{"id":18447,"date":"2024-09-07T10:18:13","date_gmt":"2024-09-07T02:18:13","guid":{"rendered":"http:\/\/139.9.1.231\/?p=18447"},"modified":"2024-12-30T13:44:23","modified_gmt":"2024-12-30T05:44:23","slug":"mixtral-8x7b","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/09\/07\/mixtral-8x7b\/","title":{"rendered":"MoE-Mixtral 8x7B"},"content":{"rendered":"\n<ul class=\"has-light-gray-background-color has-background\"><li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2401.04088.pdf<\/li><li>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/mistralai\/mistral-src<\/li><li>\u8bba\u6587\u4e3b\u9875\uff1ahttps:\/\/mistral.ai\/news\/mixtral-of-experts\/<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"913\" height=\"334\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-3.png\" alt=\"\" class=\"wp-image-18483\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-3.png 913w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-3-300x110.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-3-768x281.png 768w\" sizes=\"(max-width: 913px) 100vw, 913px\" \/><figcaption>\u4e13\u5bb6\u5c42\u7684\u6df7\u5408\u3002\u6bcf\u4e2a\u8f93\u5165\u5411\u91cf\u7531\u8def\u7531\u5668\u5206\u914d\u7ed9 8 \u4e2a\u4e13\u5bb6\u4e2d\u7684 2 \u4e2a\u3002\u8be5\u5c42\u7684\u8f93\u51fa\u662f\u4e24\u4e2a\u6240\u9009\u4e13\u5bb6\u8f93\u51fa\u7684\u52a0\u6743\u548c\u3002\u5728 Mixtral \u4e2d\uff0c\u4e13\u5bb6\u662f\u6807\u51c6\u524d\u9988\u5757\uff0c\u5c31\u50cf\u666e\u901a\u53d8\u538b\u5668\u67b6\u6784\u4e2d\u4e00\u6837<\/figcaption><\/figure>\n\n\n\n<p>       Mixtral 8x7B\u7531\u6cd5\u56fd\u7684Mistral AI\u53d1\u5e03\uff0c\u6027\u80fd\u76f4\u903cLlama2-70B\uff0c\u8d85\u8d8a\u4e86GPT-3.5\u3002\u6b64\u524d\uff0c\u7531\u4e8e OpenAI \u56e2\u961f\u4e00\u76f4\u5bf9 GPT-4 \u7684<mark>\u53c2\u6570<\/mark>\u91cf\u548c\u8bad\u7ec3\u7ec6\u8282\u5b88\u53e3\u5982\u74f6\u3002Mistral 8x7B \u7684\u653e\u51fa\uff0c\u65e0\u7591\u7ed9\u5e7f\u5927\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u79cd\u300c\u975e\u5e38\u63a5\u8fd1 GPT-4\u300d\u7684\u5f00\u6e90\u9009\u9879\u3002\u8981\u77e5\u9053\uff0c\u5f88\u65e9\u4e4b\u524d\u5c31\u6709\u4eba\u7206\u6599\uff0cOpenAI \u4e5f\u662f\u91c7\u7528\u4e86\u300c\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u300d\uff08Mixture of Experts\uff0cMoE\uff09\u7684\u6784\u67b6\u6765\u642d\u5efa GPT-4\u3002<\/p>\n\n\n\n<p>Mixtral 8x7B \u662f\u4e00\u79cd\u5177\u6709\u5f00\u653e<mark>\u6743\u91cd<\/mark>\u7684\u7a00\u758f\u4e13\u5bb6\u6df7\u5408\u6a21\u578b (Sparse Mixture of Experts \uff1a SMoE)\uff0c\u5728\u5927\u591a\u6570<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u90fd<strong>\u4f18\u4e8e Llama 2 70B \u548c GPT-3.5<\/strong>\u3002Mixtral \u53ef\u4ee5\u5728\u5c0f\u6279\u91cf\u5927\u5c0f\u4e0b\u5b9e\u73b0\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u5e76\u5728\u5927\u6279\u91cf\u5927\u5c0f\u4e0b\u5b9e\u73b0\u66f4\u9ad8\u7684\u541e\u5410\u91cf\u3002<strong>Mixtral \uff08\u5373 Mixtral 8x7B\uff09\u4e0e\u5355\u4e2a Mistral 7B \u67b6\u6784\u76f8\u540c<\/strong>\u3002Mistral 7B \u6a21\u578b\u540c\u6837\u6765\u81ea\u8fd9\u5bb6\u6cd5\u56fd<mark>\u4eba\u5de5\u667a\u80fd<\/mark>\u521d\u521b\u516c\u53f8 Mistral AI \uff0c\u8fd9\u7bc7\u8bba\u6587\u53d1\u8868\u4e8e\u53bb\u5e74 10 \u6708\uff0c\u5728\u6bcf\u4e2a<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\uff0cMistral 7B \u90fd\u4f18\u4e8e Llama 2 13B\uff0c\u5e76\u4e14\u5728\u4ee3\u7801\u3001\u6570\u5b66\u548c\u63a8\u7406\u65b9\u9762\u4e5f\u4f18\u4e8e LLaMA 1 34B\u3002<br><br>\u4e0e Mistral 7B \u4e0d\u540c\u7684\u662f\uff0cMixtral 8x7B \u662f\u4e00\u79cd\u4ec5\u5305\u542b\u89e3\u7801\u5668\u7684\u6a21\u578b\uff0c<strong>\u6bcf\u5c42\u7531 8 \u4e2a\u524d\u9988\u5757\uff08\u5373\u4e13\u5bb6\uff09\u7ec4\u6210<\/strong>\u3002\u5bf9\u4e8e\u6bcf\u4e2a token\uff0c\u5728\u6bcf\u4e00\u5c42\uff0c<strong>\u8def\u7531\u5668\u7f51\u7edc<\/strong>\u90fd\u4f1a\u9009\u62e9\u4e24\u540d\u4e13\u5bb6\u6765\u5904\u7406\u5f53\u524d\u72b6\u6001\u5e76\u7ec4\u5408\u4ed6\u4eec\u7684\u8f93\u51fa\u3002\u5c3d\u7ba1\u6bcf\u4e2a token \u53ea\u770b\u5230\u4e24\u4e2a\u4e13\u5bb6\uff0c\u4f46\u6240\u9009\u7684\u4e13\u5bb6\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u4e0a\u90fd\u53ef\u80fd\u4e0d\u540c\u3002\u56e0\u6b64\uff0c\u6bcf\u4e2a token \u53ef\u4ee5\u8bbf\u95ee 47B&nbsp;<mark>\u53c2\u6570<\/mark>\uff0c\u4f46\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d<strong>\u4ec5\u4f7f\u7528 13B \u6fc0\u6d3b<mark>\u53c2\u6570<\/mark><\/strong>\u3002<br>\u4ece\u8fd9\u91cc\u6211\u4eec\u4e5f\u53ef\u4ee5\u770b\u51fa\uff0cMixtral 8x7B \u5e76\u4e0d\u662f\u5927\u5bb6\u8ba4\u4e3a\u7684\u6709 8 \u4e2a Mistral 7B \u6a21\u578b\uff0c\u540d\u5b57\u4e2d\u7684 8 \u4ee3\u8868 8 \u4e2a\u4e13\u5bb6\u3002<\/p>\n\n\n\n<p><strong>Mixtral \u9884\u8bad\u7ec3\u4e0a\u4e0b\u6587\u7684\u5927\u5c0f\u4e3a 32k\uff0c\u5728\u591a\u9879<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\uff0c\u5b83\u7684\u6027\u80fd\u8fbe\u5230\u6216\u8d85\u8fc7 Llama 2 70B \u548c GPT-3.5<\/strong>\u3002\u5c24\u5176\u662f\uff0cMixtral \u5728\u6570\u5b66\u3001\u4ee3\u7801\u751f\u6210\u548c\u9700\u8981\u591a\u8bed\u8a00\u7406\u89e3\u7684\u4efb\u52a1\u65b9\u9762\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u80fd\u529b\uff0c\u5e76\u5728\u8fd9\u4e9b\u9886\u57df\u663e\u8457\u4f18\u4e8e Llama 2 70B\u3002\u5b9e\u9a8c\u8868\u660e\uff0cMixtral \u80fd\u591f\u6210\u529f\u5730\u4ece 32k token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u68c0\u7d22\u4fe1\u606f\uff0c\u65e0\u8bba\u5e8f\u5217\u957f\u5ea6\u548c\u4fe1\u606f\u5728\u5e8f\u5217\u4e2d\u7684\u4f4d\u7f6e\u5982\u4f55\u3002<br>    <strong> \u9664\u4e86 Mixtral 8x7B\uff0c\u8be5\u7814\u7a76\u8fd8\u63a8\u51fa\u4e86 Mixtral 8x7B \u2013 Instruct \u804a\u5929\u6a21\u578b\uff0c\u5176\u6027\u80fd\u5728\u4eba\u7c7b\u8bc4\u4f30<mark>\u57fa\u51c6<\/mark>\u4e0a\u660e\u663e\u8d85\u8fc7\u4e86 GPT-3.5 Turbo\u3001Claude-2.1\u3001Gemini Pro \u548c Llama 2 70B \u804a\u5929\u6a21\u578b\u3002\u5728 BBQ \u548c BOLD \u7b49<mark>\u57fa\u51c6<\/mark>\u4e2d\uff0cMixtral &#8211; Instruct \u4e5f\u663e\u793a\u51fa\u66f4\u5c11\u7684\u504f\u89c1\u3002<\/strong><\/p>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u6709\u7814\u7a76\u8005\u8868\u793a Mixtral \u4e2d\u7684\u4e13\u5bb6\u4f3c\u4e4e\u4e13\u6ce8\u4e8e\u8bed\u6cd5\u800c\u4e0d\u662f\u9886\u57df\uff0c\u7279\u522b\u662f\u5728\u521d\u59cb\u5c42\u548c\u6700\u7ec8\u5c42\uff08\u53c2\u89c1\u8def\u7531\u5206\u6790\u90e8\u5206\uff09<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-4.png\" alt=\"\" class=\"wp-image-18490\" width=\"449\" height=\"355\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-4.png 873w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-4-300x237.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-4-768x607.png 768w\" sizes=\"(max-width: 449px) 100vw, 449px\" \/><\/figure><\/div>\n\n\n\n<p>Mixtral 8x7B \u5982\u6b64\u4ee4\u4eba\u5174\u594b\u7684\u539f\u56e0\u5728\u4e8e\u5b83\u63a2\u7d22\u4e86\u4e00\u79cd\u65b0\u7684\u67b6\u6784\u8303\u5f0f\uff0c\u5373<strong>\u300c\u4e13\u5bb6\u6df7\u5408\u300d<\/strong>\u7684\u65b9\u6cd5\uff0c\u4e0e\u5927\u591a\u6570 LLM \u6240\u9075\u5faa\u7684\u65b9\u6cd5\u5f62\u6210\u9c9c\u660e\u7684\u5bf9\u6bd4\u3002<strong>MoE \u7ed3\u5408\u4e86\u591a\u4e2a\u4e13\u5bb6\u6a21\u578b\u7684\u4f18\u52bf\u6765\u89e3\u51b3\u95ee\u9898\uff0c\u5728 MoE \u4e2d\uff0c\u4ec5\u4f7f\u7528\u4e00\u540d\u6216\u5c11\u6570\u4e13\u5bb6\u5c31\u80fd\u8fdb\u884c\u9884\u6d4b\u3002<\/strong>\u8fd9\u79cd\u65b9\u6cd5\u6709\u4e24\u4e2a\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8def\u7531\u5668\uff1a\u51b3\u5b9a\u5bf9\u4e8e\u7ed9\u5b9a\u8f93\u5165\u4fe1\u4efb\u54ea\u4e2a\u4e13\u5bb6\u4ee5\u53ca\u5982\u4f55\u6743\u8861\u6bcf\u4e2a\u4e13\u5bb6\u5bf9\u4e8e\u7279\u5b9a\u8f93\u5165\u7684\u7ed3\u679c<\/strong>\u3002<\/li><li><strong>\u4e13\u5bb6\uff1a\u4e13\u95e8\u7814\u7a76\u95ee\u9898\u4e0d\u540c\u65b9\u9762\u7684\u4e2a\u4f53\u6a21\u578b\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u5728 Mixtral \u7684\u6848\u4f8b\u4e2d\uff0c\u6709\u516b\u4f4d\u4e13\u5bb6\uff0c\u5176\u4e2d\u4e24\u4f4d\u662f\u88ab\u9009\u4e2d\u7684\u3002\u6211\u4eec\u63a5\u4e0b\u6765\u770b\u5177\u4f53\u7ec6\u8282\u3002<\/p>\n\n\n\n<h3><strong>\u67b6\u6784\u7ec6\u8282<\/strong><\/h3>\n\n\n\n<p>Mixtral \u57fa\u4e8e Transformer \u67b6\u6784\uff0c\u652f\u6301\u4e0a\u4e0b\u6587\u957f\u5ea6\u8fbe\u5230 32k token\uff0c\u5e76\u4e14\u524d\u9988\u5757\u88ab Mixture-of-Expert\uff08MoE\uff09\u5c42\u53d6\u4ee3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-5.png\" alt=\"\" class=\"wp-image-18493\" width=\"208\" height=\"248\"\/><\/figure>\n\n\n\n<h3><strong>\u7a00\u758f\u4e13\u5bb6\u6df7\u5408<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"517\" height=\"220\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-6.png\" alt=\"\" class=\"wp-image-18495\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-6.png 517w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-6-300x128.png 300w\" sizes=\"(max-width: 517px) 100vw, 517px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u8f93\u5165 x\uff0cMoE \u6a21\u5757\u7684\u8f93\u51fa\u7531<mark>\u4e13\u5bb6\u7f51\u7edc<\/mark>\u8f93\u51fa\u7684\u52a0\u6743\u548c\u51b3\u5b9a\uff0c\u5176\u4e2d<mark>\u6743\u91cd<\/mark>\u7531\u95e8\u63a7\u7f51\u7edc\u7684\u8f93\u51fa\u7ed9\u51fa\u3002\u5373\u7ed9\u5b9a n \u4e2a<mark>\u4e13\u5bb6\u7f51\u7edc<\/mark>&nbsp;{E_0, E_i\uff0c \u2026\uff0c E_(n\u22121)}\uff0c\u5219\u4e13\u5bb6\u5c42\u7684\u8f93\u51fa\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-7.png\" alt=\"\" class=\"wp-image-18497\" width=\"141\" height=\"47\"\/><\/figure><\/div>\n\n\n\n<p>\u8fd9\u91cc\uff0cG (x)_i \u8868\u793a\u7b2c i \u4e2a\u4e13\u5bb6\u7684\u95e8\u63a7\u7f51\u7edc\u7684 n \u7ef4\u8f93\u51fa\uff0cE_i (x) \u662f\u7b2c i \u4e2a<mark>\u4e13\u5bb6\u7f51\u7edc<\/mark>\u7684\u8f93\u51fa\u3002\u4e0d\u8fc7\u5b9e\u73b0 G (x) \u6709\u591a\u79cd\u66ff\u4ee3\u65b9\u6848\uff0c\u5176\u4e2d\u7b80\u5355\u4e14\u9ad8\u6027\u80fd\u7684\u65b9\u6cd5\u662f\u901a\u8fc7\u5728\u7ebf\u6027\u5c42\u7684 Top-K logits \u4e0a\u91c7\u7528 softmax \u6765\u5b9e\u73b0\u3002\u5373\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-8.png\" alt=\"\" class=\"wp-image-18498\" width=\"255\" height=\"25\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-8.png 337w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-8-300x29.png 300w\" sizes=\"(max-width: 255px) 100vw, 255px\" \/><\/figure><\/div>\n\n\n\n<p>MoE \u5c42\u53ef\u4ee5\u5728\u5177\u6709\u9ad8\u6027\u80fd\u4e13\u7528\u5185\u6838\u7684\u5355\u4e2a GPU \u4e0a\u9ad8\u6548\u8fd0\u884c\u3002\u4f8b\u5982\uff0cMegablocks \u5c06 MoE \u5c42\u7684\u524d\u9988\u7f51\u7edc\uff08FFN\uff09\u64cd\u4f5c\u8f6c\u6362\u4e3a\u5927\u578b\u7a00\u758f\u77e9\u9635\u4e58\u6cd5\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u6267\u884c\u901f\u5ea6\u3002\u6b64\u5916\uff0cMoE \u5c42\u53ef\u4ee5\u901a\u8fc7\u6807\u51c6\u6a21\u578b\u5e76\u884c\u6280\u672f\u4ee5\u53ca\u4e00\u79cd\u79f0\u4e3a\u4e13\u5bb6\u5e76\u884c (EP) \u7684\u7279\u6b8a\u5206\u533a\u7b56\u7565\u5206\u5e03\u5230\u591a\u4e2a GPU \u4e0a\u3002&nbsp;<br>\u5728 MoE \u5c42\u6267\u884c\u671f\u95f4\uff0c\u672c\u5e94\u7531\u7279\u5b9a\u4e13\u5bb6\u5904\u7406\u7684 token \u5c06\u88ab\u8def\u7531\u5230\u76f8\u5e94\u7684 GPU \u8fdb\u884c\u5904\u7406\uff0c\u5e76\u4e14\u4e13\u5bb6\u7684\u8f93\u51fa\u5c06\u8fd4\u56de\u5230\u539f\u59cb token \u4f4d\u7f6e\u3002<br>\u5728 Transformer \u6a21\u578b\u4e2d\uff0cMoE \u5c42\u72ec\u7acb\u7684\u5e94\u7528\u4e8e\u6bcf\u4e2a token\uff0c\u5e76\u53d6\u4ee3 Transformer \u5757\u7684\u524d\u9988 (FFN) \u5b50\u5757\u3002<strong>\u5bf9\u4e8e Mixtral\uff0c\u8be5\u7814\u7a76\u4f7f\u7528\u4e0e\u4e13\u5bb6\u51fd\u6570 E_i (x) \u76f8\u540c\u7684 SwiGLU \u67b6\u6784\uff0c\u5e76\u8bbe\u7f6e K = 2\u3002\u8fd9\u610f\u5473\u7740\u6bcf\u4e2a token \u90fd\u88ab\u8def\u7531\u5230\u5177\u6709\u4e0d\u540c<mark>\u6743\u91cd<\/mark>\u96c6\u7684\u4e24\u4e2a SwiGLU \u5b50\u5757\u3002\u5c06\u6240\u6709\u8fd9\u4e9b\u653e\u5728\u4e00\u8d77\uff0c\u8f93\u5165 token x \u7684\u8f93\u51fa y \u8ba1\u7b97\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-9.png\" alt=\"\" class=\"wp-image-18501\" width=\"286\" height=\"44\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-9.png 453w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-9-300x46.png 300w\" sizes=\"(max-width: 286px) 100vw, 286px\" \/><\/figure><\/div>\n\n\n\n<h3><strong>\u5b9e\u9a8c\u53ca\u7ed3\u679c<\/strong><\/h3>\n\n\n\n<p>\u7814\u7a76\u8005\u5c06 Mixtral \u4e0e Llama \u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5e76\u4f7f\u7528\u81ea\u5df1\u7684\u8bc4\u4f30 pipeline \u91cd\u65b0\u8fd0\u884c\u4e86\u6240\u6709<mark>\u57fa\u51c6<\/mark>\uff0c\u4ee5\u8fdb\u884c\u516c\u5e73\u6bd4\u8f83\u3002\u8be5\u7814\u7a76\u5bf9\u4ee5\u4e0b\u5404\u79cd\u4efb\u52a1\u7684\u6027\u80fd\u8fdb\u884c\u4e86\u6d4b\u91cf\uff1a<mark>\u5e38\u8bc6\u63a8\u7406<\/mark>\u3001\u4e16\u754c\u77e5\u8bc6\u3001\u9605\u8bfb\u7406\u89e3\u3001\u6570\u5b66\u3001\u4ee3\u7801\u7b49\u3002\u5177\u4f53\u4efb\u52a1\u8be6\u60c5\u89c1\u539f\u8bba\u6587.<\/p>\n\n\n\n<p>\u8868 2 \u5217\u51fa\u4e86 Mixtral\u3001Mistral 7B \u548c Llama 2 7B\/13B\/70B \u4ee5\u53ca Llama 1 34B \u7684\u8be6\u7ec6\u7ed3\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1006\" height=\"223\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-10.png\" alt=\"\" class=\"wp-image-18507\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-10.png 1006w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-10-300x67.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-10-768x170.png 768w\" sizes=\"(max-width: 1006px) 100vw, 1006px\" \/><\/figure>\n\n\n\n<p>\u56fe 2 \u6bd4\u8f83\u4e86 Mixtral \u548c Llama \u5728\u4e0d\u540c\u7c7b\u522b\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002\u5728\u5927\u591a\u6570\u6307\u6807\u4e0a\uff0cMixtral \u90fd\u8d85\u8fc7\u4e86 Llama 2 70B\u3002\u7279\u522b\u662f\u5728\u4ee3\u7801\u548c\u6570\u5b66<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\uff0cMixtral \u7684\u8868\u73b0\u66f4\u80dc\u4e00\u7b79\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1000\" height=\"433\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-11.png\" alt=\"\" class=\"wp-image-18508\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-11.png 1000w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-11-300x130.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-11-768x333.png 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p>\u7814\u7a76\u8005\u5c06 Mixtral \u4e0e Llama 2 \u7cfb\u5217\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u5982\u56fe 3 \u6240\u793a\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u7a00\u758f\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\uff0cMixtral \u6bcf\u4e2a token \u4ec5\u4f7f\u7528 13B \u4e2a\u6fc0\u6d3b<mark>\u53c2\u6570<\/mark>\u3002\u5c3d\u7ba1\u6fc0\u6d3b<mark>\u53c2\u6570<\/mark>\u51cf\u5c11\u4e86 5 \u500d\uff0cMixtral \u5728\u5927\u591a\u6570\u7c7b\u522b\u4e2d\u4ecd\u7136\u80fd\u591f\u80dc\u8fc7 70 \u4ebf<mark>\u53c2\u6570<\/mark>\u7684 Llama 2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"594\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-12-1024x594.png\" alt=\"\" class=\"wp-image-18510\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-12-1024x594.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-12-300x174.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-12-768x446.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-12.png 1065w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u591a\u8bed\u8a00<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5<\/strong><br>\u4e0e Mistral 7B \u76f8\u6bd4\uff0c\u7814\u7a76\u8005\u5728\u9884\u8bad\u7ec3\u65f6\u5927\u5e45\u63d0\u9ad8\u4e86\u591a\u8bed\u8a00\u6570\u636e\u7684\u91c7\u6837\u6bd4\u4f8b\u3002\u989d\u5916\u7684\u5bb9\u91cf\u4f7f Mixtral \u5728\u591a\u8bed\u8a00<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u8f83\u9ad8\u7684\u82f1\u8bed<mark>\u51c6\u786e\u7387<\/mark>\u3002\u5982\u8868 4 \u6240\u793a\uff0cMixtral \u5728\u6cd5\u8bed\u3001\u5fb7\u8bed\u3001\u897f\u73ed\u7259\u8bed\u548c\u610f\u5927\u5229\u8bed\u65b9\u9762\u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e Llama 2 70B\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"864\" height=\"166\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-13.png\" alt=\"\" class=\"wp-image-18511\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-13.png 864w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-13-300x58.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-13-768x148.png 768w\" sizes=\"(max-width: 864px) 100vw, 864px\" \/><\/figure>\n\n\n\n<p><strong>\u957f\u8ddd\u79bb\u6027\u80fd<\/strong><br>\u56fe 4\uff08\u5de6\uff09\u7ed3\u679c\u8868\u660e\uff0c\u65e0\u8bba\u4e0a\u4e0b\u6587\u957f\u5ea6\u6216 passkey \u5728\u5e8f\u5217\u4e2d\u7684\u4f4d\u7f6e\u5982\u4f55\uff0cMixtral \u7684\u68c0\u7d22<mark>\u51c6\u786e\u7387<\/mark>\u90fd\u8fbe\u5230\u4e86 100%\u3002\u56fe 4\uff08\u53f3\uff09\u663e\u793a\uff0c\u968f\u7740\u4e0a\u4e0b\u6587\u5927\u5c0f\u7684\u589e\u52a0\uff0cMixtral \u5728 proof-pile \u6570\u636e\u96c6\u7684\u4e00\u4e2a\u5b50\u96c6\u4e0a\u7684\u56f0\u60d1\u5ea6\u5355\u8c03\u964d\u4f4e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/5a756bf0-8a9f-4387-a99b-20bb91615233\/640.png\" alt=\"\u56fe\u7247\" width=\"581\" height=\"242\"\/><\/figure>\n\n\n\n<p><strong>\u504f\u89c1<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5<\/strong><br>\u7814\u7a76\u8005\u4f7f\u7528\u4ed6\u4eec\u81ea\u5df1\u7684\u8bc4\u4f30\u6846\u67b6\u5bf9 Llama 2 \u548c Mixtral \u5728 BBQ \u548c BOLD \u4e0a\u8fdb\u884c<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\uff0c\u7ed3\u679c\u5982\u8868 5 \u6240\u793a\u3002\u4e0e Llama 2 \u76f8\u6bd4\uff0cMixtral \u5728 BBQ&nbsp;<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u5c55\u73b0\u51fa\u8f83\u5c11\u7684\u504f\u89c1\u3002\u5728 BOLD \u7684\u4e2d\uff0c\u66f4\u9ad8\u7684\u5e73\u5747\u60c5\u611f\u5f97\u5206\u610f\u5473\u7740\u66f4\u79ef\u6781\u7684\u60c5\u611f\uff0c\u800c\u66f4\u4f4e\u7684\u6807\u51c6\u5dee\u8868\u793a\u8be5\u7fa4\u7ec4\u5185\u7684\u504f\u89c1\u8f83\u5c11\u3002\u603b\u4f53\u800c\u8a00\uff0cMixtral \u6bd4 Llama 2 \u663e\u793a\u51fa\u66f4\u79ef\u6781\u7684\u60c5\u611f\uff0c\u5e76\u4e14\u5404\u7ec4\u5185\u7684\u5dee\u5f02\u7c7b\u4f3c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/2bfc4c5e-844e-49f7-8972-9225ab19e844\/640.png\" alt=\"\u56fe\u7247\" width=\"486\" height=\"341\"\/><\/figure>\n\n\n\n<p><strong>\u8def\u7531\u5206\u6790<\/strong><br>\u7814\u7a76\u8005\u5bf9\u8def\u7531\u5668\u9009\u62e9\u4e13\u5bb6\u7684\u60c5\u51b5\u8fdb\u884c\u4e86\u5c11\u91cf\u5206\u6790\uff0c\u4ed6\u4eec\u5c24\u5176\u60f3\u77e5\u9053\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u4e9b\u4e13\u5bb6\u662f\u5426\u4e13\u653b\u67d0\u4e9b\u7279\u5b9a\u9886\u57df\uff0c\u5982\u6570\u5b66\u3001\u751f\u7269\u5b66\u3001\u54f2\u5b66\u7b49\u3002<br>\u4e3a\u4e86\u7814\u7a76\u8fd9\u4e00\u70b9\uff0c\u7814\u7a76\u8005\u6d4b\u91cf\u4e86\u5728 The Pile \u9a8c\u8bc1\u6570\u636e\u96c6\u7684\u4e0d\u540c\u5b50\u96c6\u4e2d\u6240\u9009\u4e13\u5bb6\u7684\u5206\u5e03\u60c5\u51b5\u3002\u56fe 7 \u5c55\u793a\u4e86\u7b2c 0 \u5c42\u3001\u7b2c 15 \u5c42\u548c\u7b2c 31 \u5c42\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/c700ceab-c165-48a3-89a9-a97f4b1c9d8a\/640.png\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u7814\u7a76\u8005\u5728\u6839\u636e\u4e3b\u9898\u5206\u914d\u4e13\u5bb6\u65f6\u6ca1\u6709\u89c2\u5bdf\u5230\u660e\u663e\u7684\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u5728\u6240\u6709\u5c42\u4e2d\uff0cArXiv \u8bba\u6587\uff08\u7528 Latex \u7f16\u5199\uff09\u3001\u751f\u7269\u5b66\uff08PubMed Abstracts\uff09\u548c\u54f2\u5b66\uff08PhilPapers\uff09\u6587\u6863\u7684\u4e13\u5bb6\u5206\u914d\u5206\u5e03\u975e\u5e38\u76f8\u4f3c\u3002\u53ea\u6709\u5728 DM \u6570\u5b66\u4e2d\uff0c\u4e13\u5bb6\u7684\u5206\u5e03\u7565\u6709\u4e0d\u540c\u3002<br>\u8fd9\u8868\u660e\u8def\u7531\u5668\u8868\u73b0\u51fa\u4e00\u4e9b\u7ed3\u6784\u5316\u7684\u8bed\u6cd5\u884c\u4e3a\u3002<br>\u56fe 8 \u663e\u793a\u4e86\u4e0d\u540c\u9886\u57df\uff08Python \u4ee3\u7801\u3001\u6570\u5b66\u548c\u82f1\u8bed\uff09\u7684\u6587\u672c\u793a\u4f8b\uff0c\u5176\u4e2d\u6bcf\u4e2a token \u90fd\u7528\u4e0e\u5176\u6240\u9009\u4e13\u5bb6\u76f8\u5bf9\u5e94\u7684\u80cc\u666f\u8272\u7a81\u51fa\u663e\u793a\u3002\u4ece\u56fe 8 \u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u8fde\u7eed\u7684 token \u5f80\u5f80\u88ab\u5206\u914d\u7ed9\u76f8\u540c\u7684\u4e13\u5bb6\u3002<br>\u6bcf\u4e2a token \u90fd\u7528\u7b2c\u4e00\u4e2a\u4e13\u5bb6\u9009\u62e9\u7740\u8272\u3002\u4e13\u5bb6\u7684\u9009\u62e9\u4f3c\u4e4e\u66f4\u7b26\u5408\u8bed\u6cd5\u800c\u4e0d\u662f\u9886\u57df\uff0c\u7279\u522b\u662f\u5728\u521d\u59cb\u5c42\u548c\u6700\u540e\u5c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/7728dcdb-f4ac-4245-b860-090ec9ccd56c\/640.png\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u8868 5 \u663e\u793a\u4e86\u6bcf\u4e2a\u9886\u57df\u548c\u5c42\u4e2d\u8fde\u7eed token \u83b7\u5f97\u76f8\u540c\u4e13\u5bb6\u5206\u914d\u7684\u6bd4\u4f8b\u3002\u5bf9\u4e8e\u8f83\u9ad8\u7684\u5c42\uff0c\u91cd\u590d\u8fde\u7eed\u5206\u914d\u7684\u6bd4\u4f8b\u660e\u663e\u9ad8\u4e8e\u968f\u673a\u5206\u914d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/611c91f6-4f15-408e-84eb-a9a98d5338ca\/640.png\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2401.04088.pdf \u9879\u76ee\u5730\u5740\uff1ahttps:\/\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/09\/07\/mixtral-8x7b\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">MoE-Mixtral 8x7B<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18447"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=18447"}],"version-history":[{"count":34,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18447\/revisions"}],"predecessor-version":[{"id":23448,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18447\/revisions\/23448"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=18447"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=18447"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=18447"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}