrain\uff0cHunyuan-A52B-Instruct \u548c Hunyuan-A52B-FP8\uff0c\u53ef\u652f\u6301\u4f01\u4e1a\u53ca\u5f00\u53d1\u8005\u7cbe\u8c03\u3001\u90e8\u7f72\u7b49\u4e0d\u540c\u573a\u666f\u7684\u4f7f\u7528\u9700\u6c42\uff0c\u53ef\u5728 HuggingFace\u3001Github \u7b49\u6280\u672f\u793e\u533a\u76f4\u63a5\u4e0b\u8f7d\uff0c\u514d\u8d39\u53ef\u5546\u7528\u3002\u901a\u8fc7\u6280\u672f\u4f18\u5316\uff0c\u817e\u8baf\u6df7\u5143 Large \u9002\u914d\u5f00\u6e90\u6846\u67b6\u7684\u7cbe\u8c03\u548c\u90e8\u7f72\uff0c\u5177\u6709\u8f83\u5f3a\u7684\u5b9e\u7528\u6027\u3002\u817e\u8baf\u4e91 TI \u5e73\u53f0\u548c\u9ad8\u6027\u80fd\u5e94\u7528\u670d\u52a1 HAI \u4e5f\u540c\u6b65\u5f00\u653e\u63a5\u5165\uff0c\u4e3a\u6a21\u578b\u7684\u7cbe\u8c03\u3001API \u8c03\u7528\u53ca\u79c1\u6709\u5316\u90e8\u7f72\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u670d\u52a1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-be12bf8bf7e36186f3f7ace9b72920d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-be12bf8bf7e36186f3f7ace9b72920d8.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u5f00\u6e90\u5b98\u7f51\uff1ahttps:\/\/llm.hunyuan.tencent.com\/\u00a0<\/p>\n<\/li>\n<li>\n<p>github\uff08\u5f00\u6e90\u6a21\u578b\u5de5\u5177\u5305\uff09\uff1ahttps:\/\/github.com\/Tencent\/Hunyuan-Large\u00a0<\/p>\n<\/li>\n<li>\n<p>huggingface\uff08\u6a21\u578b\u4e0b\u8f7d\uff09\uff1ahttps:\/\/huggingface.co\/tencent\/Hunyuan-Large\/tree\/main\u00a0<\/p>\n<\/li>\n<li>\n<p>huggingface demo \u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/tencent\/Hunyuan-Large\u00a0<\/p>\n<\/li>\n<li>\n<p>\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/arxiv.org\/abs\/2411.02265<\/p>\n<\/li>\n<\/ul>\n<p><strong>Hunyuan-Large \u6574\u4f53\u6a21\u578b\u6548\u679c<\/strong><\/p>\n<p>\u516c\u5f00\u6d4b\u8bc4\u7ed3\u679c\u663e\u793a\uff0c\u817e\u8baf\u6df7\u5143 Large \u5728 CMMLU\u3001MMLU\u3001CEval\u3001MATH \u7b49\u591a\u5b66\u79d1\u7efc\u5408\u8bc4\u6d4b\u96c6\u4ee5\u53ca\u4e2d\u82f1\u6587 NLP \u4efb\u52a1\u3001\u4ee3\u7801\u548c\u6570\u5b66\u7b49 9 \u5927\u7ef4\u5ea6\u5168\u9762\u9886\u5148\uff0c\u8d85\u8fc7 Llama3.1\u3001Mixtral \u7b49\u4e00\u6d41\u7684\u5f00\u6e90\u5927\u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-779d1f448a2a7c5ac42b8c293289bb45.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-779d1f448a2a7c5ac42b8c293289bb45.png\"><\/a><\/p>\n<p><strong>\u6280\u672f\u521b\u65b0\u70b9<\/strong><\/p>\n<p>MoE (Mixture of Experts)\uff0c\u4e5f\u5373\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff0cMoE \u6a21\u578b\u7684\u6bcf\u4e00\u5c42\u90fd\u5305\u542b\u591a\u4e2a\u5e76\u884c\u7684\u540c\u6784\u4e13\u5bb6\uff0c\u4e00\u6b21 token \u7684\u524d\u5411\u8ba1\u7b97\u53ea\u4f1a\u6fc0\u6d3b\u90e8\u5206\u4e13\u5bb6\u3002MoE \u6a21\u578b\u7684\u6bcf\u4e00\u5c42\u4f1a\u91c7\u7528\u8def\u7531\u7b97\u6cd5\uff0c\u51b3\u5b9a\u4e86 token \u4f1a\u88ab\u54ea\u4e9b\u4e13\u5bb6\u5904\u7406\u3002MoE \u662f\u4e00\u79cd\u7a00\u758f\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u5177\u6709\u6bd4\u6fc0\u6d3b\u603b\u53c2\u6570\u91cf\u540c\u7b49\u5927\u5c0f\u7a20\u5bc6\u6a21\u578b\u66f4\u4f18\u8d8a\u7684\u6027\u80fd\uff0c\u800c\u63a8\u7406\u6210\u672c\u5374\u8fdc\u4f4e\u4e8e\u603b\u53c2\u6570\u91cf\u76f8\u540c\u7684\u7a20\u5bc6\u6a21\u578b\u3002<\/p>\n<p>\u5f97\u76ca\u4e8e MoE (Mixture of Experts) \u7ed3\u6784\u7684\u4f18\u8d8a\u6027\uff0c\u6df7\u5143 Large \u53ef\u4ee5\u5728\u4fdd\u8bc1\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u7684\u540c\u65f6\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u53c2\u6570\u91cf\u8fdb\u800c\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p><strong>1\u3001\u8def\u7531\u548c\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n<ul>\n<li>\n<p>\u5171\u4eab\u4e13\u5bb6\u8def\u7531\u7b56\u7565<\/p>\n<\/li>\n<\/ul>\n<p>\u817e\u8baf\u6df7\u5143 Large \u7684\u4e13\u5bb6\u5c42\u4e2d\uff0c\u8bbe\u7f6e\u4e00\u4e2a\u5171\u4eab\u4e13\u5bb6\u6765\u6355\u83b7\u6240\u6709 token \u6240\u9700\u7684\u5171\u540c\u77e5\u8bc6\uff0c\u8fd8\u8bbe\u7f6e\u4e86 16 \u4e2a\u9700\u8981\u8def\u7531\u7684\u4e13\u5bb6\uff0c\u6a21\u578b\u5c06\u6bcf\u4e2a token \u8def\u7531\u7ed9\u5176\u6fc0\u6d3b\u5f97\u5206\u6700\u9ad8\u7684\u4e13\u5bb6\u6765\u52a8\u6001\u5b66\u4e60\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\uff0c\u5e76\u901a\u8fc7\u968f\u673a\u8865\u507f\u7684\u8def\u7531\u4fdd\u969c\u8bad\u7ec3\u7a33\u5b9a\u6027\u3002\u5171\u4eab\u4e13\u5bb6\u8d1f\u8d23\u5904\u7406\u5171\u4eab\u7684\u901a\u7528\u80fd\u529b\u548c\u77e5\u8bc6\uff0c\u7279\u6b8a\u4e13\u5bb6\u8d1f\u8d23\u5904\u7406\u4efb\u52a1\u76f8\u5173\u7684\u7279\u6b8a\u80fd\u529b\uff0c\u52a8\u6001\u6fc0\u6d3b\u7684\u4e13\u5bb6\uff0c\u5229\u7528\u7a00\u758f\u7684\u795e\u7ecf\u7f51\u7edc\u6765\u9ad8\u6548\u7387\u7684\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<ul>\n<li>\n<p>\u56de\u6536\u8def\u7531\u7b56\u7565<\/p>\n<\/li>\n<\/ul>\n<p>\u8def\u7531\u7b56\u7565\uff0c\u5373\u628a token \u5206\u53d1\u7ed9 MoE \u4e2d\u5404\u4e2a\u4e13\u5bb6\u7684\u7b56\u7565\uff0c\u662f MoE \u6a21\u578b\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u90e8\u5206\u3002\u597d\u7684\u8def\u7531\u7b56\u7565\u53ef\u4ee5\u6709\u6548\u5730\u6fc0\u6d3b\u6bcf\u4e2a\u4e13\u5bb6\u7684\u80fd\u529b\uff0c\u4f7f\u5f97\u6bcf\u4e2a\u4e13\u5bb6\u4fdd\u6301\u76f8\u5bf9\u5747\u8861\u7684\u8d1f\u8f7d\uff0c\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u8bad\u7ec3\u7a33\u5b9a\u6027\u548c\u6536\u655b\u901f\u5ea6\u3002\u4e1a\u754c\u5e38\u7528\u7684\u8def\u7531\u7b56\u7565\u662f Top-K \u8def\u7531\uff0c\u4e5f\u5c31\u662f\u5c06\u5404\u4e2a token \u6309\u7167\u5176\u548c\u4e13\u5bb6\u7684\u6fc0\u6d3b\u5f97\u5206\u8def\u7531\u7ed9\u5404\u4e2a\u4e13\u5bb6\u3002\u4f46\u662f\u8fd9\u79cd\u8def\u7531\u65b9\u5f0f\u96be\u4ee5\u4fdd\u969c token \u5728\u5404\u4e2a\u4e13\u5bb6\u95f4\u5e73\u5747\u5206\u914d\uff0c\u800c\u90a3\u4e9b\u8d85\u8fc7\u4e13\u5bb6\u8d1f\u8f7d\u7684 token \u5219\u4f1a\u88ab\u76f4\u63a5\u6254\u6389\uff0c\u4e0d\u53c2\u4e0e\u4e13\u5bb6\u5c42\u7684\u8ba1\u7b97\u3002\u8fd9\u6837\u4f1a\u5bfc\u81f4\u90e8\u5206\u5904\u7406 token \u8f83\u5c11\u7684\u4e13\u5bb6\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u817e\u8baf\u6df7\u5143 Large \u5728\u4f20\u7edf Top-K \u8def\u7531\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u968f\u673a\u8865\u507f\u7684\u8def\u7531\u65b9\u5f0f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e968f19b3afc11905ca890297e0097d7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e968f19b3afc11905ca890297e0097d7.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4e13\u5bb6\u7279\u5b9a\u5b66\u4e60\u7387\u9002\u914d\u7b56\u7565<\/p>\n<\/li>\n<\/ul>\n<p>\u5728 Hunyuan-A52B \u4e2d\uff0c\u5171\u4eab\u4e13\u5bb6\u548c\u8def\u7531\u4e13\u5bb6\u5728\u6bcf\u4e2a\u8fed\u4ee3\u91cc\u9762\u4e13\u5bb6\u5904\u7406\u7684 token \u6570\u6709\u5f88\u5927\u5dee\u5f02\uff0c\u8fd9\u5c06\u5bfc\u81f4\u6bcf\u4e2a\u4e13\u5bb6\u5b9e\u9645\u7684 batchsize \u5e76\u4e0d\u76f8\u540c\uff08\u5171\u4eab\u4e13\u5bb6\u7684 batchsize \u662f\u5176\u4ed6\u4e13\u5bb6\u7684 16 \u500d\uff09\uff0c\u6839\u636e\u5b66\u4e60\u7387\u4e0e Batch size \u7684\u7f29\u653e\u539f\u5219\uff0c\u4e3a\u4e0d\u540c\uff08\u5171\u4eab \/ \u7279\u6b8a\uff09\u4e13\u5bb6\u9002\u914d\u4e0d\u540c\u7684\u6700\u4f73\u5b66\u4e60\u7387\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8e838b5d92a69107646b5f4677f13d4b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8e838b5d92a69107646b5f4677f13d4b.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e<\/p>\n<\/li>\n<\/ul>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6210\u529f\u4e0e\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u5bc6\u4e0d\u53ef\u5206\u3002\u516c\u5f00\u7f51\u9875\u6570\u636e\u901a\u5e38\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u9ad8\u8d28\u91cf\u901a\u5e38\u96be\u4ee5\u83b7\u53d6\uff1b\u5728\u5929\u7136\u6587\u672c\u8bed\u6599\u5e93\u7684\u57fa\u7840\u4e0a\uff0c\u817e\u8baf\u6df7\u5143\u56e2\u961f\u5728\u5929\u7136\u6587\u672c\u8bed\u6599\u5e93\u7684\u57fa\u7840\u4e0a\uff0c\u5229\u7528\u6df7\u5143\u5185\u90e8\u7cfb\u5217\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6784\u5efa\u5927\u91cf\u7684\u9ad8\u8d28\u91cf\u3001\u591a\u6837\u6027\u3001\u9ad8\u96be\u5ea6\u5408\u6210\u6570\u636e\uff0c\u5e76\u901a\u8fc7\u6a21\u578b\u9a71\u52a8\u7684\u81ea\u52a8\u5316\u65b9\u6cd5\u8bc4\u4ef7\u3001\u7b5b\u9009\u548c\u6301\u7eed\u7ef4\u62a4\u6570\u636e\u8d28\u91cf\uff0c\u5f62\u6210\u4e00\u6761\u5b8c\u6574\u6570\u636e\u83b7\u53d6\u3001\u7b5b\u9009\u3001\u4f18\u5316\u3001\u8d28\u68c0\u548c\u5408\u6210\u7684\u81ea\u52a8\u5316\u6570\u636e\u94fe\u8def\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-37681b4c53b4619d8a9cd5c88841b900.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-37681b4c53b4619d8a9cd5c88841b900.png\"><\/a><\/p>\n<p>\u5728\u6570\u5b66\u9886\u57df\uff0c\u7f51\u9875\u6570\u636e\u4e2d\u5f88\u96be\u627e\u5230\u5927\u91cf\u4f18\u8d28\u7684\u601d\u7ef4\u94fe (CoT) \u6570\u636e\u3002\u817e\u8baf\u6df7\u5143 Large \u4ece\u7f51\u9875\u4e2d\u6316\u6398\u6784\u5efa\u5927\u89c4\u6a21\u9898\u5e93\uff0c\u5e76\u5229\u7528\u5b83\u4f5c\u4e3a\u79cd\u5b50\u6765\u5408\u6210\u6570\u5b66\u95ee\u7b54\uff0c\u4ece\u800c\u4fdd\u8bc1\u4e86\u591a\u6837\u6027\uff1b\u540c\u65f6\u6211\u4eec\u5229\u7528\u4e00\u81f4\u6027\u6a21\u578b\u548c\u8bc4\u4ef7\u6a21\u578b\u6765\u7ef4\u62a4\u6570\u636e\u7684\u8d28\u91cf\uff0c\u4ece\u800c\u5f97\u5230\u5927\u91cf\u4f18\u8d28\u4e14\u591a\u6837\u7684\u6570\u5b66\u6570\u636e\u3002\u901a\u8fc7\u52a0\u5165\u6570\u5b66\u5408\u6210\u6570\u636e\u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6570\u5b66\u80fd\u529b\u3002<\/p>\n<p>\u5728\u4ee3\u7801\u9886\u57df\u4e2d\uff0c\u81ea\u7136\u4ee3\u7801\u5f88\u591a\u8d28\u91cf\u8f83\u5dee\uff0c\u800c\u4e14\u5305\u542b\u7c7b\u4f3c\u4ee3\u7801\u89e3\u91ca\u7684\u4ee3\u7801 &#8211; \u6587\u672c\u6620\u5c04\u7684\u6570\u636e\u5f88\u7a00\u7f3a\u3002\u56e0\u6b64\uff0c\u817e\u8baf\u6df7\u5143 Large \u4f7f\u7528\u5927\u91cf\u5929\u7136\u4ee3\u7801\u5e93\u4e2d\u7684\u4ee3\u7801\u7247\u6bb5\u4f5c\u4e3a\u79cd\u5b50\uff0c\u5408\u6210\u4e86\u5927\u91cf\u5305\u542b\u4e30\u5bcc\u7684\u6587\u672c &#8211; \u4ee3\u7801\u6620\u5c04\u7684\u9ad8\u8d28\u91cf\u4ee3\u7801\u8bad\u7ec3\u6570\u636e\uff0c\u52a0\u5165\u540e\u5927\u5e45\u63d0\u5347\u4e86\u6a21\u578b\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u9488\u5bf9\u901a\u7528\u7f51\u9875\u4e2d\u4f4e\u8d44\u6e90\u3001\u9ad8\u6559\u80b2\u4ef7\u503c\u7684\u6570\u636e\uff0c\u817e\u8baf\u6df7\u5143 Large \u4f7f\u7528\u5408\u6210\u7684\u65b9\u5f0f\u5bf9\u6570\u636e\u505a\u53d8\u6362\u3001\u589e\u5e7f\uff0c\u6784\u5efa\u4e86\u5927\u91cf\u4e14\u591a\u6837\u7684\u3001\u4e0d\u540c\u5f62\u5f0f\u3001\u4e0d\u540c\u98ce\u683c\u3001\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e\uff0c\u63d0\u5347\u4e86\u6a21\u578b\u901a\u7528\u9886\u57df\u7684\u6548\u679c\u3002<\/p>\n<p><strong>2\u3001\u957f\u6587\u80fd\u529b\u4f18\u5316<\/strong><\/p>\n<p>\u91c7\u7528\u9ad8\u6548\u7684\u8d85\u957f\u6587 Attention \u8bad\u7ec3\u548c\u9000\u706b\u7b56\u7565\u3002\u901a\u8fc7\u5c06\u957f\u6587\u548c\u6b63\u5e38\u6587\u672c\u6df7\u5408\u8bad\u7ec3\uff0c\u9010\u6b65\u591a\u9636\u6bb5\u5f15\u5165\u81ea\u52a8\u5316\u6784\u5efa\u7684\u6d77\u91cf\u957f\u6587\u5408\u6210\u6570\u636e\uff0c\u6bcf\u9636\u6bb5\u4ec5\u9700\u5c11\u91cf\u957f\u6587\u6570\u636e\uff0c\u5373\u53ef\u83b7\u5f97\u8f83\u597d\u7684\u6a21\u578b\u957f\u6587\u6cdb\u5316\u548c\u5916\u63a8\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d889d903d4afd472d45705ed7f317491.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d889d903d4afd472d45705ed7f317491.png\"><\/a><\/p>\n<p>\u817e\u8baf\u6df7\u5143 Large \u6a21\u578b\u4e13\u9879\u63d0\u5347\u7684\u957f\u6587\u80fd\u529b\u5df2\u7ecf\u5e94\u7528\u5230\u817e\u8baf AI \u52a9\u624b\u817e\u8baf\u5143\u5b9d\u4e0a\uff0c\u6700\u5927\u652f\u6301 256K \u4e0a\u4e0b\u6587\uff0c\u76f8\u5f53\u4e8e\u4e00\u672c\u300a\u4e09\u56fd\u6f14\u4e49\u300b\u6216\u82f1\u6587\u539f\u7248\u7684\u300a\u54c8\u5229\u30fb\u6ce2\u7279\u300b\u5168\u96c6\u7684\u957f\u5ea6\uff0c\u53ef\u4ee5\u4e00\u6b21\u6027\u5904\u7406\u4e0a\u4f20\u6700\u591a 10 \u4e2a\u6587\u6863\uff0c\u5e76\u80fd\u591f\u4e00\u6b21\u6027\u89e3\u6790\u591a\u4e2a\u5fae\u4fe1\u516c\u4f17\u53f7\u94fe\u63a5\u3001\u7f51\u5740\uff0c\u8ba9\u817e\u8baf\u5143\u5b9d\u5177\u5907\u72ec\u6709\u7684\u6df1\u5ea6\u89e3\u6790\u80fd\u529b\u3002<\/p>\n<p><strong>3\u3001\u63a8\u7406\u52a0\u901f\u4f18\u5316<\/strong><\/p>\n<p>\u968f\u7740 LLM \u5904\u7406\u5e8f\u5217\u9010\u6e10\u589e\u957f\uff0cKey-Value Cache \u5360\u7528\u5185\u5b58\u8fc7\u5927\u7684\u95ee\u9898\u65e5\u76ca\u7a81\u51fa\uff0c\u4e3a\u63a8\u7406\u6210\u672c\u548c\u901f\u5ea6\u5e26\u6765\u4e86\u6311\u6218\u3002<\/p>\n<p>\u4e3a\u4e86\u63d0\u9ad8\u63a8\u7406\u6548\u7387\uff0c\u817e\u8baf\u6df7\u5143\u56e2\u961f\u4f7f\u7528 Grouped-Query Attention\uff08GQA\uff09\u548c Cross-Layer Attention \uff08CLA) \u4e24\u79cd\u7b56\u7565\uff0c\u5bf9 KV Cache \u8fdb\u884c\u4e86\u538b\u7f29\u3002\u540c\u65f6\u5f15\u5165\u91cf\u5316\u6280\u672f\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u538b\u7f29\u6bd4\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41ec6c3a56a974a474127a164c937774.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41ec6c3a56a974a474127a164c937774.png\"><\/a><\/p>\n<p>\u901a\u8fc7 GQA+CLA \u7684\u5f15\u5165\uff0c\u6211\u4eec\u5c06 Hunyuan-A52B \u6a21\u578b\u7684 head \u6570\u4ece 80 \u538b\u7f29\u5230 8\uff0c\u5e76\u901a\u8fc7 CLA \u6bcf\u4e24\u5c42\u5171\u7528 KV \u6fc0\u6d3b\u503c\uff0c\u6700\u7ec8\u5c06\u6a21\u578b\u7684 KV Cache \u538b\u7f29\u4e3a MHA \u7684 5%\uff0c\u5927\u5e45\u63d0\u5347\u63a8\u7406\u6027\u80fd\u3002\u4e0b\u9762\u662f\u4e0d\u540c\u7b56\u7565\u7684 KV Cache \u5bf9\u6bd4\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f14127ccf3b496e0e5d264b047f2c337.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f14127ccf3b496e0e5d264b047f2c337.png\"><\/a><\/p>\n<p><strong>4\u3001Postrain \u4f18\u5316<\/strong><\/p>\n<ul>\n<li>\n<p>SFT \u8bad\u7ec3<\/p>\n<\/li>\n<\/ul>\n<p>\u817e\u8baf\u6df7\u5143\u56e2\u961f\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u4f7f\u7528\u8d85\u8fc7\u767e\u4e07\u91cf\u7ea7\u7684 SFT \u6570\u636e\u8fdb\u884c\u7cbe\u8c03\u8bad\u7ec3\uff0c\u8fd9\u4e9b\u7cbe\u8c03\u6570\u636e\u5305\u542b\u4e86\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u3001\u6587\u672c\u521b\u4f5c\u3001\u6587\u672c\u7406\u89e3\u3001\u77e5\u8bc6\u95ee\u7b54\u3001\u89d2\u8272\u626e\u6f14\u3001\u5de5\u5177\u4f7f\u7528\u7b49\u591a\u79cd\u7c7b\u522b\u3002\u4e3a\u4e86\u4fdd\u8bc1\u8fdb\u5165 SFT \u8bad\u7ec3\u7684\u6570\u636e\u8d28\u91cf\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u57fa\u4e8e\u89c4\u5219\u548c\u6a21\u578b\u5224\u522b\u7684\u6570\u636e\u8d28\u68c0 Pipeline\uff0c\u7528\u4e8e\u53d1\u73b0\u6570\u636e\u4e2d\u5e38\u89c1\u7684 markdown \u683c\u5f0f\u9519\u8bef\u3001\u6570\u636e\u622a\u65ad\u3001\u6570\u636e\u91cd\u590d\u3001\u6570\u636e\u4e71\u7801\u95ee\u9898\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u81ea\u52a8\u5316\u5730\u4ece\u5927\u89c4\u6a21\u6307\u4ee4\u6570\u636e\u4e2d\u7b5b\u9009\u9ad8\u8d28\u91cf\u7684 SFT \u6570\u636e\uff0c\u6211\u4eec\u57fa\u4e8e Hunyuan-70B \u6a21\u578b\u8bad\u7ec3\u4e86\u4e00\u4e2a Critique \u6a21\u578b\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u5bf9\u6307\u4ee4\u6570\u636e\u8fdb\u884c 4 \u6863\u6253\u5206\uff0c\u4e00\u65b9\u9762\u53ef\u4ee5\u81ea\u52a8\u5316\u8fc7\u6ee4\u4f4e\u8d28\u6570\u636e\uff0c\u53e6\u4e00\u65b9\u9762\u5728\u81ea\u8fdb\u5316\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u6709\u6548\u63d0\u5347\u88ab\u9009 response \u7684\u8d28\u91cf\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528 32k \u957f\u5ea6\u8fdb\u884c SFT \u8bad\u7ec3\uff0c\u53e6\u5916\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e3a\u4e86\u9632\u6b62\u8fc7\u62df\u5408\uff0c\u6211\u4eec\u5f00\u542f\u4e86 0.1 \u7684 attention dropout \u548c 0.2 \u7684 hidden dropout\uff1b\u6211\u4eec\u53d1\u73b0\u76f8\u6bd4 Dense \u6a21\u578b\uff0cMoE \u67b6\u6784\u7684\u6a21\u578b\u901a\u8fc7\u5f00\u542f\u5408\u7406\u7684 dropout\uff0c\u80fd\u6709\u6548\u63d0\u5347\u4e0b\u6e38\u4efb\u52a1\u8bc4\u6d4b\u7684\u6548\u679c\u3002\u53e6\u5916\u4e3a\u4e86\u66f4\u9ad8\u6548\u7684\u5229\u7528\u5927\u89c4\u6a21\u6307\u4ee4\u6570\u636e\uff0c\u6211\u4eec\u5bf9\u6307\u4ee4\u6570\u636e\u8fdb\u884c\u4e86\u8d28\u91cf\u5206\u7ea7\uff0c\u901a\u8fc7\u4ece\u7c97\u5230\u7cbe\u7684\u5206\u9636\u6bb5\u8bad\u7ec3\uff0c\u6709\u6548\u63d0\u5347\u4e86\u6a21\u578b\u6548\u679c\u3002<\/p>\n<ul>\n<li>\n<p>RLHF \u8bad\u7ec3<\/p>\n<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u4f7f\u6a21\u578b\u80fd\u591f\u751f\u6210\u4e0e\u4eba\u7c7b\u504f\u597d\u63a5\u8fd1\u7684\u56de\u7b54\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u4f7f\u7528\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\u5bf9\u9f50\u7b97\u6cd5\u5bf9 SFT \u6a21\u578b\u8fdb\u884c\u5f3a\u5316\u8bad\u7ec3\u3002\u4e0e\u79bb\u7ebf DPO \u7b97\u6cd5\u4e0d\u540c\u7684\u662f\uff0c\u6211\u4eec\u5728\u5f3a\u5316\u5b66\u4e60\u4e8c\u9636\u6bb5\u91c7\u7528\u7684\u662f\u5728\u7ebf\u5f3a\u5316 pipeline\uff0c\u8fd9\u4e00\u6846\u67b6\u91cc\u96c6\u6210\u4e86\u4f7f\u7528\u56fa\u5b9a pair \u6570\u636e\u7684\u79bb\u7ebf DPO 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