{"id":35440,"date":"2024-12-25T07:00:06","date_gmt":"2024-12-24T23:00:06","guid":{"rendered":"https:\/\/17aitech.com\/?p=35440"},"modified":"2024-12-25T07:00:06","modified_gmt":"2024-12-24T23:00:06","slug":"%e7%ac%ac%e4%b8%80%e4%b8%aa100%e5%bc%80%e6%ba%90%e7%9a%84moe%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c7b%e7%9a%84%e5%8f%82%e6%95%b0%ef%bc%8c1b%e7%9a%84%e6%8e%a8%e7%90%86%e6%88%90%e6%9c%ac","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35440","title":{"rendered":"\u7b2c\u4e00\u4e2a100%\u5f00\u6e90\u7684MoE\u5927\u6a21\u578b\uff0c7B\u7684\u53c2\u6570\uff0c1B\u7684\u63a8\u7406\u6210\u672c"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-05-2\" target=\"_blank\">\u7b2c\u4e00\u4e2a100%\u5f00\u6e90\u7684MoE\u5927\u6a21\u578b\uff0c7B\u7684\u53c2\u6570\uff0c1B\u7684\u63a8\u7406\u6210\u672c<\/a><\/p>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"33\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u8bad\u7ec3\u4ee3\u7801\u3001\u4e2d\u95f4 checkpoint\u3001\u8bad\u7ec3\u65e5\u5fd7\u548c\u8bad\u7ec3\u6570\u636e\u90fd\u5df2\u7ecf\u5f00\u6e90\u3002<\/p>\n<\/section>\n<\/blockquote>\n<p>\u5c3d\u7ba1\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark> (LM) \u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\uff0c\u4f46\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u65b9\u9762\uff0c\u6027\u80fd\u548c\u6210\u672c\u4e4b\u95f4\u4ecd\u7136\u9700\u8981\u6743\u8861\u3002<\/p>\n<\/section>\n<p>\u5bf9\u4e8e\u8bb8\u591a\u5b66\u8005\u548c\u5f00\u53d1\u4eba\u5458\u6765\u8bf4\uff0c\u9ad8\u6027\u80fd\u7684 LM \u662f\u65e0\u6cd5\u8bbf\u95ee\u7684\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u6784\u5efa\u548c\u90e8\u7f72\u6210\u672c\u8fc7\u9ad8\u3002\u6539\u5584\u6210\u672c &#8211; \u6027\u80fd\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528\u7a00\u758f\u6fc0\u6d3b\u6df7\u5408\u4e13\u5bb6 (MoE)\u3002MoE \u5728\u6bcf\u4e00\u5c42\u90fd\u6709\u51e0\u4e2a\u4e13\u5bb6\uff0c\u6bcf\u6b21\u53ea\u6fc0\u6d3b\u5176\u4e2d\u7684\u4e00\u4e2a\u5b50\u96c6\uff08\u53c2\u89c1\u56fe 2\uff09\u3002\u8fd9\u4f7f\u5f97 MoE \u6bd4\u5177\u6709\u76f8\u4f3c<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u7684\u5bc6\u96c6\u6a21\u578b\u66f4\u6709\u6548\uff0c\u56e0\u4e3a\u5bc6\u96c6\u6a21\u578b\u4e3a\u6bcf\u4e2a\u8f93\u5165\u6fc0\u6d3b\u6240\u6709<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6985298ea7332e5d46b41c835e64196b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6985298ea7332e5d46b41c835e64196b.png\"><\/a><\/p>\n<p>\u51fa\u4e8e\u8fd9\u4e2a\u539f\u56e0\uff0c\u884c\u4e1a\u524d\u6cbf\u6a21\u578b\u5305\u62ec Gemini-1.5\u3001 GPT-4 \u7b49\u5728\u5185\u7684\u6a21\u578b\u90fd\u4f7f\u7528\u4e86 MoE\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5927\u591a\u6570 MoE \u6a21\u578b\u90fd\u662f\u95ed\u6e90\u7684\uff0c\u867d\u7136\u6709\u4e9b\u6a21\u578b\u516c\u5f00\u53d1\u5e03\u4e86\u6a21\u578b<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u4f46\u6709\u5173\u8bad\u7ec3\u6570\u636e\u3001\u4ee3\u7801\u7b49\u7684\u4fe1\u606f\u5374\u5f88\u6709\u9650\uff0c\u751a\u81f3\u6709\u4e9b\u7814\u7a76\u6ca1\u6709\u63d0\u4f9b\u8fd9\u4e9b\u4fe1\u606f\u3002\u7531\u4e8e\u7f3a\u4e4f\u5f00\u653e\u8d44\u6e90\u548c\u5bf9\u7814\u7a76\u7ec6\u8282\u7684\u6df1\u5165\u63a2\u7d22\uff0c\u5728 MoE \u9886\u57df\u65e0\u6cd5\u6784\u5efa\u5177\u6709\u6210\u672c\u6548\u76ca\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u4ece\u800c\u63a5\u8fd1\u95ed\u6e90\u524d\u6cbf\u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6765\u81ea\u827e\u4f26<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7814\u7a76\u9662\u3001 Contextual AI \u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u5f15\u5165\u4e86 \u00a0OLMoE \uff0c\u8fd9\u662f\u4e00\u4e2a\u5b8c\u5168\u5f00\u6e90\u7684\u6df7\u5408\u4e13\u5bb6<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u5728\u7c7b\u4f3c\u5927\u5c0f\u7684\u6a21\u578b\u4e2d\u5177\u6709 SOTA \u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e5157d2a46df50341e7f6c6e91271f45.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e5157d2a46df50341e7f6c6e91271f45.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2409.02060<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aOLMoE: Open Mixture-of-Experts Language Models<\/p>\n<\/li>\n<\/ul>\n<p>\u7279\u522b\u7684\uff0c\u8be5\u7814\u7a76\u4f7f\u7528 5.1 \u4e07\u4ebf\u4e2a token \u9884\u8bad\u7ec3\u4e86 OLMoE-1B-7B \u6a21\u578b\uff0c\u8be5\u6a21\u578b\u603b\u5171\u62e5\u6709 69 \u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8f93\u5165 token \u53ea\u6fc0\u6d3b 13 \u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002\u00a0<\/p>\n<p>\u7ed3\u679c\u662f\u4e0e\u4f7f\u7528\u5177\u6709\u7ea6 1B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u5bc6\u96c6\u6a21\u578b\uff08\u4f8b\u5982 OLMo 1B \u6216 TinyLlama 1B \uff09\u5b9e\u73b0\u4e86\u7c7b\u4f3c\u7684\u63a8\u7406\u6210\u672c\uff0c\u53ea\u662f\u9700\u8981\u66f4\u591a\u7684 GPU \u5185\u5b58\u6765\u5b58\u50a8\u7ea6 7B \u7684\u603b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002\u5b9e\u9a8c\u8868\u660e\uff0cMoE \u7684\u8bad\u7ec3\u901f\u5ea6\u6bd4\u5177\u6709\u7b49\u6548\u6fc0\u6d3b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u5bc6\u96c6 LM \u5feb 2 \u500d\u5de6\u53f3\u3002<\/p>\n<p>\u5982\u56fe1 \u6240\u793a\uff0cOLMoE-1B-7B \u663e\u7740\u4f18\u4e8e\u6240\u6709\u5f00\u6e901B \u6a21\u578b\uff0c\u5e76\u4e14\u4e0e\u63a8\u7406\u6210\u672c\u548c\u5185\u5b58\u5b58\u50a8\u660e\u663e\u66f4\u9ad8\u7684\u5bc6\u96c6\u6a21\u578b\u76f8\u6bd4\u8868\u73b0\u51fa\u4e86\u7ade\u4e89\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5f5bcf1b4b004af72e411a138bbf64f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5f5bcf1b4b004af72e411a138bbf64f6.png\"><\/a><\/p>\n<p>\u901a\u8fc7\u6307\u4ee4\u548c\u504f\u597d\u8c03\u4f18\uff0c\u8be5\u7814\u7a76\u8fd8\u521b\u5efa\u4e86 OLMoE-1B-7B-INSTRUCT\uff0c\u5b83\u5728\u5e38\u89c1<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark> MMLU\u3001GSM8k\u3001HumanEval \u7b49\u4e0a\u8d85\u8d8a\u4e86\u5404\u79cd\u66f4\u5927\u7684\u6307\u4ee4\u6a21\u578b\uff0c\u5305\u62ec Llama2-13B-Chat \u3001OLMo-7B-Instruct (0724) \u548c DeepSeekMoE-16B\u3002<\/p>\n<p>\u53d7\u63a7\u5b9e\u9a8c\u5f3a\u8c03\u4e86 MoE\uff08\u89c1\u8868 1\uff09\u548c\u4e00\u822c LM \u7684\u5173\u952e\u8bbe\u8ba1\u9009\u62e9\u3002\u7ed3\u679c\u8868\u660e\u4f7f MoE \u6027\u80fd\u5353\u8d8a\u7684\u4e00\u4e2a\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56\u662f\u4f7f\u7528\u7ec6\u7c92\u5ea6\u8def\u7531\u548c\u7c92\u5ea6\u4e13\u5bb6\uff08granular experts\uff09\uff1a\u5728\u6bcf\u4e00\u5c42\u4f7f\u7528 64 \u4e2a\u5c0f\u4e13\u5bb6\uff0c\u5176\u4e2d 8 \u4e2a\u88ab\u6fc0\u6d3b\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u8def\u7531\u7b97\u6cd5\u7684\u9009\u62e9\u4e5f\u5f88\u91cd\u8981\uff1a\u8be5\u7814\u7a76\u53d1\u73b0\u65e0\u4e22\u5f03\uff08dropless\uff09\u57fa\u4e8e token \u7684\u8def\u7531\u4f18\u4e8e\u57fa\u4e8e\u4e13\u5bb6\u7684\u8def\u7531\u3002\u6700\u540e\uff0c\u8be5\u7814\u7a76\u5206\u6790\u4e86 OLMoE-1B-7B \u4e2d\u7684\u8def\u7531\u884c\u4e3a\uff0c\u53d1\u73b0\u8def\u7531\u5728\u9884\u8bad\u7ec3\u7684\u65e9\u671f\u5c31\u9971\u548c\u4e86\uff0c\u4e13\u5bb6\u5f88\u5c11\u88ab\u5171\u540c\u6fc0\u6d3b\uff0c\u5e76\u4e14\u4e13\u5bb6\u8868\u73b0\u51fa\u9886\u57df\u548c\u8bcd\u6c47\u7684\u4e13\u4e1a\u5316\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-552df9db0800c24e40b541e920b311f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-552df9db0800c24e40b541e920b311f5.png\"><\/a><\/p>\n<p>\u6700\u540e\uff0c\u4f5c\u8005\u5e0c\u671b\u8fd9\u4e2a\u5b8c\u5168\u5f00\u6e90\u7684 MoE \u80fd\u591f\u4fc3\u8fdb\u66f4\u591a\u7814\u7a76\u548c\u5206\u6790\uff0c\u4ece\u800c\u63d0\u9ad8\u5bf9\u8fd9\u4e9b\u6a21\u578b\u7684\u7406\u89e3\u3002\u8bad\u7ec3\u4ee3\u7801\u3001\u4e2d\u95f4\u68c0\u67e5\u70b9\uff08\u6bcf 5000 step \uff09\u3001\u8bad\u7ec3\u65e5\u5fd7\u548c\u8bad\u7ec3\u6570\u636e\u90fd\u5df2\u7ecf\u5f00\u6e90\u3002<\/p>\n<p>\u8bba\u6587\u4f5c\u8005 Niklas Muennighoff \u8868\u793a\uff1aOLMoE \u662f\u7b2c\u4e00\u4e2a 100% \u5f00\u6e90\u7684\u6df7\u5408\u4e13\u5bb6 LLM\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a6ad71033bdab4419d342c6898d2f13d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a6ad71033bdab4419d342c6898d2f13d.png\"><\/a><\/p>\n<p><strong>\u9884\u8bad\u7ec3\u4e0e\u81ea\u9002\u5e94<\/strong><\/p>\n<p><strong>\u9884\u8bad\u7ec3\u67b6\u6784<\/strong><\/p>\n<p>OLMoE \u662f\u7531 N_L \u4e2a transformer \u5c42\u7ec4\u6210\u7684<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u4ec5\u5305\u542b\u89e3\u7801\u5668\u3002\u5bf9\u4e8e OLMo \u8fd9\u6837\u7684\u5bc6\u96c6\u6a21\u578b\uff0c\u539f\u672c\u6a21\u578b\u4e2d\u5355\u4e00\u7684\u524d\u9988\u7f51\u7edc\u88ab N_E \u4e2a\u5c0f\u578b\u524d\u9988\u7f51\u7edc\uff08\u4e13\u5bb6\uff09\u7ec4\u6210\u7684\u6df7\u5408\u4e13\u5bb6\u7f51\u7edc\u6240\u66ff\u4ee3\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165 token x\uff0c\u53ea\u6709 k \u4e2a\u4e13\u5bb6\u4f1a\u88ab\u9009\u4e2d\u5e76\u88ab\u6fc0\u6d3b\uff0c\u8d1f\u8d23\u5904\u7406\u8fd9\u4e2a\u8f93\u5165\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-24bd2cef0e19db00d5558e20e19fad92.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-24bd2cef0e19db00d5558e20e19fad92.png\"><\/a><\/p>\n<p>\u5176\u4e2d\uff0c\u8def\u7531\u5668\uff08r\uff09\u662f\u4e00\u4e2a\u7ecf\u8fc7\u8bad\u7ec3\u7684\u7ebf\u6027\u5c42\uff0c\u5c06\u8f93\u5165\u7684\u539f\u59cb\u6570\u636e<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u5230\u88ab\u9009\u4e2d\u7684 k \u4e2a\u4e13\u5bb6\u4e0a\u3002\u5bf9\u8def\u7531\u5668\u7684\u8f93\u51fa\u5e94\u7528 softmax \u51fd\u6570\uff0c\u8ba1\u7b97 N_E \u4e2a\u4e13\u5bb6\u7684\u8def\u7531\u6982\u7387\u3002\u7136\u540e\uff0c\u6bcf\u4e2a\u88ab\u6307\u5b9a\u7684\u4e13\u5bb6 E_i \u5904\u7406\u8f93\u5165 x\uff0c\u5176\u8f93\u51fa\u4e58\u4ee5\u5176\u5404\u81ea\u7684\u8def\u7531\u6982\u7387\u3002\u518d\u5c06\u6240\u6709\u9009\u5b9a\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b88e703074872f64a3172236f1b0aa3b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b88e703074872f64a3172236f1b0aa3b.png\"><\/a>\u4e13\u5bb6\u7684\u7ed3\u679c\u76f8\u52a0\uff0c\u6784\u6210\u6a21\u578b\u5355\u4e2a\u5c42\u7684 MoE \u6a21\u5757\u8f93\u51fa\u3002<\/p>\n<p>MoE \u6a21\u578b\u7684\u8bad\u7ec3\u5f80\u5f80\u6d89\u53ca\u5bf9\u4e00\u4e2a\u5df2\u7ecf\u5b58\u5728\u7684\u5927\u578b\u5bc6\u96c6\u6a21\u578b\u8f6c\u6362\u6210\u4e00\u4e2a\u7a00\u758f\u6a21\u578b\uff0c\u4e5f\u5c31\u662f\u6240\u8c13\u7684\u300c\u7a00\u758f\u5347\u7ea7\u300d\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u6539\u53d8\u6a21\u578b\u7684\u8bad\u7ec3\u76ee\u6807\uff0c\u6bd4\u5982\u8c03\u6574 auxiliary load balancing \u4ee5\u53ca\u8def\u7531\u5668\u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u3002\u5177\u4f53\u7684\u65b9\u6cd5\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1d617b8855d30ad59d277c58ad005961.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1d617b8855d30ad59d277c58ad005961.png\"><\/a><\/p>\n<p>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u8bba\u6587\u4f5c\u8005\u4f7f\u7528\u4e86\u603b\u8ba1 69 \u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u4e2d\u7684 13 \u4ebf\u6d3b\u8dc3<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u6bcf\u5c42\u6709 64 \u4e2a\u4e13\u5bb6\uff0c\u5176\u4e2d\u6709 8 \u4e2a\u88ab\u6fc0\u6d3b\u3002\u4ed6\u4eec\u4f7f\u7528\u4e86\u4e00\u79cd\u540d\u4e3a\u300c\u65e0\u4e22\u5f03 token\u300d\u7684\u8def\u7531\u65b9\u6cd5\uff1a\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165 token\uff0c\u8def\u7531\u5668\u7f51\u7edc\u5c06\u5206\u914d 8 \u4e2a\u4e13\u5bb6\u6765\u5904\u7406\u5b83\u3002<\/p>\n<p>\u8bba\u6587\u4f5c\u8005\u5f15\u5165\u4e86\u4e24\u4e2a\u8f85\u52a9<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff1a\u8d1f\u8f7d\u5e73\u8861\u635f\u5931\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-50c7eb8d313596994357cee5c0de9e74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-50c7eb8d313596994357cee5c0de9e74.png\"><\/a>\uff09\u548c\u8def\u7531\u5668 z \u635f\u5931\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8efc5304ad60a0b185d1ac4391dbfe92.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8efc5304ad60a0b185d1ac4391dbfe92.png\"><\/a>\uff09\uff0c\u6765\u8bad\u7ec3 OLMoE-1B-7B\u3002\u4ed6\u4eec\u7ed9\u8fd9\u4e24\u4e2a<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u5206\u522b\u8bbe\u5b9a\u4e86<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff08\u03b1 \u548c \u03b2\uff09\uff0c\u7136\u540e\u628a\u5b83\u4eec\u548c\u6a21\u578b\u7684\u4e3b\u8981\u5b66\u4e60\u76ee\u6807\uff08<mark data-type=\"concepts\" data-id=\"1786086f-5b63-4eee-b9ed-dad4d64cdc86\">\u4ea4\u53c9\u71b5<\/mark>\u635f\u5931<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1a2ed85476601dffdeafbfea0f299f8c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1a2ed85476601dffdeafbfea0f299f8c.png\"><\/a>\u7ed3\u5408\u8d77\u6765\uff0c\u6700\u7ec8\u8ba1\u7b97\u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u4e3a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df98a952aefd547128a8c4b4c727dc93.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df98a952aefd547128a8c4b4c727dc93.png\"><\/a><\/p>\n<p><strong>\u9884\u8bad\u7ec3\u6570\u636e<\/strong><\/p>\n<p>\u8bad\u7ec3\u6570\u636e\u65b9\u9762\uff0c\u8bba\u6587\u4f5c\u8005\u4f7f\u7528\u4e86\u6765\u81ea\u4e24\u4e2a\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u96c6\uff1aDCLM \u548c Dolma 1.7\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u62ec\u4e86\u591a\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u6bd4\u5982\u7f51\u7edc\u722c\u53d6\u7684\u6570\u636e\u3001\u7f16\u7a0b\u95ee\u9898\u89e3\u7b54\u3001\u6570\u5b66\u95ee\u9898\u89e3\u7b54\u548c\u5b66\u672f\u8bba\u6587\u7b49\u3002\u4ed6\u4eec\u5c06\u8fd9\u4e9b\u6570\u636e\u6df7\u5408\u8d77\u6765\uff0c\u521b\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a OLMOE-MIX \u7684\u65b0\u6570\u636e\u96c6\u3002<\/p>\n<p>\u4e0b\u8868\u4e2d\u5c55\u793a\u4e86\u9884\u8bad\u7ec3\u6570\u636e\u7684\u7ec4\u6210\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c72eaf62903fe6e54d63ca008581e5e6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c72eaf62903fe6e54d63ca008581e5e6.png\"><\/a><\/p>\n<p>\u5bf9\u4e8e\u6570\u636e\u7684\u5904\u7406\uff0c\u8bba\u6587\u4f5c\u8005\u4f7f\u7528\u4e86\u8fc7\u6ee4\u5668\u53bb\u9664\u4e86\u5305\u542b\u592a\u591a\u91cd\u590d token \u7684\u5185\u5bb9\u3001GitHub \u4e0a\u661f\u6807\u5c11\u4e8e 2 \u7684\u9879\u76ee\u4ee5\u53ca\u67d0\u4e9b\u8bcd\u51fa\u73b0\u9891\u7387\u8fc7\u9ad8\u7684\u6587\u6863\u3002\u4ed6\u4eec\u5c06\u5728\u6bcf\u8f6e\u8bad\u7ec3\u5f00\u59cb\u524d\u968f\u673a\u6df7\u6d17\u6570\u636e\uff0c\u603b\u8ba1\u8d85\u8fc7 5 \u4e07\u4ebf\u4e2a token\u3002\u5728\u300c\u9000\u706b\u300d\u9636\u6bb5\uff08\u6700\u540e 100B \u4e2a token\uff09\uff0c\u4ed6\u4eec\u9996\u5148\u91cd\u65b0\u6df7\u6d17\u6574\u4e2a\u6570\u636e\u96c6\uff0c\u7136\u540e\u6309\u7167\u6b64\u524d OLMo \u8bba\u6587\u4e2d\u7684\u65b9\u6cd5\uff0c\u5c06<mark data-type=\"concepts\" data-id=\"444ad8d1-7262-46c9-94b7-fe0aa9227006\">\u5b66\u4e60\u7387<\/mark>\u7ebf\u6027\u8870\u51cf\u5230 0\u3002<\/p>\n<p><strong>\u81ea\u9002\u5e94<\/strong><\/p>\n<p>\u8bba\u6587\u4f5c\u8005\u4ece\u6307\u4ee4\u8c03\u4f18\u548c\u504f\u597d\u8c03\u4f18\u4e24\u65b9\u9762\uff0c\u57fa\u4e8e\u4e4b\u524d\u7684\u5f00\u653e\u6a21\u578b\uff0c\u6784\u9020\u4e86 OLMoE-1B-7B-INSTRUCT\u3002\u5728\u6307\u4ee4\u8c03\u4f18\u96c6\u4e2d\uff0c\u4ed6\u4eec\u589e\u52a0\u4e86\u66f4\u591a\u7684\u4ee3\u7801\u548c\u6570\u5b66\u6570\u636e\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u5728\u8fd9\u4e9b\u9886\u57df\u7684\u6027\u80fd\u3002<\/p>\n<p>GPT-4 \u548c Llama 3 \u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u4e86\u50cf GSM8k \u6216 MATH \u8fd9\u6837\u7684\u6570\u5b66\u6570\u636e\u96c6\u7684\u6837\u672c\u3002\u6309\u7167\u8fd9\u4e2a\u601d\u8def\uff0c\u8bba\u6587\u4f5c\u8005\u8fd8\u6dfb\u52a0\u4e86\u300cNo Robots\u300d\u548c\u300cDaring Anteater\u300d\u7684\u4e00\u4e2a\u5b50\u96c6\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u4e0d\u4ec5\u8d28\u91cf\u9ad8\u8fd8\u66f4\u591a\u6837\uff0c\u8fd9\u662f\u62d3\u5c55\u6a21\u578b\u9002\u5e94\u6027\u7684\u4e24\u4e2a\u5173\u952e\u56e0\u7d20\u3002<\/p>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86 OLMoE-1B-7B-INSTRUCT \u6240\u4f7f\u7528\u7684\u6570\u636e\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10b3aa1275d135d47d0eda398136ad41.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10b3aa1275d135d47d0eda398136ad41.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u7684\u8bc4\u4f30\u7a0b\u5e8f\u7531\u4e09\u90e8\u5206\u7ec4\u6210\uff1a\u9884\u8bad\u7ec3\u671f\u95f4\u3001\u9884\u8bad\u7ec3\u4e4b\u540e\u548c\u81ea\u9002\u5e94\u4e4b\u540e\u3002<\/p>\n<p>\u9884\u8bad\u7ec3\u671f\u95f4\uff1a\u5982\u56fe 3 \u6240\u793a\uff0c\u8be5\u7814\u7a76\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u4f7f\u7528\u5f53\u524d\u6700\u4f73 OLMo \u6a21\u578b\u5728\u5e38\u7528\u4e0b\u6e38\u4efb\u52a1\u4e0a\u5bf9 OLMoE-1B-7B \u7684\u6027\u80fd\u8fdb\u884c\u4e86<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-065d9f5a658af5de2da99e675b8351b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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