{"id":10020007,"date":"2024-04-19T00:00:00","date_gmt":"2024-04-19T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020007"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020007","title":{"rendered":"\u5168\u7403\u9996\u4e2a\u300c\u5f00\u6e90GPT-4\u300d\u51fa\u4e16\uff01Llama 3\u9707\u64bc\u53d1\u5e03\uff0cMeta AI\u514d\u767b\u5f55\u53ef\u7528"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2023\/04\/14\/db8a7e3c-da8d-11ed-aeb8-00163e0b5ff3.jpg\" \/><\/p>\n<p>LLM\u754c\u7684\u300c\u771f\u00b7Open AI\u300d\uff0c\u53c8\u6765\u6574\u987fAI\u5708\u4e86\uff01<\/p>\n<p>\u4e1a\u5185\u60ca\u547c\uff1a\u9996\u4e2a\u5f00\u6e90GPT-4\u7ea7\u7684\u6a21\u578b\uff0c\u7ec8\u4e8e\u6765\u4e86\uff01\u5f00\u6e90\u6a21\u578b\u8ffd\u4e0a\u95ed\u6e90\u6a21\u578b\u7684\u5386\u53f2\u6027\u4e00\u523b\uff0c\u6216\u8bb8\u5c31\u5728\u773c\u524d\u4e86\uff1f<\/p>\n<p>\u4e00\u77f3\u6fc0\u8d77\u5343\u5c42\u6d6a\uff0cLlama 3\u624d\u521a\u521a\u53d1\u5e03\u6ca1\u51e0\u5c0f\u65f6\uff0c\u5c31\u7834\u7eaa\u5f55\u5730\u767b\u9876\u4e86Hugging Face\u6392\u884c\u699c\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/xrjEW2of7oxpYWrKphKy.png\" \/><\/p>\n<p>\u8fd9\u6b21\uff0cMeta\u5171\u5f00\u6e90\u4e86Llama 3 8B\u548cLlama 3 70B\u4e24\u6b3e\u6a21\u578b\uff0c\u5206\u522b\u6709\u9884\u8bad\u7ec3\u548c\u6307\u4ee4\u5fae\u8c03\u4e24\u4e2a\u7248\u672c\u3002<\/p>\n<p>\u5c0f\u624e\u3001LeCun\u4e5f\u7eb7\u7eb7\u5728\u7b2c\u4e00\u65f6\u95f4\u5f00\u542f\u4e86\u5ba3\u4f20\u6a21\u5f0f\u3002<\/p>\n<div class=\"js-star yyp--fancyPost\" data-id=\"45\"><\/div>\n<p>Llama 3\u662f\u5728\u753124000\u5757GPU\u7ec4\u6210\u7684\u5b9a\u5236\u96c6\u7fa4\u4e0a\uff0c\u4f7f\u752815\u4e07\u4ebf\u4e2atoken\u8bad\u7ec3\u7684\u3002<\/p>\n<p>\u751a\u81f3\u5c31\u8fde\u6700\u5c0f8B\u7248\u672c\uff0c\u6709\u65f6\u90fd\u80fd\u6253\u8d25\u5927\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u7684Llama 2 70B\uff01<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/1Ac5SiYf44jwFg6Shgd2.png\" \/><\/p>\n<p>\u503c\u5f97\u671f\u5f85\u7684\u662f\uff0c\u5728\u672a\u6765\u51e0\u4e2a\u6708\uff0cLlama 3\u8fd8\u5c06\u63a8\u51fa\u66f4\u591a\u7248\u672c<\/p>\n<p>\u4e0d\u8fc7\uff0c\u867d\u7136\u4e0a\u4e0b\u6587\u957f\u5ea6\u76f8\u8f83\u4e4b\u524d\u5b9e\u73b0\u4e86\u7ffb\u500d\uff0c\u4f46\u4f9d\u7136\u53ea\u67098K\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/rIdc4biDR5pJDqq2ibmN.png\" \/><\/p>\n<p>\u987a\u5e26\u63d0\u4e00\u53e5\uff0cLlama 3\u5df2\u7ecf\u53ef\u4ee5\u5728\u7f51\u9875\u7248Meta AI\u7528\u4e0a\u4e86\uff0c\u8fd8\u662f\u514d\u767b\u5f55\u90a3\u79cd\u3002<\/p>\n<p>\u5bf9\u6b64\uff0cHugging Face\u8054\u521b\u517cCEO\u8868\u793a\uff1a\u300cLlama 1\u548cLlama 2\u73b0\u5728\u5df2\u7ecf\u884d\u751f\u51fa\u4e8630,000\u4e2a\u65b0\u6a21\u578b\u3002\u6211\u8feb\u4e0d\u53ca\u5f85\u5730\u60f3\u770b\u5230Llama 3\u5c06\u4f1a\u7ed9AI\u751f\u6001\u5e26\u6765\u600e\u6837\u7684\u51b2\u51fb\u4e86\u3002\u300d<\/p>\n<h2  id=\"toc-1\" class=\"jltoc--item\">\u4e00\u3001400B\u6027\u80fd\u91ce\u517d\uff0c\u5237\u65b0\u5f00\u6e90SOTA<\/h2>\n<p>\u7136\u800c\uff0c8B\u548c70B\u7248\u672c\u7684Llama 3\uff0c\u8fd8\u53ea\u662f\u5f00\u80c3\u83dc\uff0c\u66f4\u5927\u7684\u8fd8\u5728\u540e\u9762\u5462\uff01<\/p>\n<p>\u771f\u6b63\u7684\u6027\u80fd\u91ce\u517d\u2014\u2014Llama 3 400B\u4e0d\u4e45\u4fbf\u8981\u89e3\u7981\uff0c\u76ee\u524d\u8fd8\u5728\u8bad\u7ec3\u4e2d\u3002<\/p>\n<p>\u5176\u4e2d\uff0c\u9884\u8bad\u7ec3\u7248\u672c\u5728\u63a8\u7406\u6311\u6218\u6d4b\u8bd5\u96c6ARC-Challenge\u4e0a\uff0c\u62ff\u4e0b\u4e8696\u7684\u9ad8\u5206\u3002<\/p>\n<p>\u800c\u6307\u4ee4\u5fae\u8c03\u7248\u7684Llama 3 400B\u66f4\u662f\u5728\u6570\u5b66\uff08GSM-8K\uff09\u3001\u4ee3\u7801\uff08Human-Eval\uff09\u3001\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6\uff08MMLU\uff09\u4e0a\uff0c\u8868\u73b0\u975e\u5e38\u4eae\u773c\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/EnRySEZtCfKLyF09z6d4.png\" \/><\/p>\n<p>\u8fd9\u4e9b\u6570\u636e\u662f\u4ec0\u4e48\u6982\u5ff5\uff1f<\/p>\n<p>\u82f1\u4f1f\u8fbe\u9ad8\u7ea7\u79d1\u5b66\u5bb6Jim Fan\u505a\u4e86\u4e00\u4e2a\u5bf9\u6bd4\u56fe\uff0c\u4e0eClaude 3 Opus\u3001GPT-4-2024-04-09\u548cGemini\u5728\u540c\u57fa\u51c6\u6570\u636e\u4e2d\u7684\u7ed3\u679c\uff1a<\/p>\n<p>\u770b\u5f97\u51fa\uff0cLlama 3 400B\u5df2\u7ecf\u5728\u591a\u8bed\u8a00\u63a8\u7406\u4efb\u52a1\u3001\u4ee3\u7801\u80fd\u529b\uff0c\u53ef\u4e0eGPT-4\u3001Claude 3\u76f8\u5339\u654c\u3002<\/p>\n<p>\u66f4\u4eae\u773c\u7684\u662f\uff0c\u5b83\u5728\u6240\u6709\u80fd\u529b\u4e0a\uff0c\u5747\u6253\u8d25\u4e86Gemini Ultra 1.0\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/ZSbHyJLjPo4cs4HEKf2F.png\" \/><\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u66f4\u8be6\u7ec6\u7684\u6570\u636e\u5bf9\u6bd4\u56fe\uff0c\u81ea\u5df1\u4f53\u4f1a\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/LtPZ0LzuDt2rWSYsglPz.png\" \/><\/p>\n<p>\u4e00\u65f6\u95f4\uff0c\u5168\u7f51\u9677\u5165\u4e86\u75af\u72c2\u3002<\/p>\n<h3>\u7f51\u53cb\uff1a\u9996\u4e2a\u300c\u5f00\u6e90GPT-4\u300d\u6765\u4e86<\/h3>\n<p>Karpathy\u7cbe\u8f9f\u5730\u603b\u7ed3\u9053\uff0c400B\u6a21\u578b\u5c06\u4f1a\u662f\u300c\u9996\u4e2a\u5f00\u6e90GPT-4\u7ea7\u522b\u7684\u6a21\u578b\u300d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/grChs1CyakleG4w6p0Fa.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/cPMEtO0Yo9GK6Kv9C8kp.png\" \/><\/p>\n<p>Jim Fan\u611f\u6168\u9053\uff1a<\/p>\n<blockquote>\n<p>\u5373\u5c06\u63a8\u51fa\u7684Llama 3 400B\u5c06\u6210\u4e3a\u4e00\u4e2a\u5206\u6c34\u5cad\uff0c\u5373\u793e\u533a\u5c06\u83b7\u5f97\u5f00\u6e90\u91cd\u91cf\u7ea7\u7684GPT-4\u6a21\u578b\u3002\u5b83\u5c06\u6539\u53d8\u8bb8\u591a\u7814\u7a76\u5de5\u4f5c\u548c\u8349\u6839\u521b\u4e1a\u516c\u53f8\u7684\u8ba1\u7b97\u65b9\u5f0f\u3002<\/p>\n<p>Llama 3 400B\u8fd8\u5728\u8bad\u7ec3\u4e2d\uff0c\u5e0c\u671b\u5728\u63a5\u4e0b\u6765\u7684\u51e0\u4e2a\u6708\u91cc\u4f1a\u6709\u66f4\u597d\u7684\u8868\u73b0\u3002\u6709\u4e86\u5982\u6b64\u5f3a\u5927\u7684\u540e\u76fe\uff0c\u6211\u4eec\u53ef\u4ee5\u91ca\u653e\u51fa\u66f4\u591a\u7684\u7814\u7a76\u6f5c\u80fd\u3002\u671f\u5f85\u6574\u4e2a\u751f\u6001\u7cfb\u7edf\u7684\u5efa\u8bbe\u80fd\u91cf\u6fc0\u589e\uff01<\/p>\n<\/blockquote>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/Sr4ZlDCzzmzjkefY5uRS.png\" \/><\/p>\n<p>OpenAI\u7814\u7a76\u79d1\u5b66\u5bb6Will Depue\u4e5f\u8868\u8fbe\u7684\u540c\u6837\u7684\u770b\u6cd5\uff0c\u975e\u5e38\u671f\u5f85\u4e00\u6b3e\u5f00\u6e90GPT-4\u7ea7\u522b\u7684\u6a21\u578b\u2014\u2014Llama 3 400B\uff0c\u672a\u6765\u7684\u53ef\u80fd\u6027\u65e0\u7a77\u65e0\u5c3d\uff01<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/FH0HND6IX7sZmIJdB9RD.png\" \/><\/p>\n<p>\u6628\u5929\u521a\u521a\u53d1\u5e03\u7684Mixtral 8\u00d722B\u5237\u65b0SOTA\u4e4b\u540e\uff0c\u6ca1\u60f3\u5230\uff0c\u5374\u88abLlama 3 70B\u78be\u538b\u4e86\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/QIfubPQa8LR7S5MnGpXJ.png\" \/><\/p>\n<p>\u5f00\u6e90\u6a21\u578b\u7684SOTA\uff0c\u5f53\u5c5e\u4e8eLlama 3 400B\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/fJ2X1FeUVVNtiMNBaxZg.png\" \/><\/p>\n<p>\u5434\u6069\u8fbe\u7684\u751f\u65e5\uff0c\u5374\u6536\u5230\u4e00\u4efd\u522b\u81f4\u7684\u300c\u793c\u7269\u300d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/fSDTPR7nMnWGopINmpi1.png\" \/><\/p>\n<p>Meta\u5728\u535a\u5ba2\u4e2d\u9884\u544a\u4e86\uff0c\u63a5\u4e0b\u6765\u51e0\u4e2a\u6708\uff0c\u5c06\u53d1\u5e03\u591a\u4e2a\u65b0\u529f\u80fd\u7684\u6a21\u578b\uff0c\u5305\u62ec\u591a\u8bed\u8a00\u5bf9\u8bdd\u3001\u66f4\u957f\u4e0a\u4e0b\u6587\uff0c\u4ee5\u53ca\u6574\u4f53\u80fd\u529b\u63d0\u5347\u3002<\/p>\n<p>\u4e00\u65e6Llama 3\u5b8c\u6210\u8bad\u7ec3\uff0c\u6280\u672f\u62a5\u544a\u5c06\u76f4\u63a5\u53d1\u5e03\u3002<\/p>\n<h2  id=\"toc-2\" class=\"jltoc--item\">\u4e8c\u3001Meta\u91cd\u56de\u5f00\u6e90\u6a21\u578b\u300c\u94c1\u738b\u5ea7\u300d<\/h2>\n<p>\u5728\u6027\u80fd\u4e0a\uff0c8B\u548c70B\u663e\u8457\u4f18\u4e8eLlama 2\uff0c\u53d6\u5f97\u4e86SOTA\u3002<\/p>\n<p>\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\u57288B\u548c70B\u7684\u53c2\u6570\u89c4\u6a21\u4e0a\u53d6\u5f97\u4e86\u5982\u6b64\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u90fd\u662f\u5f97\u76ca\u4e8e\u9884\u8bad\u7ec3\u548c\u8bad\u7ec3\u540e\u7684\u4f18\u5316\u6539\u8fdb\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/n73WPHMXZ5f6Mk2zjI3F.png\" \/><\/p>\n<p>\u800cMeta\u7684\u7814\u7a76\u56e2\u961f\uff0c\u8fd8\u5bf9\u8bad\u7ec3\u540e\u4f18\u5316\u8fc7\u7a0b\u8fdb\u884c\u4e86\u6539\u8fdb\uff0c\u8fd9\u5c31\u5927\u5927\u964d\u4f4e\u4e86\u9519\u8bef\u62d2\u7edd\u6267\u884c\u4efb\u52a1\u7684\u6bd4\u7387\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u8f93\u51fa\u4e0e\u4eba\u7c7b\u610f\u56fe\u7684\u4e00\u81f4\u6027\uff0c\u8fd8\u8ba9\u6a21\u578b\u54cd\u5e94\u7684\u591a\u6837\u6027\u4e5f\u589e\u52a0\u4e86\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u6a21\u578b\u7684\u903b\u8f91\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u548c\u6307\u4ee4\u9075\u5faa\u7b49\u80fd\u529b\u4e5f\u90fd\u5927\u5e45\u63d0\u5347\uff0c\u8ba9Llama 3\u6210\u4e3a\u4e86\u4e00\u4e2a\u53ef\u63a7\u6027\u66f4\u5f3a\u7684\u6a21\u578b\u3002<\/p>\n<p>\u4e0e\u8fd1\u4e4e\u540c\u7b49\u89c4\u6a21\u9884\u8bad\u7ec3\u7684\u5f00\u6e90\u6a21\u578b\u76f8\u6bd4\uff0cLlama 3 8B\u5b8c\u5168\u6253\u8d25\u4e86Mistral\uff0c\u4ee5\u53caGemma\u3002\u4e0d\u8fc7\u63a8\u7406\u80fd\u529b\uff0c\u6bd4Gemma-7B\u5f31\u4e00\u4e9b\u3002<\/p>\n<p>\u4e0e\u95ed\u6e90Gemini Pro 1.0\uff0c\u4ee5\u53ca\u5f00\u6e90Mixtral 8\u00d722B\u76f8\u6bd4\uff0cLlama 3-70B\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u62d4\u5f97\u5934\u7b79\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/GXpiM2r93i3QysloU9Kb.png\" \/><\/p>\n<p>\u518d\u6765\u770b\u770b\uff0cLlama 3\u4e24\u4e2a\u53c2\u6570\u7248\u672c\u4e0eLlama 2-7B\u300113B\u300170B\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u5bf9\u6bd4\u3002<\/p>\n<p>\u6bcb\u5eb8\u7f6e\u7591\uff0cLlama 3 8B\u80af\u5b9a\u662f\u8981\u8d85\u8d8aLlama 2 7B\uff0c\u751a\u81f3\u78be\u538b\u4e86Llama 2 13B\u3002<\/p>\n<p>Llama 3 70B\u8981\u6bd4Llama 2 70B\uff0c\u5c24\u5176\u5728\u63a8\u7406\uff08MMLU\u3001ARC-Challenge\uff09\u3001AGIEval\u57fa\u51c6\u4e0a\u4e0a\uff0c\u5b9e\u73b0\u4e86\u5de8\u5927\u63d0\u5347\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/IyB0G0BmcDdH0yvpJPTL.png\" \/><\/p>\n<p>\u6307\u4ee4\u5fae\u8c03\u7248\u672c\u6bd4\u8f83\uff0cLlama 3 8B\u540c\u6837\u8d85\u8d8a\u4e86\u5f00\u6e90\u7684Gemma 7B\uff0c\u4ee5\u53caMistral 7B Instuct\u3002<\/p>\n<p>70B\u7248\u672c\u7684Llama 3\u5728\u63a8\u7406\uff08MMLU\uff09\u3001\u6570\u5b66\uff08GSM-8K\uff09\u3001\u751a\u81f3\u4ee3\u7801\uff08HumanEval\uff09\u57fa\u51c6\u4e0a\uff0c\u6bd4Gemini Pro 1.5\u548cClaude 3 Sonnet\u66f4\u52a0\u4eae\u773c\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/ZYdNOXoxit79h3UpszX0.png\" \/><\/p>\n<p>\u518d\u6765\u770b\u770b\u4e0e\u81ea\u5bb6Llama 2\u6307\u4ee4\u5fae\u8c03\u4e0d\u540c\u53c2\u6570\u7248\u672c\u7684\u6027\u80fd\u5bf9\u6bd4\u3002<\/p>\n<p>Llama 3 8B\u4e0e70B\u90fd\u8981\u6bd4\u76f8\u5bf9\u540c\u7b49\u53c2\u6570\u7684Llama 2\uff0c\u5f97\u5230\u4e86\u5f88\u5927\u7684\u63d0\u5347\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/w0XlXoGPX7L8dXUTddWp.png\" \/><\/p>\n<p>\u800c\u5728Llama 3\u7684\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0cMeta\u4e0d\u4ec5\u5173\u6ce8\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8fd8\u81f4\u529b\u4e8e\u4f18\u5316\u6a21\u578b\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<p>\u4e3a\u6b64\uff0cMeta\u5f00\u53d1\u4e86\u4e00\u4e2a\u9ad8\u8d28\u91cf\u4eba\u5de5\u8bc4\u4f30\u6570\u636e\u96c6\uff0c\u5305\u542b1,800\u4e2a\u63d0\u793a\uff0c\u8fd9\u4e9b\u63d0\u793a\u4e86\u6db5\u76d6\u4e8612\u4e2a\u5173\u952e\u7684\u5e94\u7528\u573a\u666f\uff0c\u5305\u62ec\u8be2\u95ee\u5efa\u8bae\u3001\u5934\u8111\u98ce\u66b4\u3001\u5206\u7c7b\u3001\u9009\u62e9\u9898\u3001\u7f16\u7801\u3001\u521b\u610f\u5199\u4f5c\u3001\u4fe1\u606f\u63d0\u53d6\u3001\u89d2\u8272\u626e\u6f14\u3001\u5f00\u653e\u6027\u95ee\u7b54\u3001\u903b\u8f91\u63a8\u7406\u3001\u6539\u5199\u548c\u603b\u7ed3\u3002<\/p>\n<p>\u4e3a\u4e86\u9632\u6b62Llama 3\u5728\u8bc4\u4f30\u6570\u636e\u96c6\u4e0a\u8fc7\u62df\u5408\uff0c\u5efa\u6a21\u56e2\u961f\u81ea\u5df1\u4e5f\u65e0\u6cd5\u8bbf\u95ee\u5b83\u3002<\/p>\n<p>\u4eba\u5de5\u8bc4\u4f30\u7ed3\u679c\u663e\u793a\uff0cLlama 3 70B\u7684\u8868\u73b0\u8fdc\u80dc\u4e8eLlama 2\u3001GPT-3.5\u3001Mistral Medium\u548cClaude Sonnet\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/OFAh8z7Re7RROjLsPKXX.png\" \/><\/p>\n<p>\u5927\u6a21\u578b\u53d1\u5c55\u5230\u5982\u4eca\uff0c\u518d\u8981\u5f80\u54ea\u91cc\u521b\u65b0\uff1f<\/p>\n<p>\u5728\u6574\u4e2a\u9879\u76ee\u4e2d\uff0cMeta\u91cd\u70b9\u5173\u6ce8\u4e86\u56db\u4e2a\u5173\u952e\u8981\u7d20\uff1a\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u6570\u636e\u3001\u6269\u5927\u8bad\u7ec3\u89c4\u6a21\u4ee5\u53ca\u6307\u4ee4\u5fae\u8c03\u3002<\/p>\n<h3>1. 128K token\u5206\u8bcd\u5668+GQA<\/h3>\n<p>\u5728\u67b6\u6784\u4e0a\uff0cMeta\u4f9d\u7136\u4e3aLlama 3\u9009\u62e9\u4e86Transformer\u67b6\u6784\u3002<\/p>\n<p>\u8fd9\u4e2a\u67b6\u6784\u662f\u76f8\u5bf9\u6807\u51c6\u7684\u7eaf\u89e3\u7801\u5668Transformer\uff0c\u4e0d\u8fc7\u76f8\u6bd4\u4e8eLlama 2\u505a\u4e86\u51e0\u4e2a\u5173\u952e\u6539\u8fdb\u3002<\/p>\n<p>\u6bd4\u5982\uff0cLlama 3\u4f7f\u7528\u4e86\u4e00\u4e2a\u5177\u6709128K\u4e2atoken\u7684\u5206\u8bcd\u5668\uff0c\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u7f16\u7801\u8bed\u8a00\uff0c\u8fd9\u5c31\u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/7RzgkBSmXrJbqzZw5cJZ.png\" \/><\/p>\n<p>\u800c\u4e3a\u4e86\u63d0\u9ad8Llama 3\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\uff0cMeta\u57288B\u548c70B\u4e24\u79cd\u89c4\u6a21\u4e0a\u90fd\u91c7\u7528\u4e86\u5206\u7ec4\u67e5\u8be2\u6ce8\u610f\u529b\uff08Grouped Query Attention\uff0cGQA\uff09\u673a\u5236\u3002<\/p>\n<p>\u6b64\u5916\uff0cMeta\u8fd8\u57288,192\u4e2atoken\u7684\u5e8f\u5217\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u901a\u8fc7\u63a9\u7801\u786e\u4fdd\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4e0d\u4f1a\u8de8\u8d8a\u6587\u6863\u8fb9\u754c\u3002<\/p>\n<h3>2. 15\u4e07\u4ebftoken\u8bad\u7ec3\uff0c7\u500d\u4e8eLlama 2<\/h3>\n<p>\u540c\u65f6\uff0c\u5927\u578b\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u4e5f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u4e3a\u4e86\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u56e2\u961f\u6295\u5165\u4e86\u5927\u91cf\u8d44\u6e90\u3002<\/p>\n<p>\u6700\u7ec8\uff0cLlama 3\u5728\u8d85\u8fc715\u4e07\u4ebf\u4e2atoken\u4e0a\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\uff0c\u800c\u8fd9\u4e9btoken\u90fd\u662f\u4ece\u516c\u5f00\u53ef\u7528\u7684\u6765\u6e90\u6536\u96c6\u7684\u3002<\/p>\n<p>\u5b83\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u6bd4Llama 2\u7684\u59277\u500d\uff0c\u5e76\u4e14\u5305\u542b4\u500d\u591a\u7684\u4ee3\u7801\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u591a\u8bed\u8a00\u573a\u666f\uff0cLlama 3\u7684\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u6709\u8d85\u8fc75%\u662f\u9ad8\u8d28\u91cf\u7684\u975e\u82f1\u8bed\u6570\u636e\uff0c\u6db5\u76d6\u4e8630\u591a\u79cd\u8bed\u8a00\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/8ZEvMEWXJuQdd7M43fWI.png\" \/><\/p>\n<p>\u540c\u65f6\uff0c\u4e3a\u4e86\u8ba9\u8bad\u7ec3\u6570\u636e\u5177\u6709\u8db3\u591f\u9ad8\u7684\u8d28\u91cf\uff0cMeta\u5f00\u53d1\u4e86\u4e00\u7cfb\u5217\u6570\u636e\u8fc7\u6ee4\u7ba1\u9053\u3002<\/p>\n<p>\u8fd9\u4e9b\u7ba1\u9053\u5305\u62ec\u4f7f\u7528\u4e86\u542f\u53d1\u5f0f\u8fc7\u6ee4\u5668\u3001NSFW\u8fc7\u6ee4\u5668\u3001\u8bed\u4e49\u53bb\u91cd\u65b9\u6cd5\u548c\u6587\u672c\u5206\u7c7b\u5668\uff0c\u7528\u6765\u9884\u6d4b\u6570\u636e\u8d28\u91cf\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4e00\u4e2a\u6709\u610f\u601d\u7684\u70b9\u5c31\u662f\u2014\u2014<\/p>\n<p>\u524d\u51e0\u4ee3\u7684Llama \u5728\u8bc6\u522b\u9ad8\u8d28\u91cf\u6570\u636e\u65b9\u9762\u5c45\u7136\u51fa\u5947\u5f97\u597d\uff0c\u56e0\u6b64\uff0cMeta\u4f7f\u7528Llama 2\u6765\u751f\u6210\u4e86\u7528\u4e8e\u8bad\u7ec3Llama 3\u7684\u6587\u672c\u8d28\u91cf\u5206\u7c7b\u5668\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u8bc4\u4f30\u5728\u6700\u7ec8\u7684\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u6df7\u5408\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u7684\u6700\u4f73\u65b9\u5f0f\uff0cMeta\u8fd8\u8fdb\u884c\u4e86\u5927\u91cf\u5b9e\u9a8c\u3002<\/p>\n<p>\u6700\u7ec8\uff0cMeta\u5c31\u80fd\u591f\u9009\u62e9\u4e00\u4e2a\u6570\u636e\u7ec4\u5408\uff0c\u8ba9Llama 3\u5728STEM\u3001\u7f16\u7801\u3001\u5386\u53f2\u77e5\u8bc6\u7b49\u5404\u79cd\u4f7f\u7528\u573a\u666f\u4e2d\uff0c\u90fd\u80fd\u8868\u73b0\u826f\u597d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/I8hhxgO47KGNyTmXlPqB.png\" \/><\/p>\n<h3>3. Scaling Law\u4f9d\u65e7\u662f\u738b\u9053<\/h3>\n<p>\u4e3a\u4e86\u6709\u6548\u5229\u7528\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u56e2\u961f\u5728\u6269\u5927\u9884\u8bad\u7ec3\u89c4\u6a21\u4e0a\uff0c\u6295\u5165\u4e86\u5927\u91cf\u7cbe\u529b\u3002<\/p>\n<p>\u9488\u5bf9\u4e0b\u6e38\u57fa\u51c6\u8bc4\u4f30\uff0cMeta\u5f00\u53d1\u4e86\u4e00\u7cfb\u5217\u8be6\u7ec6\u7684\u7f29\u653e\u5b9a\u5f8b\u3002\u8fd9\u5c31\u4fdd\u8bc1\u56e2\u961f\u80fd\u591f\u9009\u62e9\u6700\u4f73\u7684\u6570\u636e\u7ec4\u5408\uff0c\u540c\u65f6\u6700\u4f73\u5730\u5229\u7528\u8bad\u7ec3\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<p>\u800c\u7f29\u653e\u5b9a\u5f8b\u53ef\u4ee5\u5e2e\u52a9\u56e2\u961f\u5728\u5b9e\u9645\u8bad\u7ec3\u6a21\u578b\u4e4b\u524d\uff0c\u9884\u6d4b\u6700\u5927\u6a21\u578b\u5728\u5173\u952e\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u8fd9\u662f\u81f3\u5173\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u8fd9\u5c31\u80fd\u786e\u4fdd\uff0c\u6a21\u578b\u5728\u5404\u79cd\u4f7f\u7528\u573a\u666f\u548c\u80fd\u529b\u65b9\u9762\uff0c\u90fd\u6709\u51fa\u8272\u7684\u8868\u73b0\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u5bf9\u7f29\u653e\u884c\u4e3a\u89c2\u5bdf\u5230\u4e86\u6709\u4e86\u51e0\u4e2a\u6709\u8da3\u7684\u65b0\u73b0\u8c61\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u867d\u7136\u4e00\u4e2a8B\u53c2\u6570\u6a21\u578b\u7684Chinchilla\u6700\u4f18\u8bad\u7ec3\u8ba1\u7b97\u91cf\uff0c\u5bf9\u5e94\u4e8e\u7ea62000\u4ebf\u4e2atoken\uff0c\u4f46Meta\u53d1\u73b0\uff0c\u5373\u4f7f\u5728\u6a21\u578b\u63a5\u53d7\u4e86\u4e24\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\u7684\u6570\u636e\u8bad\u7ec3\u540e\uff0c\u6a21\u578b\u6027\u80fd\u4ecd\u5728\u7ee7\u7eed\u63d0\u9ad8\uff01<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/NYA0SOdZjX2dmdiHI16h.png\" \/><\/p>\n<p>\u800c8B\u548c70B\u53c2\u6570\u7684Llama 3\u5728\u63a5\u53d7\u4e86\u9ad8\u8fbe15T\u4e2atoken\u7684\u8bad\u7ec3\u540e\uff0c\u7ee7\u7eed\u5448\u5bf9\u6570\u7ebf\u6027\u63d0\u9ad8\u3002<\/p>\n<p>\u66f4\u5927\u7684\u6a21\u578b\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u8bad\u7ec3\u8ba1\u7b97\uff0c\u6765\u5339\u914d\u8fd9\u4e9b\u8f83\u5c0f\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4e0d\u8fc7\uff0c\u7531\u4e8e\u5c0f\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u6548\u7387\u66f4\u9ad8\uff0c\u56e0\u6b64\u53cd\u800c\u66f4\u53d7\u9752\u7750\u3002<\/p>\n<p>\u4e3a\u4e86\u8bad\u7ec3\u6700\u5927\u7684Llama 3\u6a21\u578b\uff0c\u56e2\u961f\u7ed3\u5408\u4e86\u4e09\u79cd\u5e76\u884c\u5316\u65b9\u5f0f\uff1a\u6570\u636e\u5e76\u884c\u3001\u6a21\u578b\u5e76\u884c\u548c\u6d41\u6c34\u7ebf\u5e76\u884c\u3002<\/p>\n<p>\u7531\u6b64\uff0c\u56e2\u961f\u8fbe\u5230\u4e86\u6700\u9ad8\u6548\u7684\u5b9e\u73b0\uff1a\u5728\u540c\u65f6\u4f7f\u752816K\u4e2aGPU\u8bad\u7ec3\u65f6\uff0c\u6bcf\u4e2aGPU\u7684\u8ba1\u7b97\u5229\u7528\u7387\u8d85\u8fc7\u4e86400 TFLOPS\u3002<\/p>\n<p>\u56e2\u961f\u5728\u4e24\u4e2a\u5b9a\u5236\u768424K 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id=\"toc-3\" class=\"jltoc--item\">\u4e09\u3001\u7f51\u9875\u7248Meta AI\u514d\u767b\u5f55\uff0c\u5373\u53ef\u804a<\/h2>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u4eca\u5929Meta\u8fd8\u653e\u51fa\u4e86\u7f51\u9875\u7248Meta AI\uff0c\u7531\u6700\u65b0Llama 3\u52a0\u6301\uff0c\u53f7\u79f0\u662f\u5168\u7403\u9876\u5c16\u7684AI\u52a9\u624b\u4e4b\u4e00\u3002<\/p>\n<p>\u6574\u4e2a\u9875\u9762UI\u8bbe\u8ba1\u975e\u5e38\u7b80\u6d01\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5bf9\u8bdd\uff0c\u8fd8\u652f\u6301\u751f\u56fe\u529f\u80fd\u3002<\/p>\n<p>\u4e0eChatGPT-3.5\u514d\u6ce8\u518c\u767b\u5f55\u7c7b\u4f3c\uff0c\u4e0eMeta AI\u804a\u5929\u529f\u80fd\uff0c\u8fdb\u5165\u7f51\u9875\u968f\u65f6\u968f\u5730\u5373\u53ef\u5f00\u542f\uff0c\u65e0\u9700\u767b\u5f55\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/04\/wqdZIeTMcfCOP3WYyNZY.png\" \/><\/p>\n<p style=\"text-align: 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