{"id":36926,"date":"2025-01-21T10:00:13","date_gmt":"2025-01-21T02:00:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=36926"},"modified":"2025-01-21T10:00:13","modified_gmt":"2025-01-21T02:00:13","slug":"%e7%be%8e%e6%ac%a7%e4%ba%9a%e4%b8%89%e6%b4%b2%e5%bc%80%e5%8f%91%e8%80%85%e8%81%94%e6%89%8b%ef%bc%8c%e5%85%a8%e7%90%83%e9%a6%96%e4%b8%aa%e7%bb%84%e5%9b%a2%e8%ae%ad%e7%bb%83%e7%9a%84%e5%a4%a7%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36926","title":{"rendered":"\u7f8e\u6b27\u4e9a\u4e09\u6d32\u5f00\u53d1\u8005\u8054\u624b\uff0c\u5168\u7403\u9996\u4e2a\u7ec4\u56e2\u8bad\u7ec3\u7684\u5927\u6a21\u578b\u6765\u4e86\uff0c\u5168\u6d41\u7a0b\u5f00\u6e90"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-02-5\" target=\"_blank\">\u7f8e\u6b27\u4e9a\u4e09\u6d32\u5f00\u53d1\u8005\u8054\u624b\uff0c\u5168\u7403\u9996\u4e2a\u7ec4\u56e2\u8bad\u7ec3\u7684\u5927\u6a21\u578b\u6765\u4e86\uff0c\u5168\u6d41\u7a0b\u5f00\u6e90<\/a><\/p>\n<p>11 \u6708 22 \u65e5\uff0cPrime Intellect \u5ba3\u5e03\u901a\u8fc7\u53bb\u4e2d\u5fc3\u5316\u65b9\u5f0f\u8bad\u7ec3\u5b8c\u6210\u4e86\u4e00\u4e2a 10B \u6a21\u578b\u300230 \u53f7\uff0c\u4ed6\u4eec\u5f00\u6e90\u4e86\u4e00\u5207\uff0c\u5305\u62ec\u57fa\u7840\u6a21\u578b\u3001\u68c0\u67e5\u70b9\u3001\u540e\u8bad\u7ec3\u6a21\u578b\u3001\u6570\u636e\u3001PRIME \u8bad\u7ec3\u6846\u67b6\u548c\u6280\u672f\u62a5\u544a\u3002\u636e\u4e86\u89e3\uff0c\u8fd9\u5e94\u8be5\u662f\u6709\u53f2\u4ee5\u6765\u9996\u4e2a\u4ee5\u53bb\u4e2d\u5fc3\u5316\u5f62\u5f0f\u8bad\u7ec3\u5f97\u5230\u7684 10B \u5927\u6a21\u578b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f94ec78b69cd3ef1e99d9e7d3fe13fcb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f94ec78b69cd3ef1e99d9e7d3fe13fcb.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/github.com\/PrimeIntellect-ai\/prime\/blob\/main\/INTELLECT_1_Technical_Report.pdf<\/section>\n<\/li>\n<li>\n<section>Hugging Face \u9875\u9762\uff1ahttps:\/\/huggingface.co\/PrimeIntellect\/INTELLECT-1-Instruct<\/section>\n<\/li>\n<li>\n<section>GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/PrimeIntellect-ai\/prime<\/section>\n<\/li>\n<li>\n<section>\u4f53\u9a8c\u94fe\u63a5\uff1achat.primeintellect.ai<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>Prime Intellect \u8868\u793a\uff0c\u76f8\u6bd4\u6b64\u524d\u7684\u7814\u7a76\uff0cINTELLECT-1 \u5b9e\u73b0\u4e86 10 \u500d\u7684\u89c4\u6a21\u63d0\u5347\u3002\u8fd9\u4e00\u7a81\u7834\u8bc1\u660e\uff0c<strong>\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\u5df2\u4e0d\u518d\u662f\u5927\u516c\u53f8\u7684\u4e13\u5229\uff0c\u901a\u8fc7\u53bb\u4e2d\u5fc3\u5316\u7684\u3001\u793e\u533a\u9a71\u52a8\u7684\u65b9\u5f0f\u540c\u6837\u53ef\u4ee5\u5b9e\u73b0\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u7684\u4e0b\u4e00\u6b65\u8ba1\u5212\u662f\u5c06\u6a21\u578b\u8fdb\u4e00\u6b65\u6269\u5c55\u5230\u524d\u6cbf\u89c4\u6a21\uff0c\u6700\u7ec8\u76ee\u6807\u662f\u5b9e\u73b0\u5f00\u6e90 AGI\u3002\u8fd9\u4e00\u70b9\u5728\u5176\u5728\u7ebf Demo \u7684\u6a21\u578b\u9009\u9879\u4e2d\u5df2\u6709\u6697\u793a \u2014\u2014 \u5176\u4e2d\u5305\u542b\u5f00\u653e\u63a8\u7406\u6a21\u578b\u751a\u81f3 AGI \u548c ASI \u7684\u6f5c\u5728\u9009\u9879\u3002\u770b\u8d77\u6765\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u96c4\u5fc3\u52c3\u52c3\u7684\u56e2\u961f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-35b9b71e8452a648cdfb1121f8ff5694.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-35b9b71e8452a648cdfb1121f8ff5694.png\"><\/a><\/section>\n<section>\u6a21\u578b\u53d1\u5e03\u540e\uff0c\u867d\u4e5f\u6709\u8d28\u7591\u58f0\u97f3\uff0c\u4f46 AI \u793e\u533a\u603b\u4f53\u4e0a\u8fd8\u662f\u7ed9\u51fa\u4e86\u975e\u5e38\u79ef\u6781\u7684\u80af\u5b9a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-06549e062a4bae6f8dfa472244a76e48.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-06549e062a4bae6f8dfa472244a76e48.png\"><\/a><\/section>\n<section>\u673a\u5668\u4e4b\u5fc3\u4e5f\u7528\u51e0\u4e2a\u7ecf\u5178\u95ee\u9898\u7b80\u5355\u5c1d\u8bd5\u4e86\u5176\u5728\u7ebf Demo \u7248\u672c\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\u662f\u7ecf\u5178\u7684\u8349\u8393\u95ee\u9898\uff0cINTELLECT-1 \u4e00\u5f00\u59cb\u7b54\u5bf9\u4e86\uff0c\u4f46\u7ee7\u7eed\u63d0\u95ee\u5c31\u53c8\u53d8\u6210\u4e86\u5e38\u89c1\u7684\u9519\u8bef\u7b54\u6848\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1b5e6e101e676e22fd9c26dfd3eb75bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1b5e6e101e676e22fd9c26dfd3eb75bc.png\"><\/a><\/section>\n<section>\u8be5\u6a21\u578b\u4e5f\u5177\u5907\u8fd8\u4e0d\u9519\u7684\u6587\u672c\u7406\u89e3\u80fd\u529b\uff0c\u4f46\u603b\u4f53\u800c\u8a00\u548c Llama \u548c Qwen \u7b49\u524d\u6cbf\u5f00\u6e90\u6a21\u578b\u8fd8\u6709\u6240\u5dee\u8ddd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a281328a71f740dd69c5500b036e5d2b.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a281328a71f740dd69c5500b036e5d2b.gif\"><\/a><\/section>\n<section>\u4e0b\u9762\u6211\u4eec\u770b\u770b\u5b83\u7684\u6c49\u8bed\u80fd\u529b\u3002\u4ece\u591a\u6b21\u6d4b\u8bd5\u7684\u7ed3\u679c\u6765\u770b\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u6c49\u8bed\u80fd\u529b\u5e76\u4e0d\u597d\uff0c\u5e76\u4e14\u5e7b\u89c9\u73b0\u8c61\u4f3c\u4e4e\u4e5f\u633a\u4e25\u91cd\u7684\uff0c\u6bd4\u5982\u4e0b\u56fe\u4e2d\uff0c\u5373\u4f7f\u8be5\u6a21\u578b\u6682\u65f6\u5e76\u4e0d\u5177\u5907\u8bfb\u53d6\u94fe\u63a5\u7684\u80fd\u529b\uff0c\u4e5f\u4f1a\u6839\u636e\u4e0a\u4e0b\u6587\u5f3a\u884c\u4f5c\u7b54\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7657c10a6f3d83f05f608c0e540ccb6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7657c10a6f3d83f05f608c0e540ccb6e.png\"><\/a><\/section>\n<section>\u4e0d\u7ba1\u600e\u6837\uff0cINTELLECT-1 \u90fd\u662f AI \u5386\u53f2\u4e0a\u4e00\u6b21\u9887\u5177\u5f00\u521b\u6027\u7684\u5b9e\u9a8c\u3002\u4e0b\u9762\u6211\u4eec\u5c31\u6765\u770b\u770b\u8fd9\u4e2a\u7cfb\u7edf\u662f\u5982\u4f55\u70bc\u6210\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>\u5927\u89c4\u6a21\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>Prime Intellect \u7684\u8fd9\u573a\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u7684\u89c4\u6a21\u5176\u5b9e\u76f8\u5f53\u5927\uff0c\u6d89\u53ca\u5230 3 \u4e2a\u5927\u6d32\u7684 5 \u4e2a\u56fd\u5bb6\uff0c\u540c\u65f6\u8fd0\u884c\u4e86 112 \u53f0 H100 GPU\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3ba77ba3833b9111893e28044f8c7d9c.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3ba77ba3833b9111893e28044f8c7d9c.gif\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1f6ae6f72babc14348408787a1759d16.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1f6ae6f72babc14348408787a1759d16.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5168\u7403 30 \u4f4d\u8d21\u732e\u8005\u7684\u57fa\u672c\u4fe1\u606f<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u6211\u4eec\u5728\u5404\u5927\u6d32\u5b9e\u73b0\u4e86 83% \u7684\u603b\u4f53\u8ba1\u7b97\u5229\u7528\u7387\u3002\u5f53\u4ec5\u5728\u5206\u5e03\u4e8e\u6574\u4e2a\u7f8e\u56fd\u7684\u8282\u70b9\u4e0a\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u5b9e\u73b0\u4e86 96% \u7684\u8ba1\u7b97\u5229\u7528\u7387\u3002\u4e0e\u4e2d\u5fc3\u5316\u8bad\u7ec3\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5f00\u9500\u6781\u5c0f\u3002\u300d<\/section>\n<section><\/section>\n<section>\u8fd9\u6837\u7684\u7ed3\u679c\u8868\u660e INTELLECT-1 \u5728\u5b58\u5728\u4e25\u91cd\u7684\u5e26\u5bbd\u9650\u5236\u548c\u8282\u70b9\u6ce2\u52a8\u7684\u60c5\u51b5\u4e0b\uff0c\u4f9d\u7136\u80fd\u7ef4\u6301\u8bad\u7ec3\u6536\u655b\u6027\u548c\u9ad8\u8ba1\u7b97\u5229\u7528\u7387\uff0c\u8fd9\u662d\u793a\u4e86\u4e00\u79cd\u65b0\u7684\u53ef\u80fd\u6027\uff1a<strong>\u80fd\u591f\u4ee5\u53bb\u4e2d\u5fc3\u5316\u3001\u793e\u533a\u9a71\u52a8\u7684\u65b9\u5f0f\u8bad\u7ec3\u51fa\u524d\u6cbf\u7684\u57fa\u7840\u6a21\u578b\uff01<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-642bd27797c608bf3e507b38682e59b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-642bd27797c608bf3e507b38682e59b2.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e00\u4e07\u4ebf token \u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u8fd9\u91cc\u7ed9\u51fa\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u635f\u5931\u3001\u56f0\u60d1\u5ea6\u3001\u8bad\u7ec3\u901f\u5ea6\u7b49\u4fe1\u606f<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u8bad\u7ec3\u7ec6\u8282\u4e0e\u6570\u636e\u96c6<\/strong><\/section>\n<section><\/section>\n<section>INTELLECT-1 \u57fa\u4e8e Llama-3 \u67b6\u6784\uff0c\u5b83\u5305\u542b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>42 \u5c42\uff0c\u9690\u85cf\u7ef4\u5ea6\u4e3a 4,096<\/section>\n<\/li>\n<li>\n<section>32 \u4e2a\u6ce8\u610f\u529b\u5934<\/section>\n<\/li>\n<li>\n<section>\u5e8f\u5217\u957f\u5ea6\u4e3a 8,192<\/section>\n<\/li>\n<li>\n<section>\u8bcd\u8868\u5927\u5c0f\u4e3a 128,256<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-436df22062a4d6378b1ca6c279bdde9e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-436df22062a4d6378b1ca6c279bdde9e.png\"><\/a><\/section>\n<section>\u6a21\u578b\u5728\u7ecf\u8fc7\u7cbe\u5fc3\u7b5b\u9009\u7684 1 \u4e07\u4ebf token \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u6570\u636e\u6784\u6210\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section>\u6570\u636e\u96c6 Huggingface \u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/datasets\/HuggingFaceFW\/fineweb-edu<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>55% FineWeb-Edu<\/section>\n<\/li>\n<li>\n<section>20% Stack v2\uff08Stack Overflow \u7b49\u6280\u672f\u95ee\u7b54\u6570\u636e\uff09<\/section>\n<\/li>\n<li>\n<section>10% FineWeb\uff08\u7cbe\u9009\u7f51\u9875\u6570\u636e\uff09<\/section>\n<\/li>\n<li>\n<section>10% DCLM-baseline\uff08\u57fa\u51c6\u901a\u7528\u8bed\u6599\uff09<\/section>\n<\/li>\n<li>\n<section>5% OpenWebMath\uff08\u6570\u5b66\u6570\u636e\uff09<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4a8ff5d11463040814b2fcc9fc8128f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4a8ff5d11463040814b2fcc9fc8128f5.png\"><\/a><\/section>\n<section>\u6a21\u578b\u8bad\u7ec3\u6301\u7eed\u4e86 42 \u5929\uff0c\u91c7\u7528\u4e86\u4ee5\u4e0b\u6280\u672f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u91c7\u7528 WSD \u52a8\u6001\u8c03\u6574\u5b66\u4e60\u901f\u5ea6\uff0c\u8ba9\u6a21\u578b\u5b66\u4e60\u66f4\u9ad8\u6548<\/section>\n<\/li>\n<li>\n<section>\u7cbe\u7ec6\u8c03\u6559\u7684\u5b66\u4e60\u53c2\u6570\uff1a\u5185\u5c42\u5b66\u4e60\u7387\u8bbe\u4e3a 7.5e-5<\/section>\n<\/li>\n<li>\n<section>\u5f15\u5165\u7279\u6b8a\u7684\u635f\u5931\u51fd\u6570\uff08max-z-loss\uff09\u6765\u786e\u4fdd\u8bad\u7ec3\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528 Nesterov \u52a8\u91cf\u4f18\u5316\u7b97\u6cd5\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u5feb\u66f4\u597d\u5730\u5b66\u4e60<\/section>\n<\/li>\n<li>\n<section>\u652f\u6301\u8bad\u7ec3\u673a\u5668\u7684\u7075\u6d3b\u63a5\u5165\u548c\u9000\u51fa\uff0c\u6700\u591a\u53ef\u540c\u65f6\u4f7f\u7528 14 \u53f0\u673a\u5668\u534f\u540c\u8bad\u7ec3<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9cf44036a1fac62294725153ef74479c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9cf44036a1fac62294725153ef74479c.png\"><\/a><\/section>\n<section>\u4ece\u8bad\u7ec3\u8fc7\u7a0b\u7684\u76d1\u63a7\u56fe\u8868\u53ef\u4ee5\u770b\u51fa\uff0cPRIME \u7cfb\u7edf\u8868\u73b0\u51fa\u8272\uff1a\u5373\u4f7f\u53c2\u4e0e\u8bad\u7ec3\u7684\u673a\u5668\u6570\u91cf\u7ecf\u5e38\u53d8\u5316\uff08\u4ece\u6700\u5c11 4 \u53f0\u9010\u6e10\u589e\u52a0\u5230\u6700\u591a 14 \u53f0\uff09\uff0c\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4f9d\u7136\u4fdd\u6301\u7a33\u5b9a\uff0c\u5145\u5206\u8bc1\u660e\u4e86\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-532bf6887f5fe9968244f1a1d08a24ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-532bf6887f5fe9968244f1a1d08a24ba.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8bad\u7ec3\u52a8\u6001\u56fe\u5c55\u793a\u4e86\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6a21\u578b\u56f0\u60d1\u5ea6\u548c\u5b66\u4e60\u7387\u7684\u53d8\u5316\uff0c\u5305\u62ec\u9884\u70ed\u9636\u6bb5\u3001\u7a33\u5b9a\u9636\u6bb5\u548c\u9000\u706b\u9636\u6bb5\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>Prime\uff1a\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u6846\u67b6<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u4f7f\u7528\u7684\u8bad\u7ec3\u6846\u67b6\u540d\u4e3a Prime\uff0c\u8fd9\u57fa\u4e8e\u4ed6\u4eec\u5f00\u53d1\u7684 OpenDiLoCo\u3002\u800c OpenDiLoCo \u53c8\u57fa\u4e8e DeepMind \u4e4b\u524d\u5f00\u53d1\u7684 Distributed Low-Communication\uff08DiLoCo\uff09\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/PrimeIntellect-ai\/OpenDiLoCo<\/section>\n<section><\/section>\n<section>\u5728\u6b64\u4e4b\u524d\uff0cPrime Intellect \u5df2\u7ecf\u5728 1B \u53c2\u6570\u89c4\u6a21\u4e0a\u5b9e\u9a8c\u4e86\u53bb\u4e2d\u5fc3\u5316 AI \u6a21\u578b\u8bad\u7ec3\u3002\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u8fd9\u8ba9\u6211\u4eec\u5230\u8fbe\u4e86\u6211\u4eec\u7684 masterplan \u7684\u7b2c\u4e09\u6b65\uff1a\u5408\u4f5c\u8bad\u7ec3\u7528\u4e8e\u8bed\u8a00\u3001\u667a\u80fd\u4f53\u548c\u79d1\u5b66\u7684\u5f00\u653e\u5f0f\u57fa\u7840\u6a21\u578b\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a080d5ced4ac7a9caef704640125e176.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a080d5ced4ac7a9caef704640125e176.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Prime Intellect \u7684 masterplan<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e8e\u4e4b\u524d\u5f00\u6e90\u7684 OpenDiLoCo\uff0cPrime \u6709\u4e24\u5927\u5173\u952e\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u662f\u5728\u7b97\u6cd5\u65b9\u9762\uff0c\u4ed6\u4eec\u5728 OpenDiLoCo \u4e0a\u6267\u884c\u4e86\u8bb8\u591a\u6d88\u878d\u7814\u7a76\uff0c\u53d1\u73b0\u8fd8\u80fd\u8fdb\u4e00\u6b65\u964d\u4f4e\u901a\u4fe1\u8981\u6c42\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4ed6\u4eec\u5c06\u4f2a\u68af\u5ea6\u7684 int8 \u91cf\u5316\u4e0e\u6bcf 500 \u6b65\u8fdb\u884c\u4e00\u6b21\u7684\u5916\u90e8\u4f18\u5316\u5668\u540c\u6b65\u76f8\u7ed3\u5408\uff0c\u4ece\u800c\u5c06\u5e26\u5bbd\u8981\u6c42\u964d\u4f4e\u4e86\u591a\u8fbe 2000 \u500d\u3002\u8fd9\u4e9b\u7ed3\u679c\u4e0d\u4ec5\u5728\u8f83\u5c0f\u89c4\u6a21\u4e0b\u662f\u6709\u6548\u7684\uff0c\u8be5\u56e2\u961f\u4e5f\u5c06\u5b83\u4eec\u6269\u5c55\u5230\u4e86\u66f4\u5927\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5177\u4f53\u7684\u5927\u89c4\u6a21\u6269\u5c55\u65b9\u9762\uff0c\u6211\u4eec\u77e5\u9053\uff0c\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u65e2\u662f\u5de5\u7a0b\u6311\u6218\uff0c\u4e5f\u662f\u7814\u7a76\u6311\u6218\u3002\u5f53\u4eca\u6700\u5927\u7684 AI \u5b9e\u9a8c\u5ba4\u4e5f\u8fd8\u6ca1\u6709\u5f7b\u5e95\u89e3\u51b3\u5728\u591a\u4e2a\u5206\u5e03\u5f0f\u6570\u636e\u4e2d\u5fc3\u4e0a\u7684\u5bb9\u9519\u8bad\u7ec3\u3002\u8be5\u56e2\u961f\u8868\u793a\uff0cPrime \u8fd9\u79cd\u5168\u65b0\u7684\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u6846\u67b6\u652f\u6301\u5bb9\u9519\u8bad\u7ec3\uff0c\u652f\u6301\u8ba1\u7b97\u8d44\u6e90\u7684\u52a8\u6001\u5f00\u542f\/\u5173\u95ed\uff0c\u8fd8\u80fd\u4f18\u5316\u5168\u7403\u5206\u5e03\u5f0f GPU \u7f51\u7edc\u4e2d\u7684\u901a\u4fe1\u548c\u8def\u7531\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c132fa72d7cb1668a8c6e54872e4588.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c132fa72d7cb1668a8c6e54872e4588.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Prime \u4e2d\u7528\u4e8e\u5bb9\u9519\u8bad\u7ec3\u7684 ElasticDeviceMesh \u7684\u62d3\u6251\u7ed3\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u5728\u535a\u5ba2\u4e2d\u5199\u9053\uff1a\u300c\u8be5\u6846\u67b6\u6784\u6210\u4e86\u6211\u4eec\u5f00\u6e90\u6280\u672f\u5806\u6808\u7684\u57fa\u7840\uff0c\u5176\u76ee\u6807\u662f\u652f\u6301\u6211\u4eec\u81ea\u5df1\u7684\u7b97\u6cd5\u4ee5\u53ca OpenDiLoCo \u4e4b\u5916\u7684\u5176\u4ed6\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u7b97\u6cd5\u3002\u901a\u8fc7\u5728\u6b64\u57fa\u7840\u67b6\u6784\u4e0a\u6784\u5efa\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u7a81\u7834\u5168\u7403\u5206\u5e03\u5f0f AI \u8bad\u7ec3\u7684\u6781\u9650\u3002\u300d<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0cPrime \u6846\u67b6\u5305\u542b\u4ee5\u4e0b\u5173\u952e\u7279\u6027\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7528\u4e8e\u5bb9\u9519\u8bad\u7ec3\u7684 ElasticDeviceMesh<\/section>\n<\/li>\n<li>\n<section>\u5f02\u6b65\u5206\u5e03\u5f0f\u68c0\u67e5\u70b9<\/section>\n<\/li>\n<li>\n<section>\u5b9e\u65f6\u68c0\u67e5\u70b9\u6062\u590d<\/section>\n<\/li>\n<li>\n<section>\u81ea\u5b9a\u4e49 Int8 All-Reduce \u5185\u6838<\/section>\n<\/li>\n<li>\n<section>\u6700\u5927\u5316\u5e26\u5bbd\u5229\u7528\u7387<\/section>\n<\/li>\n<li>\n<section>PyTorch FSDP2 \/ DTensor ZeRO-3 \u5b9e\u73b0<\/section>\n<\/li>\n<li>\n<section>CPU \u5378\u8f7d<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u8ba1\u7b97\u6548\u7387<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136\u8bad\u7ec3\u6563\u4f5c\u6ee1\u5929\u661f\uff0c\u4f46\u8ba1\u7b97\u6548\u7387\u4ecd\u4fdd\u6301\u300c\u805a\u662f\u4e00\u56e2\u706b\u300d\u7684\u9ad8\u6c34\u51c6\uff1a\u5728\u7f8e\u56fd\u5883\u5185\u96c6\u7fa4\u90e8\u7f72\u65f6\uff0c\u8ba1\u7b97\u8d44\u6e90\u5229\u7528\u7387\u9ad8\u8fbe 96%\uff08\u4e2d\u4f4d\u6570\u540c\u6b65\u5ef6\u8fdf\u4ec5 103s\uff09\uff1b\u8de8\u8d8a\u5927\u897f\u6d0b\u7684\u90e8\u7f72\u573a\u666f\u4e0b\u4f9d\u7136\u7ef4\u6301\u5728 85.6% \u7684\u4f18\u5f02\u6c34\u5e73\uff08\u4e2d\u4f4d\u6570\u540c\u6b65\u5ef6\u8fdf 382s\uff09\uff1b\u5373\u4fbf\u662f\u5728\u5168\u7403\u5206\u5e03\u5f0f\u8282\u70b9\u914d\u7f6e\u4e0b\uff0c\u8ba1\u7b97\u5229\u7528\u7387\u4e5f\u80fd\u7a33\u5b9a\u4fdd\u6301\u5728 83%\uff08\u4e2d\u4f4d\u6570\u540c\u6b65\u5ef6\u8fdf 469s\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ba3d4d74b35c1970baf7dbcc460c8361.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ba3d4d74b35c1970baf7dbcc460c8361.png\"><\/a><\/section>\n<section>\u8fd9\u4e00\u7cfb\u5217\u4eae\u773c\u7684\u6570\u636e\u5145\u5206\u8bc1\u660e\u4e86\u8be5\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u6846\u67b6\u7684\u5bb9\u9519\u6027\u548c\u6269\u5c55\u6027\uff0c\u4e0d\u4ec5\u80fd\u591f\u4ece\u5bb9\u5e94\u5bf9\u4e0d\u540c\u5730\u7406\u4f4d\u7f6e\u7684\u7f51\u7edc\u5ef6\u8fdf\u6311\u6218\uff0c\u66f4\u5728\u786e\u4fdd\u8bad\u7ec3\u7a33\u5b9a\u6027\u7684\u540c\u65f6\u5b9e\u73b0\u4e86\u9ad8\u6548\u8ba1\u7b97\u3002<\/section>\n<section><\/section>\n<section><strong>\u540e\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b8c\u6210\u5206\u5e03\u5728\u5168\u7403\u7684\u9884\u8bad\u7ec3\u9636\u6bb5\u540e\uff0cPrime Intellect \u4e0e Arcee AI \u5408\u4f5c\u5f00\u5c55\u4e86\u4e00\u7cfb\u5217\u540e\u8bad\u7ec3\uff0c\u4ee5\u63d0\u5347 INTELLECT-1 \u7684\u6574\u4f53\u80fd\u529b\u548c\u7279\u5b9a\u4efb\u52a1\u8868\u73b0\u3002\u4e3b\u8981\u5305\u542b\u4e09\u4e2a\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>SFT\uff08\u76d1\u7763\u5fae\u8c03\uff0c16 \u8f6e\uff09<\/section>\n<\/li>\n<li>\n<section>DPO\uff08\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff0c8 \u8f6e\uff09<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528 MergeKit \u6574\u5408\u8bad\u7ec3\u6210\u679c<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u66f4\u591a\u4fe1\u606f\u8bf7\u67e5\u770b\u8be6\u7ec6\u6280\u672f\u62a5\u544a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dbd53b039b37f35a67ae41cc18bfbc27.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dbd53b039b37f35a67ae41cc18bfbc27.png\"><\/a><\/section>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/github.com\/PrimeIntellect-ai\/prime\/blob\/main\/INTELLECT_1_Technical_Report.pdf<\/section>\n<section><\/section>\n<section><strong>\u672a\u6765\u8ba1\u5212\uff1a\u957f\u671f\u76ee\u6807\u662f AGI<\/strong><\/section>\n<section><\/section>\n<section>INTELLECT-1 \u7684\u6210\u529f\u8ba9\u6211\u4eec\u770b\u5230\u4e86\u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u7684\u5de8\u5927\u6f5c\u529b\u3002\u81f3\u4e8e\u5982\u4f55\u5c06\u5f00\u6e90\u7684 PRIME \u6846\u67b6\u6269\u5c55\u5230\u76ee\u524d\u52a8\u8f84 70B \u7684\u89c4\u6a21\u5462\uff1fPrime Intellect \u63d0\u4e86\u4e09\u70b9\u89c4\u5212\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7ee7\u7eed\u6269\u5927\u5168\u7403\u8ba1\u7b97\u7f51\u7edc<\/section>\n<\/li>\n<li>\n<section>\u7528\u66f4\u591a\u5956\u91d1\u6fc0\u52b1\u63a8\u52a8\u793e\u533a\u53c2\u4e0e<\/section>\n<\/li>\n<li>\n<section>\u8fdb\u4e00\u6b65\u4f18\u5316 PRIME \u53bb\u4e2d\u5fc3\u5316\u8bad\u7ec3\u67b6\u6784\u4ee5\u652f\u6301\u66f4\u5927\u7684\u6a21\u578b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u535a\u5ba2\u7ed3\u5c3e\uff0cPrime Intellect \u5199\u9053\uff1a\u300c\u4e3a\u4e86\u9632\u6b62 AI \u80fd\u529b\u88ab\u5c11\u6570\u7ec4\u7ec7\u5784\u65ad\uff0c\u6211\u4eec\u8bda\u9080\u5168\u7403 AI \u793e\u533a\u901a\u8fc7 GitHub \u6216 Discord \u52a0\u5165\u6211\u4eec\u3002\u8ba9\u6211\u4eec\u643a\u624b\u5171\u5efa\u4e00\u4e2a\u66f4\u5f00\u653e\u3001\u66f4\u5177\u534f\u4f5c\u6027\u7684 AI \u53d1\u5c55\u672a\u6765\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a3af1c9222457edd14b15f4e0e957bfb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a3af1c9222457edd14b15f4e0e957bfb.png\"><\/a><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/www.primeintellect.ai\/blog\/intellect-1-release<\/em><\/sup><\/section>\n<section><sup><em>https:\/\/app.primeintellect.ai\/intelligence<\/em><\/sup><\/section>\n<section><em><sup>https:\/\/www.primeintellect.ai\/blog\/intellect-1<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-02-5\" 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