{"id":686,"date":"2025-01-29T07:35:31","date_gmt":"2025-01-29T07:35:31","guid":{"rendered":"https:\/\/janusai.pro\/?p=686"},"modified":"2025-01-29T07:37:05","modified_gmt":"2025-01-29T07:37:05","slug":"i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive","status":"publish","type":"post","link":"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/","title":{"rendered":"\u6211\u628a DeepSeek-R1 \u7684\u63a8\u7406\u80fd\u529b\u77e5\u8bc6\u63d0\u70bc\u5230\u4e86 Qwen2 \u4e2d\uff0c\u7ed3\u679c\u771f\u662f\u7206\u70b8\u6027\u7684\uff01\uff01\uff01\"\uff01"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A0_What_is_knowledge_distillation\" >\u2160.\u4ec0\u4e48\u662f\u77e5\u8bc6\u84b8\u998f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#IICore_concepts\" >\u4e8c. \u6838\u5fc3\u6982\u5ff5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#21_Template_design\" >2.1 \u6a21\u677f\u8bbe\u8ba1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\" >2.2 \u63a8\u7406\u8f68\u8ff9\uff1a\u6a21\u578b\u89e3\u51b3\u65b9\u6848\u7684 \"\u601d\u7ef4\u94fe\"<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\" >2.3 \u62d2\u7edd\u91c7\u6837\uff1a\u4ece \"\u8bd5\u9519 \"\u4e2d\u7b5b\u9009\u51fa\u597d\u6570\u636e<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A2Generation_of_distilled_data\" >\u2162.\u751f\u6210\u63d0\u70bc\u6570\u636e<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Data_sources\" >\u6570\u636e\u6765\u6e90<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Distillation_data_generation_process\" >\u84b8\u998f\u6570\u636e\u751f\u6210\u8fc7\u7a0b\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A3Distillation_process\" >\u2163.\u84b8\u998f\u8fc7\u7a0b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Teacher_and_student_roles\" >\u6559\u5e08\u548c\u5b66\u751f\u7684\u89d2\u8272\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Training_steps\" >\u57f9\u8bad\u6b65\u9aa4\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A4_Example_demonstration\" >\u2164.\u5b9e\u4f8b\u6f14\u793a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/janusai.pro\/zh_cn\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A5_Summary\" >\u2165.\u603b\u7ed3<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A0_What_is_knowledge_distillation\"><\/span><strong>\u2160. <\/strong>\u4ec0\u4e48\u662f\u77e5\u8bc6\u84b8\u998f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u77e5\u8bc6\u84b8\u998f\u662f\u4e00\u79cd\u6a21\u578b\u538b\u7f29\u6280\u672f\uff0c\u7528\u4e8e\u5c06\u77e5\u8bc6\u4ece\u590d\u6742\u7684\u5927\u578b\u6a21\u578b\uff08\u6559\u5e08\u6a21\u578b\uff09\u8f6c\u79fb\u5230\u5c0f\u578b\u6a21\u578b\uff08\u5b66\u751f\u6a21\u578b\uff09\u3002 <\/p>\n\n\n\n<p>\u5176\u6838\u5fc3\u539f\u7406\u662f\uff0c\u6559\u5e08\u6a21\u578b\u901a\u8fc7\u9884\u6d4b\u7ed3\u679c\uff08\u5982\u6982\u7387\u5206\u5e03\u6216\u63a8\u7406\u8fc7\u7a0b\uff09\u6765\u6559\u6388\u5b66\u751f\u6a21\u578b\uff0c\u800c\u5b66\u751f\u6a21\u578b\u5219\u901a\u8fc7\u5b66\u4e60\u8fd9\u4e9b\u9884\u6d4b\u7ed3\u679c\u6765\u63d0\u9ad8\u81ea\u5df1\u7684\u6027\u80fd\u3002 <\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5c24\u5176\u9002\u7528\u4e8e\u8d44\u6e90\u6709\u9650\u7684\u8bbe\u5907\uff0c\u5982\u79fb\u52a8\u7535\u8bdd\u6216\u5d4c\u5165\u5f0f\u8bbe\u5907\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"IICore_concepts\"><\/span>\u4e8c. \u6838\u5fc3\u6982\u5ff5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_Template_design\"><\/span>2.1 \u6a21\u677f\u8bbe\u8ba1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u677f\uff1a\u7528\u4e8e\u6807\u51c6\u5316\u6a21\u578b\u8f93\u51fa\u7684\u7ed3\u6784\u5316\u683c\u5f0f\u3002\u4f8b\u5982\n<ul class=\"wp-block-list\">\n<li>:\u6807\u5fd7\u7740\u63a8\u7406\u8fc7\u7a0b\u7684\u5f00\u59cb\u3002<\/li>\n\n\n\n<li>:\u6807\u5fd7\u7740\u63a8\u7406\u8fc7\u7a0b\u7684\u7ed3\u675f\u3002<\/li>\n\n\n\n<li>:\u6807\u5fd7\u7740\u6700\u7ec8\u7b54\u6848\u7684\u5f00\u59cb\u3002<\/li>\n\n\n\n<li>:\u6807\u5fd7\u7740\u6700\u7ec8\u7b54\u6848\u7684\u7ed3\u675f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u529f\u80fd\n<ul class=\"wp-block-list\">\n<li>\u6e05\u6670\uff1a\u5c31\u50cf\u586b\u7a7a\u9898\u4e2d\u7684 \"\u63d0\u793a\u8bed \"\u4e00\u6837\uff0c\u5b83\u544a\u8bc9\u6a21\u578b \"\u601d\u8003\u8fc7\u7a0b\u5728\u8fd9\u91cc\uff0c\u7b54\u6848\u5728\u90a3\u91cc\"\u3002<\/li>\n\n\n\n<li>\u4e00\u81f4\u6027\uff1a\u786e\u4fdd\u6240\u6709\u8f93\u51fa\u90fd\u9075\u5faa\u76f8\u540c\u7684\u7ed3\u6784\uff0c\u4fbf\u4e8e\u540e\u7eed\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u53ef\u8bfb\u6027\uff1a\u4eba\u7c7b\u53ef\u4ee5\u8f7b\u677e\u533a\u5206\u63a8\u7406\u8fc7\u7a0b\u548c\u7b54\u6848\uff0c\u4ece\u800c\u6539\u5584\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\"><\/span>2.2 \u63a8\u7406\u8f68\u8ff9\uff1a\u6a21\u578b\u89e3\u51b3\u65b9\u6848\u7684 \"\u601d\u7ef4\u94fe\"<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u7406\u8f68\u8ff9\uff1a\u6a21\u578b\u5728\u89e3\u51b3\u95ee\u9898\u65f6\u4ea7\u751f\u7684\u8be6\u7ec6\u6b65\u9aa4\uff0c\u663e\u793a\u4e86\u6a21\u578b\u7684\u903b\u8f91\u94fe\u3002<\/li>\n\n\n\n<li>\u4f8b\u5982<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"290\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png\" alt=\"\" class=\"wp-image-689\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-300x115.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-18x7.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\"><\/span>2.3 \u62d2\u7edd\u91c7\u6837\uff1a\u4ece \"\u8bd5\u9519 \"\u4e2d\u7b5b\u9009\u51fa\u597d\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u62d2\u7edd\u62bd\u6837\uff1a\u751f\u6210\u591a\u4e2a\u5019\u9009\u7b54\u6848\uff0c\u4fdd\u7559\u597d\u7684\u7b54\u6848\uff0c\u7c7b\u4f3c\u4e8e\u8003\u8bd5\u65f6\u5148\u5199\u8349\u7a3f\uff0c\u7136\u540e\u6284\u5199\u6b63\u786e\u7b54\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A2Generation_of_distilled_data\"><\/span>\u2162.\u751f\u6210\u63d0\u70bc\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u77e5\u8bc6\u63d0\u70bc\u7684\u7b2c\u4e00\u6b65\u662f\u751f\u6210\u9ad8\u8d28\u91cf\u7684 \"\u6559\u5b66\u6570\u636e\"\uff0c\u4f9b\u5c0f\u578b\u6a21\u578b\u5b66\u4e60\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_sources\"><\/span><strong>\u6570\u636e\u6765\u6e90<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>80% \u7684\u63a8\u7406\u6570\u636e\u3002 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek-R1<\/a><\/li>\n\n\n\n<li>20% \u6765\u81ea DeepSeek-V3 \u4e00\u822c\u4efb\u52a1\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Distillation_data_generation_process\"><\/span><strong>\u84b8\u998f\u6570\u636e\u751f\u6210\u8fc7\u7a0b<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89c4\u5219\u8fc7\u6ee4<\/strong>\u81ea\u52a8\u68c0\u67e5\uff1a\u81ea\u52a8\u68c0\u67e5\u7b54\u6848\u7684\u6b63\u786e\u6027\uff08\u4f8b\u5982\uff0c\u6570\u5b66\u7b54\u6848\u662f\u5426\u7b26\u5408\u516c\u5f0f\uff09\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u8bfb\u6027\u68c0\u67e5<\/strong>\u6d88\u9664\u6df7\u5408\u8bed\u8a00\uff08\u5982\u4e2d\u82f1\u6587\u6df7\u5408\uff09\u6216\u5197\u957f\u6bb5\u843d\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u677f\u5f15\u5bfc\u751f\u6210<\/strong>\u63a8\u7406\u8f68\u8ff9\uff1a\u8981\u6c42 DeepSeek-R1 \u6839\u636e\u6a21\u677f\u8f93\u51fa\u63a8\u7406\u8f68\u8ff9\u3002<\/li>\n\n\n\n<li><strong>\u5254\u9664\u91c7\u6837\u6ee4\u6ce2<\/strong>:<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6574\u5408<\/strong>\u6700\u7ec8\u751f\u6210 800 000 \u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\uff0c\u5305\u62ec\u7ea6 600 000 \u4e2a\u63a8\u7406\u6570\u636e\u548c\u7ea6 200 000 \u4e2a\u4e00\u822c\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A3Distillation_process\"><\/span>\u2163.\u84b8\u998f\u8fc7\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Teacher_and_student_roles\"><\/span>\u6559\u5e08\u548c\u5b66\u751f\u7684\u89d2\u8272\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepSeek-R1 \u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>Qwen \u7cfb\u5217\u6a21\u578b\u4f5c\u4e3a\u5b66\u751f\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_steps\"><\/span>\u57f9\u8bad\u6b65\u9aa4\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u9996\u5148\u662f\u6570\u636e\u8f93\u5165\uff1a\u60a8\u9700\u8981\u5c06 800,000 \u4e2a\u6837\u672c\u4e2d\u7684\u95ee\u9898\u90e8\u5206\u8f93\u5165 Qwen 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