{"id":35600,"date":"2024-12-28T03:00:10","date_gmt":"2024-12-27T19:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=35600"},"modified":"2024-12-28T03:00:10","modified_gmt":"2024-12-27T19:00:10","slug":"%e5%9b%bd%e5%86%85%e6%9c%80%e5%a4%a7moe%e5%bc%80%e6%ba%90%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%9d%a5%e4%ba%86%ef%bc%8c%e8%bf%98%e5%9f%ba%e4%ba%8e%e6%ad%a4%e6%90%9e%e5%87%ba%e4%b8%aa%e7%81%ab%e9%81%8d","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35600","title":{"rendered":"\u56fd\u5185\u6700\u5927MoE\u5f00\u6e90\u5927\u6a21\u578b\u6765\u4e86\uff0c\u8fd8\u57fa\u4e8e\u6b64\u641e\u51fa\u4e2a\u706b\u904d\u6e2f\u53f0\u7684AI\u804a\u5929\u5e94\u7528"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-13-6\" target=\"_blank\">\u56fd\u5185\u6700\u5927MoE\u5f00\u6e90\u5927\u6a21\u578b\u6765\u4e86\uff0c\u8fd8\u57fa\u4e8e\u6b64\u641e\u51fa\u4e2a\u706b\u904d\u6e2f\u53f0\u7684AI\u804a\u5929\u5e94\u7528<\/a><\/p>\n<p>\u5143\u8c61 XVERSE \u53d1\u5e03<strong>\u4e2d\u56fd\u6700\u5927 MoE \u5f00\u6e90\u6a21\u578b<\/strong>\uff1aXVERSE-MoE-A36B\uff0c\u52a0\u901f AI \u5e94\u7528\u4f4e\u6210\u672c\u90e8\u7f72\uff0c\u5c06\u56fd\u4ea7\u5f00\u6e90\u63d0\u5347\u81f3\u56fd\u9645\u9886\u5148\u6c34\u5e73\u3002<\/p>\n<p>\u8be5\u6a21\u578b\u603b\u53c2\u6570 255B\uff0c\u6fc0\u6d3b\u53c2\u6570 36B\uff0c\u8fbe\u5230 100B \u6a21\u578b\u6027\u80fd\u7684\u300c\u8de8\u7ea7\u300d\u8dc3\u5347\uff0c\u540c\u65f6\u8bad\u7ec3\u65f6\u95f4\u51cf\u5c11 30%\uff0c\u63a8\u7406\u6027\u80fd\u63d0\u5347 100%\uff0c\u4f7f\u6bcf token \u6210\u672c\u5927\u5e45\u4e0b\u964d\u3002<\/p>\n<p>\u5143\u8c61\u300c\u9ad8\u6027\u80fd\u5168\u5bb6\u6876\u300d\u7cfb\u5217\u5168\u90e8\u5f00\u6e90\uff0c<strong>\u65e0\u6761\u4ef6\u514d\u8d39\u5546\u7528<\/strong>\uff0c\u8ba9\u6d77\u91cf\u4e2d\u5c0f\u4f01\u4e1a\u3001\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u80fd\u6309\u9700\u9009\u62e9\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3eae6e194d31071c90fdd8ffc25ad977.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3eae6e194d31071c90fdd8ffc25ad977.png\"><\/a><\/p>\n<p>MoE\uff08Mixture of Experts\uff09\u662f\u4e1a\u754c\u6700\u524d\u6cbf\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u67b6\u6784 \uff0c\u5c06\u591a\u4e2a\u7ec6\u5206\u9886\u57df\u7684\u4e13\u5bb6\u6a21\u578b\u7ec4\u5408\u6210\u4e00\u4e2a\u8d85\u7ea7\u6a21\u578b\uff0c\u6253\u7834\u4e86\u4f20\u7edf\u6269\u5c55\u5b9a\u5f8b\uff08Scaling Law\uff09\u7684\u5c40\u9650\uff0c\u53ef\u5728<strong>\u6269\u5927\u6a21\u578b\u89c4\u6a21\u65f6\uff0c\u4e0d\u663e\u8457\u589e\u52a0\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u8ba1\u7b97\u6210\u672c\uff0c\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u6700\u5927\u5316<\/strong>\u3002\u51fa\u4e8e\u8fd9\u4e2a\u539f\u56e0\uff0c\u884c\u4e1a\u524d\u6cbf\u6a21\u578b\u5305\u62ec\u8c37\u6b4c Gemini-1.5\u3001OpenAI \u7684 GPT-4 \u3001\u9a6c\u65af\u514b\u65d7\u4e0b xAI \u516c\u53f8\u7684 Grok \u7b49\u5927\u6a21\u578b\u90fd\u4f7f\u7528\u4e86 MoE\u3002<\/p>\n<p>\u5728\u591a\u4e2a\u6743\u5a01\u8bc4\u6d4b\u4e2d\uff0c\u5143\u8c61 MoE \u6548\u679c\u5927\u5e45\u8d85\u8d8a\u591a\u4e2a\u540c\u7c7b\u6a21\u578b\uff0c\u5305\u62ec\u56fd\u5185\u5343\u4ebf MoE \u6a21\u578b Skywork-MoE\u3001\u4f20\u7edf MoE \u9738\u4e3b Mixtral-8x22B \u4ee5\u53ca 3140 \u4ebf\u53c2\u6570\u7684 MoE \u5f00\u6e90\u6a21\u578b Grok-1-A86B \u7b49\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d7ce88ce12da9ef79672dae08534abc1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d7ce88ce12da9ef79672dae08534abc1.png\"><\/a><\/p>\n<p><strong>\u514d\u8d39\u4e0b\u8f7d\u5927\u6a21\u578b<\/strong><\/p>\n<ul>\n<li>\n<p>Hugging Face\uff1ahttps:\/\/huggingface.co\/xverse\/XVERSE-MoE-A36B<\/p>\n<\/li>\n<li>\n<p>\u9b54\u642d\uff1ahttps:\/\/modelscope.cn\/models\/xverse\/XVERSE-MoE-A36B<\/p>\n<\/li>\n<li>\n<p>Github\uff1ahttps:\/\/github.com\/xverse-ai\/XVERSE-MoE-A36B<\/p>\n<\/li>\n<li>\n<p>\u5b98\u7f51\uff1achat.xverse.cn<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u843d\u5730\u5e94\u7528\u597d\u4e14\u7701 \u767b\u9876\u6e2f\u53f0\u5a31\u4e50\u5e94\u7528\u699c<\/strong><\/p>\n<p>\u5143\u8c61\u6b64\u6b21\u5f00\u6e90\uff0c\u4e0d\u4ec5\u586b\u8865\u56fd\u5185\u7a7a\u767d\uff0c\u4e5f\u5728\u5546\u4e1a\u5e94\u7528\u4e0a\u66f4\u8fdb\u4e00\u6b65\u3002<\/p>\n<p>\u5143\u8c61\u57fa\u4e8e MoE \u6a21\u578b\u81ea\u4e3b\u7814\u53d1\u7684 AI \u89d2\u8272\u626e\u6f14\u4e0e\u4e92\u52a8\u7f51\u6587 APP Saylo\uff0c\u901a\u8fc7\u903c\u771f\u7684 AI \u89d2\u8272\u626e\u6f14\u548c\u6709\u8da3\u7684\u5f00\u653e\u5267\u60c5\uff0c\u706b\u904d\u6e2f\u53f0\uff0c<strong>\u4e0b\u8f7d\u91cf\u5728\u4e2d\u56fd\u53f0\u6e7e\u548c\u9999\u6e2f\u5a31\u4e50\u699c\u5206\u522b\u4f4d\u5217\u7b2c\u4e00\u548c\u7b2c\u4e09<\/strong>\u3002<\/p>\n<p>MoE \u8bad\u7ec3\u8303\u5f0f\u5177\u6709\u300c\u66f4\u9ad8\u6027\u80fd\u3001\u66f4\u4f4e\u6210\u672c\u300d\u4f18\u52bf\uff0c\u5143\u8c61\u5728\u901a\u7528\u9884\u8bad\u7ec3\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u6d77\u91cf\u5267\u672c\u6570\u636e\u300c\u7ee7\u7eed\u9884\u8bad\u7ec3\u300d\uff08Continue Pre-training\uff09\uff0c\u5e76\u4e0e\u4f20\u7edf SFT\uff08\u76d1\u7763\u5fae\u8c03\uff09\u6216 RLHF\uff08\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff09\u4e0d\u540c\uff0c\u91c7\u7528\u4e86<strong>\u5927\u89c4\u6a21\u8bed\u6599\u77e5\u8bc6\u6ce8\u5165<\/strong>\uff0c\u8ba9\u6a21\u578b\u65e2\u4fdd\u6301\u4e86\u5f3a\u5927\u7684\u901a\u7528\u8bed\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u53c8\u5927\u5e45\u63d0\u5347\u300c\u5267\u672c\u300d\u8fd9\u4e00\u7279\u5b9a\u5e94\u7528\u9886\u57df\u7684\u8868\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-96b88f96f37da81c92a580dd862083b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-96b88f96f37da81c92a580dd862083b5.png\"><\/a><\/p>\n<p><strong>\u9ad8\u6027\u80fd\u300c\u5f00\u6e90\u6807\u6746\u300d<\/strong><\/p>\n<p>\u5143\u8c61\u662f\u56fd\u5185\u9886\u5148\u7684 AI \u4e0e 3D \u516c\u53f8\uff0c\u79c9\u6301\u300c\u901a\u7528\u4eba\u5de5\u667a\u80fd AGI\u300d\u4fe1\u4ef0\uff0c\u6301\u7eed\u6253\u9020\u300c\u9ad8\u6027\u80fd\u5f00\u6e90\u5168\u5bb6\u6876\u300d\uff0c\u4e0d\u4ec5\u586b\u8865\u56fd\u4ea7\u5f00\u6e90\u7a7a\u767d\uff0c\u66f4\u5c06\u5176\u63a8\u5411\u4e86\u56fd\u9645\u9886\u5148\u6c34\u5e73\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bd227d0bad646de1346aef338b796d13.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bd227d0bad646de1346aef338b796d13.png\"><\/a><\/p>\n<p>2023 \u5e74 11 \u6708\uff0c\u6b64\u524d\u56fd\u5185\u5927\u90e8\u5206\u5f00\u6e90\u53c2\u6570\u591a\u5728 7B \u5230 13B\uff0c\u800c\u884c\u4e1a\u5171\u8bc6\u662f\u6a21\u578b\u8fbe\u5230 50 \u5230 60B \u53c2\u6570\u95e8\u69db\uff0c\u5927\u6a21\u578b\u624d\u80fd\u300c\u667a\u80fd\u6d8c\u73b0\u300d\uff0c\u751f\u6001\u4e9f\u9700\u300c\u5927\u300d\u6a21\u578b\u65f6\uff0c\u5143\u8c61\u7387\u5148\u5f00\u6e90\u4e86 XVERSE-65B\uff0c\u662f<strong>\u5f53\u65f6\u4e2d\u56fd\u6700\u5927\u53c2\u6570\u5f00\u6e90<\/strong>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-95da1420eb5ccbd188cefcddfe113a1e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-95da1420eb5ccbd188cefcddfe113a1e.png\"><\/a><\/p>\n<p>2024 \u5e74 1 \u6708\uff0c\u5143\u8c61\u53c8\u5f00\u6e90<strong>\u5168\u7403\u6700\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u6a21\u578b<\/strong>\uff0c\u652f\u6301\u8f93\u5165 25 \u4e07\u6c49\u5b57\uff0c\u8fd8\u9644\u624b\u628a\u624b\u8bad\u7ec3\u6559\u7a0b\uff0c\u8ba9\u5927\u6a21\u578b\u5e94\u7528\u4e00\u4e3e\u8fdb\u5165\u300c\u957f\u6587\u672c\u65f6\u4ee3\u300d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-085bd18c919e063b35428a3176af5421.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-085bd18c919e063b35428a3176af5421.png\"><\/a><\/p>\n<p>\u6b64\u6b21\u56fd\u5185\u6700\u5927\u53c2\u6570 MoE \u5f00\u6e90\uff0c\u53c8\u662f\u7ed9\u751f\u6001\u8d21\u732e\u4e86\u4e00\u4e2a\u52a9\u63a8\u4f4e\u6210\u672c AI \u5e94\u7528\u5229\u5668\u3002<\/p>\n<p><strong>\u5f15\u9886\u6587\u5a31\u5e94\u7528<\/strong><\/p>\n<p>\u501f\u52a9\u5728 AI \u548c 3D \u9886\u57df\u7684\u5ba2\u6237\u79ef\u7d2f\uff0c\u5143\u8c61\u4e5f\u8fc5\u901f\u5c06\u5927\u6a21\u578b\u63a8\u5411\u5546\u7528\u3002<\/p>\n<p>2023 \u5e74 11 \u6708\uff0c\u5143\u8c61\u6210\u4e3a<strong>\u5168\u56fd\u6700\u65e9\u4e00\u6279\u3001\u5e7f\u4e1c\u7701\u524d\u4e94<\/strong>\u83b7\u5f97\u300a\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u670d\u52a1\u7ba1\u7406\u6682\u884c\u529e\u6cd5\u300b\u56fd\u5bb6\u5907\u6848\u7684\u5927\u6a21\u578b\uff0c\u5177\u5907\u5411\u5168\u793e\u4f1a\u5f00\u653e\u7684\u4ea7\u54c1\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-79f00202e021b209f8db0b88cdf2adf4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-79f00202e021b209f8db0b88cdf2adf4.png\"><\/a><\/p>\n<p>\u800c\u5728\u66f4\u65e9\u7684 10 \u6708\uff0c\u5143\u8c61\u4e0e\u817e\u8baf\u97f3\u4e50\u8054\u5408\u63a8\u51fa lyraXVERSE \u52a0\u901f\u5927\u6a21\u578b\uff0c\u5e76\u501f\u52a9\u8be5\u6280\u672f\u5168\u9762\u5347\u7ea7\u97f3\u4e50\u52a9\u624b\u300cAI \u5c0f\u7434\u300d\u7684\u95ee\u7b54\u3001\u804a\u5929\u4e0e\u521b\u4f5c\u80fd\u529b\uff0c\u8ba9\u5979\u60c5\u5546\u4e0e\u667a\u5546\u53cc\u9ad8\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u3001\u66f4\u6df1\u5165\u3001\u966a\u4f34\u611f\u5341\u8db3\u7684\u97f3\u4e50\u4e92\u52a8\u4f53\u9a8c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d0192f80a52b6bb7efb182a42c64ac40.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d0192f80a52b6bb7efb182a42c64ac40.png\"><\/a><\/p>\n<p>\u5143\u8c61\u5927\u6a21\u578b\u9646\u7eed\u4e0e QQ \u97f3\u4e50\u3001\u864e\u7259\u76f4\u64ad\u3001\u5168\u6c11 K \u6b4c\u3001\u817e\u8baf\u4e91\u7b49\u6df1\u5ea6\u5408\u4f5c\u4e0e\u5e94\u7528\u63a2\u7d22\uff0c\u4e3a\u6587\u5316\u3001\u5a31\u4e50\u3001\u65c5\u6e38\u3001\u91d1\u878d\u9886\u57df\u6253\u9020\u521b\u65b0\u9886\u5148\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-93a80c954ce32139b8d86c514c52c717.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-93a80c954ce32139b8d86c514c52c717.png\"><\/a><\/p>\n<p><strong>MoE \u6280\u672f\u81ea\u7814\u4e0e\u521b\u65b0<\/strong><\/p>\n<p>MoE \u662f\u76ee\u524d\u4e1a\u754c\u6700\u524d\u6cbf\u7684\u6a21\u578b\u6846\u67b6\uff0c\u7531\u4e8e\u6280\u672f\u8f83\u65b0\uff0c\u56fd\u5185\u5f00\u6e90\u6a21\u578b\u6216\u5b66\u672f\u7814\u7a76\u5c1a\u672a\u666e\u53ca\u3002\u5143\u8c61\u81ea\u7814 MoE \u7684\u9ad8\u6548\u8bad\u7ec3\u548c\u63a8\u7406\u6846\u67b6\uff0c\u5e76\u6301\u7eed\u63a8\u52a8\u6280\u672f\u521b\u65b0\u3002<\/p>\n<p>2024 \u5e74 4 \u6708\u63a8\u51fa\u7684 XVERSE-MoE-A4.2B \u4e2d\uff0c\u5143\u8c61\u63a8\u52a8 <strong>MoE \u4e13\u5bb6\u67b6\u6784\u9769\u65b0<\/strong>\u3002\u4e0e\u4f20\u7edf MoE\uff08\u5982 Mixtral 8x7B\uff09\u5c06\u6bcf\u4e2a\u4e13\u5bb6\u5927\u5c0f\u7b49\u540c\u4e8e\u6807\u51c6 FFN \u4e0d\u540c\uff0c\u5143\u8c61\u91c7\u7528\u66f4\u7ec6\u7c92\u5ea6\u7684\u4e13\u5bb6\u8bbe\u8ba1\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u5927\u5c0f\u4ec5\u4e3a\u6807\u51c6 FFN \u7684\u56db\u5206\u4e4b\u4e00\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u7075\u6d3b\u6027\u4e0e\u6027\u80fd\uff1b\u8fd8\u5c06\u4e13\u5bb6\u5206\u4e3a\u5171\u4eab\u4e13\u5bb6\uff08Shared Expert\uff09\u548c\u975e\u5171\u4eab\u4e13\u5bb6\uff08Non-shared Expert\uff09\u4e24\u7c7b\u3002\u5171\u4eab\u4e13\u5bb6\u5728\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u59cb\u7ec8\u4fdd\u6301\u6fc0\u6d3b\u72b6\u6001\uff0c\u800c\u975e\u5171\u4eab\u4e13\u5bb6\u5219\u6839\u636e\u9700\u8981\u9009\u62e9\u6027\u6fc0\u6d3b\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6709\u5229\u4e8e\u5c06\u901a\u7528\u77e5\u8bc6\u538b\u7f29\u81f3\u5171\u4eab\u4e13\u5bb6\u53c2\u6570\u4e2d\uff0c\u51cf\u5c11\u975e\u5171\u4eab\u4e13\u5bb6\u53c2\u6570\u95f4\u7684\u77e5\u8bc6\u5197\u4f59\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c82e13817105220d111d5563dbae3fc4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c82e13817105220d111d5563dbae3fc4.png\"><\/a><\/p>\n<p>\u6b64\u6b21\u63a8\u51fa XVERSE-MoE-A36B\uff0c\u7ee7\u7eed\u5728 MoE \u6548\u7387\u548c\u6548\u679c\u65b9\u9762\u8fdb\u884c\u6280\u672f\u521b\u65b0\u3002<\/p>\n<p><strong>\uff081\uff09\u6548\u7387\u65b9\u9762<\/strong><\/p>\n<p><strong>MoE \u67b6\u6784\u4e0e 4D \u62d3\u6251\u8bbe\u8ba1<\/strong>\uff1aMoE \u67b6\u6784\u7684\u5173\u952e\u7279\u6027\u662f\u7531\u591a\u4e2a\u4e13\u5bb6\u7ec4\u6210\u3002\u7531\u4e8e\u4e13\u5bb6\u4e4b\u95f4\u9700\u8981\u5927\u91cf\u7684\u4fe1\u606f\u4ea4\u6362\uff0c\u901a\u4fe1\u8d1f\u62c5\u6781\u91cd\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u91c7\u7528\u4e86 4D \u62d3\u6251\u67b6\u6784\uff0c\u5e73\u8861\u4e86\u901a\u4fe1\u3001\u663e\u5b58\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u5206\u914d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f18\u5316\u4e86\u8ba1\u7b97\u8282\u70b9\u4e4b\u95f4\u7684\u901a\u4fe1\u8def\u5f84\uff0c\u63d0\u9ad8\u4e86\u6574\u4f53\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<p><strong>\u4e13\u5bb6\u8def\u7531\u4e0e\u9884\u4e22\u5f03\u7b56\u7565<\/strong>\uff1aMoE \u7684\u53e6\u4e00\u4e2a\u7279\u70b9\u662f\u300c\u4e13\u5bb6\u8def\u7531\u673a\u5236\u300d\uff0c\u5373\u9700\u8981\u5bf9\u4e0d\u540c\u7684\u8f93\u5165\u8fdb\u884c\u5206\u914d\uff0c\u5e76\u4e22\u5f03\u4e00\u4e9b\u8d85\u51fa\u4e13\u5bb6\u8ba1\u7b97\u5bb9\u91cf\u7684\u5197\u4f59\u6570\u636e\u3002\u4e3a\u6b64\u56e2\u961f\u8bbe\u8ba1\u4e00\u5957\u9884\u4e22\u5f03\u7b56\u7565\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u548c\u4f20\u8f93\u3002\u540c\u65f6\u5728\u8ba1\u7b97\u6d41\u7a0b\u4e2d\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u7b97\u5b50\u878d\u5408\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u8bad\u7ec3\u6027\u80fd\u3002<\/p>\n<p><strong>\u901a\u4fe1\u4e0e\u8ba1\u7b97\u91cd\u53e0<\/strong>\uff1a\u7531\u4e8e MoE \u67b6\u6784\u7684\u4e13\u5bb6\u4e4b\u95f4\u9700\u8981\u5927\u91cf\u901a\u4fe1\uff0c\u4f1a\u5f71\u54cd\u6574\u4f53\u8ba1\u7b97\u6548\u7387\u3002\u4e3a\u6b64\u56e2\u961f\u8bbe\u8ba1\u4e86\u300c\u591a\u7ef4\u5ea6\u7684\u901a\u4fe1\u4e0e\u8ba1\u7b97\u91cd\u53e0\u300d\u673a\u5236\uff0c\u5373\u5728\u8fdb\u884c\u53c2\u6570\u901a\u4fe1\u7684\u540c\u65f6\uff0c\u6700\u5927\u6bd4\u4f8b\u5e76\u884c\u5730\u6267\u884c\u8ba1\u7b97\u4efb\u52a1\uff0c\u4ece\u800c\u51cf\u5c11\u901a\u4fe1\u7b49\u5f85\u65f6\u95f4\u3002<\/p>\n<p><strong>\uff082\uff09\u6548\u679c\u65b9\u9762<\/strong><\/p>\n<p><strong>\u4e13\u5bb6\u6743\u91cd<\/strong>\uff1aMoE \u4e2d\u7684\u4e13\u5bb6\u603b\u6570\u4e3a N \uff0c\u6bcf\u4e2a token \u4f1a\u9009\u62e9 topK \u4e2a\u4e13\u5bb6\u53c2\u4e0e\u540e\u7eed\u7684\u8ba1\u7b97\uff0c\u7531\u4e8e\u4e13\u5bb6\u5bb9\u91cf\u7684\u9650\u5236\uff0c\u6bcf\u4e2a token \u5b9e\u9645\u9009\u62e9\u5230\u7684\u4e13\u5bb6\u6570\u4e3a M\uff0cM&lt;=K<\/p>\n<p>\u5b9e\u9a8c 1\uff1a\u6743\u91cd\u5728 topM \u8303\u56f4\u5185\u5f52\u4e00\u5316<\/p>\n<p>\u5b9e\u9a8c 2\uff1a\u6743\u91cd\u5728 topK \u8303\u56f4\u5185\u5f52\u4e00\u5316<\/p>\n<p>\u5b9e\u9a8c 3\uff1a\u6743\u91cd\u5728 topN \u8303\u56f4\u5185\u5f52\u4e00\u5316<\/p>\n<p>\u5b9e\u9a8c 4\uff1a\u6743\u91cd\u90fd\u4e3a 1<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-aeeb75d2e6dc36330d6a93016eee443c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-aeeb75d2e6dc36330d6a93016eee443c.png\"><\/a><\/p>\n<p><strong>\u5bf9\u6bd4\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u4e3e\u4f8b\u8bf4\u660e\uff0c\u5047\u8bbe N=8\uff0cK=4\uff0cM=3\uff082 \u53f7\u4e13\u5bb6\u4e0a token \u88ab\u4e22\u5f03\uff09\uff0c\u4e0d\u540c\u4e13\u5bb6\u6743\u91cd\u7684\u8ba1\u7b97\u65b9\u5f0f\u6240\u5f97\u7684\u6743\u91cd\u5982\u4e0b\u56fe\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-76972299ac02ddeb39b5b1fe2282ba4c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-76972299ac02ddeb39b5b1fe2282ba4c.png\"><\/a><\/p>\n<p><strong>\u6570\u636e\u52a8\u6001\u5207\u6362<\/strong>\uff1a\u5143\u8c61\u4ee5\u5f80\u5f00\u6e90\u7684\u6a21\u578b\uff0c\u5f80\u5f80\u5728\u8bad\u7ec3\u524d\u5c31\u9501\u5b9a\u4e86\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5e76\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4e0d\u53d8\u3002\u8fd9\u79cd\u505a\u6cd5\u867d\u7136\u7b80\u5355\uff0c\u4f46\u4f1a\u53d7\u5236\u4e8e\u521d\u59cb\u6570\u636e\u7684\u8d28\u91cf\u548c\u8986\u76d6\u9762\u3002\u6b64\u6b21 MoE \u6a21\u578b\u7684\u8bad\u7ec3\u501f\u9274\u4e86\u300c\u8bfe\u7a0b\u5b66\u4e60\u300d\u7406\u5ff5\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b9e\u73b0\u4e86\u52a8\u6001\u6570\u636e\u5207\u6362\uff0c\u5728\u4e0d\u540c\u9636\u6bb5\u591a\u6b21\u5f15\u5165\u65b0\u5904\u7406\u7684\u9ad8\u8d28\u91cf\u6570\u636e\uff0c\u5e76\u52a8\u6001\u8c03\u6574\u6570\u636e\u91c7\u6837\u6bd4\u4f8b\u3002<\/p>\n<p>\u8fd9\u8ba9\u6a21\u578b\u4e0d\u518d\u88ab\u521d\u59cb\u8bed\u6599\u96c6\u6240\u9650\u5236\uff0c\u800c\u662f\u80fd\u591f\u6301\u7eed\u5b66\u4e60\u65b0\u5f15\u5165\u7684\u9ad8\u8d28\u91cf\u6570\u636e\uff0c\u63d0\u5347\u4e86\u8bed\u6599\u8986\u76d6\u9762\u548c\u6cdb\u5316\u80fd\u529b\u3002\u540c\u65f6\u901a\u8fc7\u8c03\u6574\u91c7\u6837\u6bd4\u4f8b\uff0c\u4e5f\u6709\u52a9\u4e8e\u5e73\u8861\u4e0d\u540c\u6570\u636e\u6e90\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6f5a0cb52338491225496c60ff0cc026.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6f5a0cb52338491225496c60ff0cc026.png\"><\/a><\/p>\n<p>\u4e0d\u540c\u6570\u636e\u7248\u672c\u7684\u6548\u679c\u66f2\u7ebf\u56fe<\/p>\n<p><strong>\u5b66\u4e60\u7387\u8c03\u5ea6\u7b56\u7565\uff08LR Scheduler\uff09<\/strong>\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u5207\u6362\u6570\u636e\u96c6\uff0c\u867d\u6709\u52a9\u4e8e\u6301\u7eed\u5f15\u5165\u65b0\u77e5\u8bc6\uff0c\u4f46\u4e5f\u7ed9\u6a21\u578b\u5e26\u6765\u4e86\u65b0\u7684\u9002\u5e94\u6311\u6218\u3002\u4e3a\u4e86\u786e\u4fdd\u6a21\u578b\u80fd\u5feb\u901f\u4e14\u5145\u5206\u5730\u5b66\u4e60\u65b0\u8fdb\u6570\u636e\uff0c\u56e2\u961f\u5bf9\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u8fdb\u884c\u4e86\u4f18\u5316\u8c03\u6574\uff0c\u5728\u6bcf\u6b21\u6570\u636e\u5207\u6362\u65f6\u4f1a\u6839\u636e\u6a21\u578b\u6536\u655b\u72b6\u6001\uff0c\u76f8\u5e94\u8c03\u6574\u5b66\u4e60\u7387\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u4e00\u7b56\u7565\u6709\u6548\u63d0\u5347\u4e86\u6a21\u578b\u5728\u6570\u636e\u5207\u6362\u540e\u7684\u5b66\u4e60\u901f\u5ea6\u548c\u6574\u4f53\u8bad\u7ec3\u6548\u679c\u3002<\/p>\n<p>\u4e0b\u56fe\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d MMLU\u3001HumanEval \u4e24\u4e2a\u8bc4\u6d4b\u6570\u636e\u96c6\u7684\u6548\u679c\u66f2\u7ebf\u56fe\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ae70868511e51c248e9c517f650024fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ae70868511e51c248e9c517f650024fd.png\"><\/a><\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d MMLU\u3001HumanEval \u7684\u6027\u80fd\u66f2\u7ebf\u6301\u7eed\u62d4\u9ad8<\/p>\n<p>\u901a\u8fc7\u8bbe\u8ba1\u4e0e\u4f18\u5316\uff0c\u5143\u8c61 MoE \u6a21\u578b\u4e0e\u5176 Dense \u6a21\u578b XVERSE-65B-2 \u76f8\u6bd4\uff0c\u8bad\u7ec3\u65f6\u95f4\u51cf\u5c11 30%\u3001\u63a8\u7406\u6027\u80fd\u63d0\u5347 100%\uff0c\u6a21\u578b\u6548\u679c\u66f4\u4f73\uff0c\u8fbe\u5230\u4e1a\u754c\u9886\u5148\u6c34\u5e73\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/vE4Ls9h907tPhtiY-XO6Mg\"><a 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