{"id":36028,"date":"2025-01-04T19:00:24","date_gmt":"2025-01-04T11:00:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=36028"},"modified":"2025-01-04T19:00:24","modified_gmt":"2025-01-04T11:00:24","slug":"neurips-2024-%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e8%af%8d%e8%a1%a8%e5%a4%a7%e5%b0%8f%ef%bc%8c%e5%90%8c%e6%a0%b7%e9%80%82%e7%94%a8%e4%ba%8escaling-law","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36028","title":{"rendered":"NeurIPS 2024 | \u5927\u6a21\u578b\u7684\u8bcd\u8868\u5927\u5c0f\uff0c\u540c\u6837\u9002\u7528\u4e8eScaling Law"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-11-2\" target=\"_blank\">NeurIPS 2024 | \u5927\u6a21\u578b\u7684\u8bcd\u8868\u5927\u5c0f\uff0c\u540c\u6837\u9002\u7528\u4e8eScaling Law<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0ebf7c86f9088223a5942ff4201359b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0ebf7c86f9088223a5942ff4201359b9.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" 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<section><\/section>\n<section><strong>\u7b2c\u4e00\u4f5c\u8005\u9676\u8d85\u51e1\uff08Chaofan Tao\uff09\u662f\u9999\u6e2f\u5927\u5b66\uff08HKU\uff09\u7684\u56db\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u662f\u9ec4\u6bc5\u6559\u6388\u548c\u7f57\u5e73\u6559\u6388\u3002\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u7535\u5b50\u79d1\u6280\u5927\u5b66\u7684\u82f1\u624d\u8363\u8a89\u5b66\u9662\u3002\u4ed6\u7684\u7814\u7a76\u8bba\u6587\u53d1\u8868\u5728ACL\u3001EMNLP\u3001ECCV\u3001NeurIPS\u3001ICML\u3001T-NNLS\u7b49\u671f\u520a\u548c\u4f1a\u8bae\u4e0a\u3002\u4ed6\u83b7\u5f97\u4e86 ACL 2022 \u5e74\u7684\u6770\u51fa\u8bba\u6587\u5956\u3002\u9676\u8d85\u51e1\u7684\u7814\u7a76\u5174\u8da3\u5305\u62ec\uff1a1) \u9ad8\u6548\u673a\u5668\u5b66\u4e60\u4e0e\u6a21\u578b\u52a0\u901f\uff1a\u4ee5\u4f4e\u6210\u672c\u5bf9\u6a21\u578b\u8fdb\u884c\u9ad8\u6548\u8c03\u4f18\u548c\u90e8\u7f72\u30022) \u652f\u6301\u591a\u79cd\u4efb\u52a1\u7684\u901a\u7528\u5927\u578b\u6a21\u578b\uff0c\u6db5\u76d6\u4e0d\u540c\u6a21\u6001\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u662f\u4e00\u7bc7\u53d1\u8868\u5728 NeurIPS 2024 \u4e0a\u7684\u8bba\u6587\uff0c\u5355\u4f4d\u662f\u9999\u6e2f\u5927\u5b66\u3001Sea AI Lab\u3001Contextual AI \u548c\u4fc4\u4ea5\u4fc4\u5dde\u7acb\u5927\u5b66\u3002\u8bba\u6587\u4e3b\u8981\u63a2\u8ba8\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u8bcd\u8868\u5927\u5c0f\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-723ab8143c331dec8409901486291103.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-723ab8143c331dec8409901486291103.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2407.13623<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\uff1ahttps:\/\/github.com\/sail-sg\/scaling-with-vocab\/<\/section>\n<\/li>\n<li>\n<section>Demo \uff08\u5feb\u901f\u9884\u8ba1\u5408\u9002\u7684\u8bcd\u8868\u5927\u5c0f\uff09\uff1ahttps:\/\/huggingface.co\/spaces\/sail\/scaling-with-vocab-demo<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u6458\u8981<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u6269\u5c55\u6cd5\u5219\uff08scaling laws\uff09\u65f6\uff0c\u4ee5\u524d\u7684\u5de5\u4f5c\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u7684\u5927\u5c0f\uff0c\u800c\u5ffd\u7565\u4e86\u8bcd\u8868\u5927\u5c0f\u7684\u4f5c\u7528\u3002\u672c\u7814\u7a76\u901a\u8fc7\u8bad\u7ec3\u5305\u542b\u4e0d\u540c\u8bcd\u8868\u914d\u7f6e\u7684\u6a21\u578b\uff08\u53c2\u6570\u8303\u56f4\u4ece 33M \u5230 3B\uff0c\u5b57\u7b26\u6570\u6700\u591a 500B\uff09\uff0c\u63d0\u51fa\u4e86\u4e09\u79cd\u65b9\u6cd5\u6765\u9884\u6d4b\u8ba1\u7b97\u6700\u4f18\u7684\u8bcd\u8868\u5927\u5c0f\uff1a\u57fa\u4e8e FLOPs \u7684\u3001\u57fa\u4e8e\u5bfc\u6570\u7684\u548c\u57fa\u4e8e\u635f\u5931\u51fd\u6570\u53c2\u6570\u62df\u5408\u7684\u4f30\u8ba1\u65b9\u6cd5\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u66f4\u5927\u7684\u6a21\u578b\u5e94\u8be5\u914d\u5907\u66f4\u5927\u7684\u8bcd\u8868\uff0c\u4e14\u5728\u7ed9\u5b9a\u7b97\u529b\u7684\u60c5\u51b5\u4e0b\uff0c\u6700\u4f18\u7684\u8bcd\u8868\u5927\u5c0f\u662f\u6709\u4e0a\u9650\u7684\u3002\u4f8b\u5982\uff0c\u9884\u6d4b Llama2-70B \u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u5e94\u8be5\u662f\u81f3\u5c11 216K\uff0c\u8fdc\u5927\u4e8e\u5176\u5b9e\u9645\u7684 32K\u3002\u901a\u8fc7\u5728\u4e0d\u540c FLOPs \u9884\u7b97\u4e0b\u8bad\u7ec3 3B \u53c2\u6570\u7684\u6a21\u578b\u9a8c\u8bc1\u4e86\u8fd9\u4e9b\u9884\u6d4b\uff0c\u53d1\u73b0\u4ec5\u4ec5\u628a\u539f\u59cb\u8bcd\u8868\u7684\u5927\u5c0f\u66ff\u6362\u6210\u9884\u6d4b\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\uff0c\u5c31\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u5728\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-71d866e7507abfdf466e8cfa7a72452c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-71d866e7507abfdf466e8cfa7a72452c.png\"><\/a><\/p>\n<section>\u672c\u6587\u53d1\u73b0\uff0c\u6a21\u578b\u4e2d\u7684\u975e\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8437dc3eadd0817ada9609f5655daa6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8437dc3eadd0817ada9609f5655daa6.png\"><\/a>\u4e0e\u76f8\u5e94\u7684\u6700\u4f18\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-da93921f39498a6c4ef26ddbb352f37b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-da93921f39498a6c4ef26ddbb352f37b.png\"><\/a>\u4e4b\u95f4\u7684\u5173\u7cfb\u9075\u5faa\u5e42\u5f8b\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c3abfe34104e3db1bdd1a28e2c53f009.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c3abfe34104e3db1bdd1a28e2c53f009.png\"><\/a>\u7684\u589e\u957f\u901f\u5ea6\u5e94\u6162\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-facbf8ed7f46c8be39984f5c46078fb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-facbf8ed7f46c8be39984f5c46078fb4.png\"><\/a>\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3fd4342ee0da73995aba271e63d24d4b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3fd4342ee0da73995aba271e63d24d4b.png\"><\/a>\u3002\u5b9e\u8bc1\u7ed3\u679c\u4e0e\u6211\u4eec\u6240\u63d0\u51fa\u7684 3 \u79cd\u9884\u6d4b\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u7684\u65b9\u6cd5\u7684\u7ed3\u679c\u57fa\u672c\u4e00\u81f4\u3002\u5176\u4e2d\u8f83\u5927\u7684\u5706\u5708\u8868\u793a\u8f83\u9ad8\u7684\u635f\u5931\u503c\u3002\u8fd9\u91cc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5f02aad7381b5deeb87e7364f037cdb7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5f02aad7381b5deeb87e7364f037cdb7.png\"><\/a>\u6307\u7684\u662f\u8bcd\u8868\u5927\u5c0f\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 1 \u7ae0 \u5f15\u8a00<\/strong><\/section>\n<section><\/section>\n<section>LLMs \u901a\u8fc7\u5728\u5927\u91cf\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5229\u7528\u5de8\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u3002\u4ee5\u5f80\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u6a21\u578b\u53c2\u6570\u3001\u8bad\u7ec3\u6570\u636e\u91cf\u548c\u8ba1\u7b97\u8d44\u6e90\uff08\u5982 FLOPs\uff09\u7684\u53d8\u5316\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u800c\u5ffd\u7565\u4e86\u8bcd\u8868\u5927\u5c0f\u8fd9\u4e00\u91cd\u8981\u56e0\u7d20\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8bcd\u8868\u5927\u5c0f\u5bf9\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u6709\u7740\u4e0d\u5c0f\u7684\u5f71\u54cd\u3002\u6240\u4ee5\uff0c\u672c\u7814\u7a76\u65e8\u5728\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u63a2\u8ba8\u8bcd\u8868\u5927\u5c0f\u5bf9 LLMs \u6027\u80fd\u7684\u5f71\u54cd\uff0c\u5e76\u63d0\u51fa\u9884\u6d4b\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u7684\u65b9\u6cd5\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ed4a189943cb97b0c6e96f7bc4116970.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ed4a189943cb97b0c6e96f7bc4116970.png\"><\/a><\/p>\n<section>\u5982\u56fe\uff0c\u6211\u4eec\u63d0\u51fa 3 \u79cd\u9884\u6d4b\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u7684\u65b9\u6cd5 (\u57fa\u4e8e FLOPs \u7684\u3001\u57fa\u4e8e\u5bfc\u6570\u7684\u548c\u57fa\u4e8e\u635f\u5931\u51fd\u6570\u53c2\u6570\u62df\u5408\u7684\u4f30\u8ba1\u65b9\u6cd5)\uff0c\u5e76\u4e14\u5217\u51fa\u4e86\u5f53\u524d\u4e3b\u6d41\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u8bcd\u8868\u53c2\u6570\u548c\u9884\u6d4b\u6700\u4f18\u8bcd\u8868\u53c2\u6570\u7684\u5173\u7cfb\u3002\u5f53\u524d\u5927\u591a\u6570 LLMs \u7684\u8bcd\u8868\u53c2\u6570\u7531\u4e8e\u8bcd\u8868\u5927\u5c0f\u5c0f\u4e8e\u9884\u6d4b\u7684\u6700\u4f18\u503c\u800c\u5904\u4e8e\u6b21\u4f18\u72b6\u6001\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 2 \u7ae0 \u9884\u5907\u77e5\u8bc6<\/strong><\/section>\n<section><\/section>\n<section><strong>2.1 \u6269\u5c55\u6cd5\u5219<\/strong><\/section>\n<section><\/section>\n<section>\u6269\u5c55\u6cd5\u5219 (scaling laws) \u8003\u8651\u4e86\u4e00\u4e2a\u8ba1\u7b97\u9884\u7b97<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4b0e757a3bec4de0b8efaede01bb93d6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4b0e757a3bec4de0b8efaede01bb93d6.png\"><\/a>\uff08\u4ee5 FLOPs \u8861\u91cf\uff09\uff0c\u76ee\u6807\u662f\u5728\u6a21\u578b\u53c2\u6570 N \u548c\u8bad\u6570\u636e\u91cf D \u4e4b\u95f4\u6700\u4f18\u5730\u5206\u914d\u8fd9\u4e2a\u7b97\u529b\u7684\u9884\u7b97\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-62d0b20a42c1902521e5099ee3965acf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-62d0b20a42c1902521e5099ee3965acf.png\"><\/a><\/p>\n<section>\u901a\u5e38\u60c5\u51b5\uff0c\u6211\u4eec\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u635f\u5931 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7d31e5400070657008637db6c123ebae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7d31e5400070657008637db6c123ebae.png\"><\/a>\u6765\u5ea6\u91cf\u8bed\u8a00\u6a21\u578b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-57f72fe467d1559427c64c7e4b749aa5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-57f72fe467d1559427c64c7e4b749aa5.png\"><\/a><\/p>\n<section>\u5176\u4e2d\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-167143a632d4146d69b4c3d9ed41665a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-167143a632d4146d69b4c3d9ed41665a.png\"><\/a>\u662f\u5728\u7ed9\u5b9a\u4e0a\u4e0b\u6587\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-af1d5c3c4f286e3a20c48645b5d40c31.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-af1d5c3c4f286e3a20c48645b5d40c31.png\"><\/a>\u548c\u8bcd\u8868\u5927\u5c0f\u4e3a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-71a9bd451cda717ce258563e9da4cde8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-71a9bd451cda717ce258563e9da4cde8.png\"><\/a>\u7684\u5206\u8bcd\u5668\u7684\u60c5\u51b5\u4e0b\u5355\u8bcd\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2f403add9e71cd71f6fa4559e5687b13.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2f403add9e71cd71f6fa4559e5687b13.png\"><\/a>\u7684\u8f93\u51fa\u6982\u7387\u3002<\/section>\n<section><\/section>\n<section><strong>2.2 \u8003\u8651\u8bcd\u8868\u7684\u6269\u5c55\u6cd5\u5219<\/strong><\/section>\n<section><\/section>\n<section><strong>\u5bf9\u8bad\u7ec3\u6570\u636e\u91cf\u7684\u7edf\u8ba1\u65b9\u5f0f<\/strong><\/section>\n<section><\/section>\n<section>\u56e0\u4e3a\u5bf9\u4e8e\u540c\u4e00\u4e2a\u8bad\u7ec3\u8bed\u6599\u548c\u7ed9\u5b9a\u7684\u5206\u8bcd\u7b97\u6cd5\uff0c\u4e0d\u540c\u7684\u8bcd\u8868\u5927\u5c0f\u4f1a\u5f97\u5230\u4e0d\u540c\u7684\u8bcd\u5143\u91cf (D)\uff0c \u56e0\u6b64\u6211\u4eec\u4ee5\u8bad\u7ec3\u5b57\u7b26\u91cf\uff08H\uff09\u6765\u8861\u91cf\u8bad\u7ec3\u6570\u636e\u91cf\u3002\u4e3a\u4e86\u5c06\u6211\u4eec\u7684\u53d1\u73b0\u4e0e\u73b0\u6709\u7684\u5173\u4e8e\u6269\u5c55\u89c4\u5f8b\u7684\u7814\u7a76\u8054\u7cfb\u8d77\u6765\uff0c\u6211\u4eec\u9700\u8981\u80fd\u591f\u4ece H \u6620\u5c04\u5230 D\u3002\u8fd9\u79cd\u6620\u5c04\u662f\u5206\u8bcd\u5668\u7684\u538b\u7f29\u6bd4\uff0c\u53ef\u4ee5\u901a\u8fc7 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-70b095ecc906cdaf096cd735bdaf3bab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-70b095ecc906cdaf096cd735bdaf3bab.png\"><\/a>\u8ba1\u7b97\u3002\u5206\u8bcd\u5668\u9700\u8981\u8868\u793a H \u7684\u6807\u8bb0\u8d8a\u591a\uff0cD \u5c31\u8d8a\u5927\uff0c\u56e0\u6b64\u538b\u7f29\u5f97\u8d8a\u5c11\u3002\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u51fd\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-15a08cfe36e706b04cc6c2f15a730045.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-15a08cfe36e706b04cc6c2f15a730045.png\"><\/a>\u6765\u4ec5\u4ece\u9009\u62e9\u7684\u8bcd\u8868\u5927\u5c0f V \u4f30\u8ba1\u8fd9\u4e2a\u6bd4\u4f8b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0bfa8e40d773cfb6406c056cb0cce645.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0bfa8e40d773cfb6406c056cb0cce645.png\"><\/a><\/p>\n<section>\u5728\u57fa\u4e8e FLOPs \u548c\u635f\u5931\u51fd\u6570\u7684\u4f30\u8ba1\u65b9\u6cd5\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u7edf\u8ba1\u51fa\u8bad\u7ec3\u7684\u8bcd\u5143\u6570\u91cf\u3002\u5728\u57fa\u4e8e\u5bfc\u6570\u7684\u4f30\u8ba1\u65b9\u6cd5\uff0c\u6211\u4eec\u662f\u901a\u8fc7 FLOPs \u5173\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-26d6b59bbc281be23a5003fef717d0c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-26d6b59bbc281be23a5003fef717d0c6.png\"><\/a>\u7684\u89e3\u6790\u5f0f\u6765\u5bfc\u51fa\u6700\u4f18\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-12263a2a7312072e00fc000fba70bd59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-12263a2a7312072e00fc000fba70bd59.png\"><\/a>\uff0c\u800c\u4e0d\u662f\u4f7f\u7528\u5177\u4f53\u7684\u5927\u91cf\u5b9e\u9a8c\u6570\u636e\u6765\u62df\u5408\u3002\u8fd9\u65f6\u5019\uff0c\u6211\u4eec\u9700\u8981\u4f7f\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0172cc0a2dacc37aa2d46431b4304ec9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0172cc0a2dacc37aa2d46431b4304ec9.png\"><\/a>\u6765\u4f30\u8ba1 D \u548c H \u7684\u5173\u7cfb\u3002\u9644\u5f55\u4e2d\u6211\u4eec\u53ef\u89c6\u5316\u4e86\u62df\u5408\u7ed3\u679c\uff0c\u5e76\u5c55\u793a\u4e86\u6211\u4eec\u7684\u8fd1\u4f3c\u65b9\u6cd5\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u5206\u8bcd\u5668\uff0c\u5e76\u4e14\u5bf9\u4e0d\u540c\u7684\u8bcd\u8868\u5927\u5c0f\u5177\u6709\u9c81\u68d2\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u5bf9\u8bcd\u8868\u5927\u5c0f\u975e\u654f\u611f\u7684\u635f\u5931<\/strong><\/section>\n<section><\/section>\n<p>\u8bed\u8a00\u6a21\u578b\u635f\u5931<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fbf8d40b259c6973fc43384604c72497.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fbf8d40b259c6973fc43384604c72497.png\"><\/a>\u6216\u8005\u5e38\u7528\u7684\u56f0\u60d1\u5ea6(perplexity)\u662f\u968f\u8bcd\u8868\u5927\u5c0f\u53d8\u5316\u800c\u53d8\u7684\uff0c\u56e0\u6b64\u5728\u6a21\u578b\u8bcd\u8868\u5927\u5c0f\u662f\u975e\u56fa\u5b9a\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u4e0d\u80fd\u76f4\u63a5\u5728\u6269\u5c55\u6cd5\u5219\u4e2d\u76f4\u63a5\u91c7\u6837\u8fd9\u4e2a\u635f\u5931\u6765\u5ea6\u91cf\u6a21\u578b\u3002\u4e3a\u4e86\u516c\u5e73\u5730\u8bc4\u4f30\u4e0d\u540c\u8bcd\u8868\u5927\u5c0f\u7684\u6a21\u578b\uff0c\u6211\u4eec\u91c7\u6837\u4e86\u4e00\u79cd\u5f52\u4e00\u5316\u635f\u5931\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-17dcb6dc8a4d52f1798684c509a7c13d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-17dcb6dc8a4d52f1798684c509a7c13d.png\"><\/a>\uff0c\u6765\u6d88\u51cf\u7531\u8bcd\u8868\u5927\u5c0f\u5bf9\u8bed\u8a00\u5efa\u6a21\u635f\u5931\u5e26\u6765\u7684\u5f71\u54cd\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-240cebe11cf42a06c6df4ff06861e72e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-240cebe11cf42a06c6df4ff06861e72e.png\"><\/a><\/p>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d5093afc9001ebff349a23792bd9fe34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d5093afc9001ebff349a23792bd9fe34.png\"><\/a>\u662f\u7ed9\u5b9a\u4e0a\u4e0b\u6587<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-724f78cb3b68d5354c278b37f131391a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-724f78cb3b68d5354c278b37f131391a.png\"><\/a>\u548c\u8bcd\u8868\u5927\u5c0fV\u7684\u6761\u4ef6\u4e0b\uff0c\u8bcd<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dfc977caaf8ee3db26e66163996bbfbe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dfc977caaf8ee3db26e66163996bbfbe.png\"><\/a>\u7684\u8f93\u51fa\u6982\u7387\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f228c2e172cef25c2eab179e6b4a7a81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f228c2e172cef25c2eab179e6b4a7a81.png\"><\/a>\u662f\u8bcd<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-406a4394560f490f9376f0137858a272.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-406a4394560f490f9376f0137858a272.png\"><\/a>\u5728\u5206\u8bcd\u4e4b\u540e\u7684\u8bed\u6599\u5e93\u4e2d\u7684\u51fa\u73b0\u9891\u7387\u3002<\/section>\n<section><\/section>\n<section>\u5907\u6ce8\uff1aBPC \uff08\u5e73\u5747\u6bcf\u5b57\u7684\u6bd4\u7279\u6570\uff09\u4e5f\u662f\u4e00\u4e2a\u503c\u5f97\u5c1d\u8bd5\u7684\u3001\u5bf9\u8bcd\u8868\u5927\u5c0f\u975e\u654f\u611f\u7684\u6307\u6807\uff0c\u672c\u6587\u8ba4\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d00993f771ee67393905e16b0c470fa6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d00993f771ee67393905e16b0c470fa6.png\"><\/a>\u548c BPC \u5206\u522b\u662f\u4ece\u8bcd\u5143\uff08token\uff09\u548c\u5b57\u7b26 (character) \u7684\u89d2\u5ea6\u5bf9\u8bed\u8a00\u5efa\u6a21\u635f\u5931\u8fdb\u884c\u5f52\u4e00\u5316\uff0c\u8fbe\u5230\u5bf9\u8bcd\u8868\u5927\u5c0f\u975e\u654f\u611f\u7684\u7279\u70b9\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 3 \u7ae0 \u5206\u6790\uff1a\u4e3a\u4ec0\u4e48\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u53d7\u8ba1\u7b97\u9650\u5236<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5206\u6790\u4e86\u968f\u7740\u8bcd\u8868\u5927\u5c0f\u7684\u589e\u957f\uff0c\u6a21\u578b\u6027\u80fd\u5148\u662f\u63d0\u9ad8\u7136\u540e\u964d\u4f4e\u7684\u539f\u56e0\u3002\u8bcd\u8868\u5927\u5c0f\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-af08576c967912e9aac8618a1856e689.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-af08576c967912e9aac8618a1856e689.png\"><\/a>\u5bf9\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u7684\u5f71\u54cd\uff1a<\/section>\n<section><\/section>\n<section>\u8f83\u5c0f\u7684 V\uff1a\u589e\u52a0\u8bcd\u8868\u5927\u5c0f\u53ef\u4ee5\u63d0\u9ad8\u6807\u8bb0\u5316\u5206\u8bcd\u7684\u6548\u7387\uff0c\u4e5f\u5c31\u662f\u7528\u66f4\u77ed\u7684\u8bcd\u5143\u53bb\u8868\u793a\u6587\u672c\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u8f83\u5927\u7684 V\uff1a\u9010\u6e10\u589e\u52a0\u8bcd\u8868\u5927\u5c0f\u7684\u65f6\u5019\uff0c\u5206\u8bcd\u6548\u7387\u63d0\u9ad8\u7684\u6536\u76ca\u4f1a\u9010\u6e10\u51cf\u5c11\uff0c\u4e14\u53ef\u80fd\u5bfc\u81f4\u8bcd\u8868\u6709\u5173\u53c2\u6570\u7684\u6b20\u62df\u5408\uff0c\u7279\u522b\u662f\u9488\u5bf9\u4f4e\u9891\u8bcd\u7684\u8bcd\u8868\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u8fdb\u4e00\u6b65\u5730\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u5728\u56fa\u5b9a FLOP \u9884\u7b97\u4e0b\uff0c\u8bcd\u8868\u5982\u4f55\u5f71\u54cd\u635f\u5931\uff0c\u5e76\u53d1\u73b0\u5bf9\u4e8e\u6bcf\u4e2a FLOPs \u9884\u7b97\uff0c\u5b58\u5728\u4e00\u4e2a\u4f7f\u635f\u5931\u6700\u5c0f\u5316\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-44bb80fe98c26860fe100e2c194ed426.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-44bb80fe98c26860fe100e2c194ed426.png\"><\/a><\/p>\n<section>\u56fe\u4e0a\u662f\u5728\u4e0d\u540c FLOP \u9884\u7b97\u4e0b\uff0c\u4e0d\u540c\u8bcd\u8868\u5927\u5c0f\u7684\u635f\u5931\u66f2\u7ebf\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u9884\u7b97\uff0c\u90fd\u5b58\u5728\u4e00\u4e2a\u6700\u5c0f\u5316\u635f\u5931\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u3002\u5e76\u4e14\u968f\u7740 FLOPs \u9884\u7b97\u7684\u589e\u52a0\uff0c\u8fd9\u4e2a\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u4e5f\u4f1a\u589e\u52a0\uff08\u5411\u53f3\u79fb\u52a8\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 4 \u7ae0\uff1a\u4f30\u8ba1\u6a21\u578b\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u7b2c 4 \u7ae0\u4e2d\uff0c\u8bba\u6587\u63cf\u8ff0\u4e86\u4e09\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u4f30\u8ba1\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u3002\u8fd9\u4e09\u79cd\u65b9\u6cd5\u5305\u62ec\uff1a\u901a\u8fc7 IsoFLOPs \u4f30\u8ba1\u5e42\u5f8b\u3001\u57fa\u4e8e\u5bfc\u6570\u7684\u5feb\u901f\u4f30\u8ba1\u548c\u635f\u5931\u516c\u5f0f\u7684\u53c2\u6570\u62df\u5408\u3002\u6bcf\u4e00\u79cd\u65b9\u6cd5\u90fd\u65e8\u5728\u9884\u6d4b\u5728\u7ed9\u5b9a\u8ba1\u7b97\u9884\u7b97\u4e0b\uff0c\u6700\u4f18\u7684\u8bcd\u8868\u5927\u5c0f\u5e94\u8be5\u662f\u591a\u5c11\u3002\u4e0d\u5931\u4e00\u822c\u6027\u7684\uff0c\u6211\u4eec\u5efa\u7acb\u4e86\u8bcd\u8868\u5927\u5c0f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-48ca49914990cd3f44fb03f3ede04798.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-48ca49914990cd3f44fb03f3ede04798.png\"><\/a>\u548c\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef7341a7e573825bacf93b0ddb921043.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef7341a7e573825bacf93b0ddb921043.png\"><\/a>\u7684\u5173\u7cfb\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-da02eceed51e5606d237a2eb74b80f8e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-da02eceed51e5606d237a2eb74b80f8e.png\"><\/a>\uff0c \u5176\u4e2d d \u662f\u8bcd\u8868\u5f81\u7684\u7ef4\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>4.1 \u65b9\u6cd5 1\uff1a\u901a\u8fc7 IsoFLOPs \u4f30\u8ba1<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u4fdd\u6301 FLOPs \u4e0d\u53d8\uff0c\u53d8\u5316\u8bcd\u8868\u914d\u7f6e\uff0c\u6765\u63a2\u7d22\u8bcd\u8868\u5927\u5c0f\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u672c\u6587\u5b9a\u4e49\u4e86 6 \u7ec4\u6a21\u578b\uff0c\u6bcf\u7ec4\u7684\u975e\u8bcd\u8868\u53c2\u6570\uff08\u6a21\u578b\u603b\u53c2\u6570 &#8211; \u8bcd\u8868\u53c2\u6570\uff09<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa946d638e7d6cc164467c73d6120c7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa946d638e7d6cc164467c73d6120c7c.png\"><\/a>\u4ece 33M \u5230 1.13B \u4e0d\u7b49\u3002\u5728\u6bcf\u7ec4\u4e2d\uff0c\u53ea\u6539\u53d8\u8bcd\u8868\u5927\u5c0f V\uff0c\u4ece 4K \u5230 96K \u9009\u62e9\u4e86 10 \u79cd\u5927\u5c0f\u7684\u8bcd\u8868\uff0c\u5e76\u5728\u76f8\u540c\u7684 FLOPs \u9884\u7b97\u4e0b\u8bc4\u4f30\u4e0d\u540c\u7684\u6a21\u578b\u3002\u6a21\u578b\u67b6\u6784\u9075\u5faa Llama \u6a21\u578b\u7684\u8bbe\u8ba1\uff0c\u8bad\u7ec3\u6570\u636e\u96c6\u4e3a SlimPajama\uff0c\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u6587\u672c\u6e05\u7406\u548c\u53bb\u91cd\u6570\u636e\u96c6\uff0c\u91c7\u7528\u4e86 bfloat16 \u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u3002\u672c\u6587\u9009\u62e9\u4e86\u6bcf\u4e2a FLOPs \u9884\u7b97\u4e0b\u5f52\u4e00\u5316\u635f\u5931\u6700\u5c0f\u7684\u6570\u636e\u70b9\uff0c\u66f2\u7ebf\u5982\u56fe\u6240\u793a\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-37c3f9e08eccbf2f2791fc7be944deb6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-37c3f9e08eccbf2f2791fc7be944deb6.png\"><\/a><\/p>\n<section>\u6211\u4eec\u53d1\u73b0\u4e86\u975e\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4b6c7b4cd3274cd277eba52db9a44e1e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4b6c7b4cd3274cd277eba52db9a44e1e.png\"><\/a>\u3001\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-edfca5b418ef1bbb2a26cd0307b86a52.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-edfca5b418ef1bbb2a26cd0307b86a52.png\"><\/a>\u548c\u8bad\u7ec3\u5b57\u7b26\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ac764b908a1d3b07dc39c7660b83e120.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ac764b908a1d3b07dc39c7660b83e120.png\"><\/a>\u4e0e FLOPs \u9884\u7b97<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-520129ebdabe35d1b48a315d6800835d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-520129ebdabe35d1b48a315d6800835d.png\"><\/a>\u4e4b\u95f4\u7684\u5173\u7cfb\u53ef\u4ee5\u7528\u5e42\u5f8b\u8868\u793a\u3002\u57fa\u4e8e\u4ee5\u524d\u7684\u7814\u7a76 [1]\uff0c\u6570\u636e\u91cf\u548c\u6a21\u578b\u53c2\u6570\u5728\u6700\u4f18\u7684\u7b97\u529b\u5206\u914d\u4e0b\u5e94\u8be5\u540c\u6bd4\u4f8b\u7684\u653e\u7f29\uff0c\u6211\u4eec\u5728\u62df\u5408\u8fc7\u7a0b\u4e2d\uff0c\u52a0\u5165\u4e86\u5047\u8bbe\uff1a\u5bf9\u4e8e\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c71200f7c9da82af014e77e9647c9689.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c71200f7c9da82af014e77e9647c9689.png\"><\/a>\u548c\u8bad\u7ec3\u5b57\u7b26\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-50221e44d00ce5d60ee2a28f2d60a22f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-50221e44d00ce5d60ee2a28f2d60a22f.png\"><\/a>\uff0c \u90fd\u548c FLOPs \u4fdd\u6301\u540c\u6837\u7684\u653e\u7f29\u6bd4\u4f8b\u3002\u901a\u8fc7\u62df\u5408\uff0c\u672c\u6587\u5f97\u5230\u4e86\u4ee5\u4e0b\u5e42\u5f8b\u5173\u7cfb\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7323287205629339f068d33af90b5a59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7323287205629339f068d33af90b5a59.png\"><\/a><\/p>\n<section>\u4ece\u62df\u5408\u7ed3\u679c\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>LLMs \u5bf9\u6570\u636e\u9700\u6c42\u91cf\u5927\u3002\u4e0e\u975e\u8bcd\u8868\u53c2\u6570\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-81c64341da9b55b8db1f2bc69d97193d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-81c64341da9b55b8db1f2bc69d97193d.png\"><\/a>\u76f8\u6bd4\uff0c\u4ece\u4e1a\u8005\u5e94\u5206\u914d\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\u7528\u4e8e\u8bad\u7ec3\u6570\u636e\u00a0<\/section>\n<\/li>\n<li>\n<section>\u8bcd\u8868\u53c2\u6570\u4e0e FLOPs \u5448\u5e42\u5f8b\u5173\u7cfb\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ebd857fd41832ff1ce704fbda814eaf0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ebd857fd41832ff1ce704fbda814eaf0.png\"><\/a>\uff09\u3002\u968f\u7740\u6a21\u578b\u8ba1\u7b97\u91cf\u7684\u589e\u52a0\uff0c\u66f4\u5927\u7684\u8bcd\u8868\u5927\u5c0f\u589e\u5f3a\u4e86\u6a21\u578b\u7406\u89e3\u66f4\u591a\u6837\u5316\u6587\u672c\u7684\u80fd\u529b\uff0c\u56e0\u6b64\u8bcd\u8868\u5927\u5c0f\u5bf9\u6a21\u578b\u6269\u5c55\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<\/li>\n<li>\n<section>\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4413063f6047f3a2e44c16fbef83ff81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4413063f6047f3a2e44c16fbef83ff81.png\"><\/a>\u5e94\u6bd4\u975e\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-45b20c681193fddec73a19742d145e25.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-45b20c681193fddec73a19742d145e25.png\"><\/a>\u589e\u957f\u5f97\u66f4\u6162\u3002\u8fd9\u79cd\u5dee\u5f02\u53ef\u4ee5\u4ece\u5b83\u4eec\u7684\u5e42\u5f8b\u6307\u6570\u4e2d\u770b\u51fa\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a9a908b0050f9a3a780b00c1de2ea199.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a9a908b0050f9a3a780b00c1de2ea199.png\"><\/a>\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>4.2 \u65b9\u6cd5 2\uff1a\u57fa\u4e8e\u5bfc\u6570\u7684\u5feb\u901f\u4f30\u8ba1<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u8ba1\u7b97 FLOPs \u76f8\u5bf9\u4e8e\u8bcd\u8868\u5927\u5c0f\u7684\u5bfc\u6570\uff0c\u5e76\u627e\u5230\u96f6\u70b9\u89e3\uff0c\u6765\u4f30\u8ba1\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u3002\u6839\u636e\u524d\u4eba\u7684\u7814\u7a76\uff0ctransformer \u67b6\u6784\u7684\u8bad\u7ec3 FLOPs \u53ef\u4ee5\u8fd1\u4f3c\u8868\u793a\u4e3a\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fa880e7f553e267ec6f66f450d931b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fa880e7f553e267ec6f66f450d931b2.png\"><\/a><\/p>\n<section>\u901a\u8fc7\u5bf9 V \u6c42\u5bfc\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u5230\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-12f56659b40b4424f9dc78ca177abe63.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-12f56659b40b4424f9dc78ca177abe63.png\"><\/a><\/p>\n<section>\u901a\u8fc7\u8bbe\u7f6e\u5bfc\u6570\u7b49\u4e8e 0\uff0c\u6211\u4eec\u53ef\u4ee5\u6c42\u89e3\u6700\u4f18\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-86396b95005bf0e7ff4433a21620447f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-86396b95005bf0e7ff4433a21620447f.png\"><\/a>\uff0c\u4e5f\u5c31\u662f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a0a33413e504a409a0edd42257b748af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a0a33413e504a409a0edd42257b748af.png\"><\/a>\u3002\u8fd9\u4e2a\u65b9\u7a0b\u7684\u89e3\u5c06\u7ed9\u51fa\u5728\u7ed9\u5b9a\u7684 FLOPs \u9884\u7b97\u4e0b\uff0c\u80fd\u591f\u4f7f FLOPs \u6700\u5c0f\u5316\u7684\u8bcd\u8868\u5927\u5c0f\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u4e0d\u9700\u8981\u5927\u91cf\u7684\u5b9e\u9a8c\u6570\u636e\uff0c\u800c\u662f\u901a\u8fc7\u6570\u5b66\u63a8\u5bfc\u548c\u6570\u503c\u65b9\u6cd5\u6765\u5feb\u901f\u4f30\u8ba1\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u3002\u8fd9\u5bf9\u4e8e\u521d\u6b65\u6a21\u578b\u8bbe\u8ba1\u548c\u5feb\u901f\u8fed\u4ee3\u975e\u5e38\u6709\u7528\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5177\u4f53\u7684\u4f7f\u7528\u8fc7\u7a0b\uff0c\u6211\u4eec\u662f\u901a\u8fc7\u5bfc\u6570\u5f97\u5230\u7684\u6700\u4f18\u7684\u8bcd\u8868\u53c2\u6570\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aee9c441d6245ebcb34ff13b3f41c47b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aee9c441d6245ebcb34ff13b3f41c47b.png\"><\/a>\u548c\u975e\u8bcd\u8868\u53c2\u6570\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d1d9b66353733a1bcd417f4306032330.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d1d9b66353733a1bcd417f4306032330.png\"><\/a>\u62df\u5408\u51fa\u4e86\u4e00\u4e2a\u7b26\u5408\u5e42\u5f8b\u53c2\u6570\uff0c\u4e5f\u5c31\u662f\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4e41cc7984aafee9fc98cd09dbaf7ba4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4e41cc7984aafee9fc98cd09dbaf7ba4.png\"><\/a>\u4e2d\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8bb4100e3c971081e8a2e2168247fada.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8bb4100e3c971081e8a2e2168247fada.png\"><\/a>\uff0c \u4ece\u901a\u8fc7\u4e00\u7ec4\u8f7b\u91cf\u5316\u5c0f\u6a21\u578b\u7684\u5b9e\u9a8c\u6570\u636e\u70b9\u627e\u51fa\u4e00\u7ec4\u6ee1\u8db3\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-22b91538fa963278dfced27c8a33860d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-22b91538fa963278dfced27c8a33860d.png\"><\/a>\u548c\u6700\u4f18\u7684\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-af93b052a99c398fadd358e0f5fdd96a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-af93b052a99c398fadd358e0f5fdd96a.png\"><\/a>\u4f5c\u4e3a\u521d\u59cb\u70b9\uff0c\u7ed3\u5408<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f53c2cdfdc5076e99098fec483b8070f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f53c2cdfdc5076e99098fec483b8070f.png\"><\/a>\uff0c\u53bb\u9884\u6d4b\u4efb\u610f\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c0588612b00897eb16204d0fdda58ab4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c0588612b00897eb16204d0fdda58ab4.png\"><\/a>\u60c5\u51b5\u4e0b\u7684\u6700\u4f18\u8bcd\u8868\u53c2\u6570\uff0c\u8be6\u89c1\u539f\u6587\u3002<\/section>\n<section><\/section>\n<section><strong>4.3 \u65b9\u6cd5 3\uff1a\u635f\u5931\u516c\u5f0f\u7684\u53c2\u6570\u62df\u5408<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\u76f4\u63a5\u9884\u6d4b\u7ed9\u5b9a\u975e\u8bcd\u8868\u53c2\u6570\u3001\u8bcd\u8868\u53c2\u6570\u548c\u8bad\u7ec3\u5b57\u7b26\u6570\u91cf\u7684\u635f\u5931\uff0c\u7136\u540e\u901a\u8fc7\u627e\u5230\u635f\u5931\u76f8\u5bf9\u4e8e\u8bcd\u8868\u7684\u6700\u5c0f\u70b9\u6765\u9884\u6d4b\u6700\u4f18\u8bcd\u8868\u914d\u7f6e\u3002\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u4f9d\u8d56\u4e8e\u8bcd\u8868\u5927\u5c0f\u7684\u635f\u5931\u51fd\u6570\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3223b18efccdfebc2ba823facd1ec6f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3223b18efccdfebc2ba823facd1ec6f3.png\"><\/a><\/p>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e184ff50ac9fbfdab5cf7845e4fefc0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e184ff50ac9fbfdab5cf7845e4fefc0e.png\"><\/a>\u662f\u53ef\u5b66\u4e60\u7684\u53c2\u6570\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u6536\u96c6\u4e0d\u540c\u975e\u8bcd\u8868\u53c2\u6570\u3001\u8bcd\u8868\u5927\u5c0f\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u7684\u5b9e\u9a8c\u70b9\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u70b9\u6765\u62df\u5408\u4e0a\u8ff0\u635f\u5931\u51fd\u6570\u7684\u53c2\u6570\uff0c\u6211\u4eec\u62df\u5408\u51fa\u8fd9\u4e2a\u6709<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3eca1bfca31e51d6c6fdad4266d572bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3eca1bfca31e51d6c6fdad4266d572bd.png\"><\/a>\u6709\u5173\u7684\u635f\u5931\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b114dd484c8e038ce447f353733e347a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b114dd484c8e038ce447f353733e347a.png\"><\/a>\uff0c\u4ece\u800c\u53ef\u4ee5\u901a\u8fc7\u5bf9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9992d7f59c2126b5e0a831b410ec2eb0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9992d7f59c2126b5e0a831b410ec2eb0.png\"><\/a>\u5173\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8b56a0f248b8fc0478306da327f38ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8b56a0f248b8fc0478306da327f38ba.png\"><\/a>\u6c42\u5bfc\u7684\u65b9\u5f0f\uff0c\u627e\u5230\u6700\u4f18\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8c94b3948ded5310a72d2bf6a873a58b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8c94b3948ded5310a72d2bf6a873a58b.png\"><\/a>\u3002\u8fd9\u4e2a\u65b9\u6cd5\u7684\u597d\u5904\u5728\u4e8e\uff0c\u5b83\u53ef\u4ee5\u7ed9\u51fa\u4efb\u610f\u7684\u975e\u8bcd\u8868\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-557bb3cd8bc57da0db30bc31e266351b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-557bb3cd8bc57da0db30bc31e266351b.png\"><\/a>\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e92fe53ff96973c959d3de581bbb5550.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e92fe53ff96973c959d3de581bbb5550.png\"><\/a>\u7684\u7ec4\u5408\u60c5\u51b5\u4e0b\u7684\u5c40\u90e8\u6700\u4f18\u7684\u8bcd\u8868\u5927\u5c0f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dbfa82d2ef239dadedf0bd75c323ad0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dbfa82d2ef239dadedf0bd75c323ad0d.png\"><\/a>\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b81103e18c130169cdadb9411409b303.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b81103e18c130169cdadb9411409b303.png\"><\/a>\u7b49\u6bd4\u4f8b\u653e\u7f29\u60c5\u51b5\u4e0b\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 5 \u7ae0 \u8fdb\u4e00\u6b65\u8ba8\u8bba<\/strong><\/section>\n<section><\/section>\n<section><strong>5.1 \u9884\u6d4b\u8bed\u8a00\u6a21\u578b\u7684\u7406\u60f3\u8bcd\u8868\u5927\u5c0f<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u4e00\u8282\u4e2d\uff0c\u672c\u6587\u62a5\u544a\u4e86\u57fa\u4e8e\u4e09\u79cd\u65b9\u6cd5\u9884\u6d4b\u7684\u6700\u4f18\u8bcd\u8868\u53c2\u6570\u548c\u5927\u5c0f\uff0c\u9075\u4ece\u4ee5\u524d\u7684\u5173\u4e8e scaling laws \u4e2d\u6570\u636e\u91cf\u548c\u6a21\u578b\u53c2\u6570\u7684\u7b97\u529b\u5206\u914d\u6709\u5173\u5de5\u4f5c [1]\uff0c\u8bad\u7ec3\u6570\u636e\u7684\u91cf\u4e0e\u975e\u8bcd\u8868\u53c2\u6570\u7b49\u6bd4\u4f8b\u5730\u968f FLOPs \u9884\u7b97\u7f29\u653e\u3002 \u00a0<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-639ccd8a81761f896da51145eb30d124.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-639ccd8a81761f896da51145eb30d124.png\"><\/a><\/p>\n<section>\u6211\u4eec\u62a5\u544a\u4e86\u5728\u7ed9\u5b9a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-85fae5e6b67366ed3b7ab978b3c6be78.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-85fae5e6b67366ed3b7ab978b3c6be78.png\"><\/a>\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u63d0\u51fa\u7684\u4e09\u79cd\u65b9\u6cd5\u9884\u6d4b\u7684\u6700\u4f18\u8bcd\u8868\u53c2\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-df55d2717e732973d34b89b8b2afe833.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-df55d2717e732973d34b89b8b2afe833.png\"><\/a>\u548c\u8bcd\u8868\u5927\u5c0f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9e83603f5226b18baa8f53d15d61bd89.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9e83603f5226b18baa8f53d15d61bd89.png\"><\/a>\u3002\u6211\u4eec\u5047\u8bbe\u8bad\u7ec3 FLOPs \u88ab\u6700\u4f18\u5206\u914d\uff0c\u5373\u975e\u8bcd\u8868\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u6309\u76f8\u540c\u6bd4\u4f8b\u6269\u5c55\u3002\u7ed3\u679c\u5206\u6790\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9884\u6d4b\u7ed3\u679c\u663e\u793a\uff0c\u968f\u7740\u975e\u8bcd\u8868\u53c2\u6570\u7684\u589e\u52a0\uff0c\u6700\u4f18\u7684\u8bcd\u8868\u53c2\u6570\u548c\u8bcd\u8868\u5927\u5c0f\u4e5f\u968f\u4e4b\u589e\u52a0\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fd9\u8868\u660e\u5bf9\u4e8e\u66f4\u5927\u7684\u6a21\u578b\uff0c\u66f4\u5927\u7684\u8bcd\u8868\u662f\u5fc5\u8981\u7684\uff0c\u4ee5\u5145\u5206\u5229\u7528\u6a21\u578b\u7684\u5bb9\u91cf\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e3b\u6d41 LLMs \u901a\u5e38\u5206\u914d\u7ed9\u8bcd\u8868\u53c2\u6570\u504f\u5c11\u3002\u7136\u800c\uff0c\u5b66\u754c\u548c\u5de5\u4e1a\u754c\u5df2\u7ecf\u5f00\u59cb\u8f6c\u5411\u66f4\u5927\u7684\u8bcd\u8868\u5927\u5c0f\u3002\u4f8b\u5982 Llama3 \u7684\u8bcd\u8868\u5927\u5c0f\u4ece Llama2 \u7684 32K \u589e\u52a0\u5230 128K\u3002\u7136\u800c\uff0c\u6269\u5c55\u6570\u636e\u4ecd\u7136\u662f\u6700\u5173\u952e\u7684\u90e8\u5206\uff0c\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u95ee\u9898\u5e94\u6210\u4e3a\u672a\u6765\u5de5\u4f5c\u7684\u91cd\u70b9\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-011203216e289f6c38c5fed8b5d2f76a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-011203216e289f6c38c5fed8b5d2f76a.png\"><\/a><\/p>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e9b\u9884\u6d4b\uff0c\u672c\u6587\u5728 3B \u53c2\u6570\u7684\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u4e0d\u540c\u7684 FLOPs \u9884\u7b97\u4e0b\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u5b9e\u9a8c\u4e2d\uff0c\u672c\u6587\u6bd4\u8f83\u4e86\u4f7f\u7528\u5e38\u89c4\u8bcd\u8868\u5927\u5c0f\uff08\u4f8b\u5982 32K\uff09\u4e0e\u4f7f\u7528\u9884\u6d4b\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u7684\u6a21\u578b\u6027\u80fd\u3002\u6027\u80fd\u901a\u8fc7\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\u8fdb\u884c\u8bc4\u4f30\uff0c\u5305\u62ec ARC-Challenge\u3001Hellaswag \u7b49\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4f7f\u7528\u9884\u6d4b\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u7684\u6a21\u578b\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u4e00\u81f4\u5730\u4f18\u4e8e\u4f7f\u7528\u5e38\u89c4\u8bcd\u8868\u5927\u5c0f\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>5.2 \u8bad\u7ec3\u6570\u636e\u91cf\u5bf9\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u7684\u5f71\u54cd<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1281cd0011dd0f780c499de5b2f6bbd2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1281cd0011dd0f780c499de5b2f6bbd2.png\"><\/a><\/p>\n<section>\u6211\u4eec\u4e4b\u524d\u7684\u5b9e\u9a8c\u4e3b\u8981\u96c6\u4e2d\u5728\u8bad\u7ec3\u8ba1\u7b97\u9884\u7b97\u4e3a\u4e3b\u8981\u7ea6\u675f\u6761\u4ef6\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5bfb\u6c42\u5c06\u5176\u6700\u4f18\u5206\u914d\u7ed9\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u662f\u6269\u5c55\u89c4\u5f8b\u7814\u7a76\u4e2d\u7684\u5178\u578b\u8bbe\u7f6e\u3002\u7136\u800c\uff0c\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u7ecf\u5e38\u9762\u4e34\u6570\u636e\u7a00\u7f3a\u6216\u8005\u6570\u636e\u76f8\u5bf9\u4e8e\u6a21\u578b\u5927\u5c0f\u8fc7\u91cf\u7684\u60c5\u51b5\uff0c\u8feb\u4f7f\u6211\u4eec\u8fdb\u884c\u7b97\u529b\u6b21\u4f18\u5206\u914d\u65f6\u5019\u7684\u8bad\u7ec3\u3002\u4e3a\u4e86\u9a8c\u8bc1\u6211\u4eec\u7684\u65b9\u6cd5 3 \u80fd\u591f\u5904\u7406\u8fd9\u4e9b\u5b9e\u9645\u573a\u666f\u4e2d\u7531\u4e8e\u8bad\u7ec3\u6570\u636e\u91cf\u53d8\u5316\u5bf9\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u7684\u5f71\u54cd\uff0c\u6211\u4eec\u5c06\u8bcd\u8868\u5927\u5c0f\u4e3a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-38e1b21b3784c9c26720668392313717.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-38e1b21b3784c9c26720668392313717.png\"><\/a>\u7684\u6a21\u578b\u4e0e\u65b9\u6cd5 3 \u9884\u6d4b\u7684\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6cb51bb4dc89861dbd316f32b69f38fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6cb51bb4dc89861dbd316f32b69f38fc.png\"><\/a>\u7684\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u5982\u8868\u6240\u793a\uff0c\u6211\u4eec\u7684\u9884\u6d4b\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u6709\u6548\u8c03\u6574\u8bcd\u8868\u5927\u5c0f\uff0c\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 6 \u7ae0 \u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8bcd\u8868\u5927\u5c0f\u5bf9\u8bed\u8a00\u6a21\u578b\u6027\u80fd\u6709\u663e\u8457\u5f71\u54cd\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u8ba1\u7b97\u9884\u7b97\uff0c\u5b58\u5728\u4e00\u4e2a\u6700\u4f18\u7684\u8bcd\u8868\u5927\u5c0f\uff0c\u80fd\u591f\u6700\u5927\u5316\u6a21\u578b\u6027\u80fd\u3002\u8bcd\u8868\u5927\u5c0f\u662f\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\u3002\u66f4\u5927\u7684\u6a21\u578b\u53d7\u76ca\u4e8e\u66f4\u5927\u7684\u8bcd\u8868\uff0c\u56e0\u4e3a\u5b83\u4eec\u9700\u8981\u66f4\u4e30\u5bcc\u7684\u8bcd\u8868\u6765\u8868\u8fbe\u66f4\u590d\u6742\u7684\u8bed\u8a00\u6a21\u5f0f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8bcd\u8868\u53c2\u6570\u5e94\u8be5\u6bd4\u975e\u8bcd\u8868\u53c2\u6570\u589e\u957f\u5f97\u6162\uff0c\u4f46\u4ecd\u7136\u5bf9\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8bba\u6587\u63d0\u51fa\u4e86\u4e09\u79cd\u65b9\u6cd5\u6765\u9884\u6d4b\u6700\u4f18\u8bcd\u8868\u5927\u5c0f\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u90fd\u57fa\u4e8e\u8ba1\u7b97\u9884\u7b97\u548c\u6a21\u578b\u6027\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8bba\u6587\u5f3a\u8c03\u4e86\u5728\u8bbe\u8ba1\u548c\u8bad\u7ec3 LLMs \u65f6\uff0c\u9700\u8981\u7efc\u5408\u8003\u8651\u6a21\u578b\u53c2\u6570\u3001\u8bad\u7ec3\u6570\u636e\u548c\u8bcd\u8868\u5927\u5c0f\u3002\u672c\u6587\u5efa\u8bae\u5728\u5206\u914d\u8ba1\u7b97\u8d44\u6e90\u65f6\uff0c\u5e94\u8be5\u8003\u8651\u5230\u8bcd\u8868\u5927\u5c0f\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u5f15\u7528<\/sup><\/em><\/section>\n<section><em><sup>[1] Jordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Elena Buchatskaya, Trevor Cai, Eliza Rutherford, Diego de Las Casas, Lisa Anne Hendricks, Johannes Welbl, Aidan Clark, et al. 2022. Training compute-optimal large language models. arXiv preprint arXiv:2203.15556.<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-11-2\" target=\"_blank\">NeurIPS 2024 | \u5927\u6a21\u578b\u7684\u8bcd\u8868\u5927\u5c0f\uff0c\u540c\u6837\u9002\u7528\u4e8eScaling Law<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68,55],"class_list":["post-36028","post","type-post","status-publish","format-standard","hentry","category-news","tag-68","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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