{"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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/","title":{"rendered":"\u0644\u0642\u062f \u0642\u0645\u062a \u0628\u062a\u0642\u0637\u064a\u0631 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u0646\u0637\u0642\u064a\u0629 \u0644\u0640 DeepSeek-R1 \u0641\u064a Qwen2\u060c \u0648\u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0630\u0647\u0644\u0629 \u062d\u0642\u064b\u0627!!!"},"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_72 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\">\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u062a\u0648\u064a\u0627\u062a<\/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=\"\u062a\u0628\u062f\u064a\u0644 \u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u062a\u0648\u064a\u0627\u062a\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A0_What_is_knowledge_distillation\" title=\"\u2160. \u0645\u0627 \u0647\u0648 \u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629\u061f\">\u2160. \u0645\u0627 \u0647\u0648 \u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629\u061f<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#IICore_concepts\" title=\"\u062b\u0627\u0646\u064a\u0627\u064b- \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\">\u062b\u0627\u0646\u064a\u0627\u064b- \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#21_Template_design\" title=\"2.1 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0642\u0627\u0644\u0628 2.1\">2.1 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0642\u0627\u0644\u0628 2.1<\/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\/ar\/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\" title=\"2.2 \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0641\u0643\u064a\u0631: &quot;\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631&quot; \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u062d\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\">2.2 \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0641\u0643\u064a\u0631: \"\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631\" \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u062d\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/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\/ar\/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\" title=\"2.3 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0631\u0641\u0636: \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u064a\u062f\u0629 \u0645\u0646 &quot;\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623\">2.3 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0631\u0641\u0636: \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u064a\u062f\u0629 \u0645\u0646 \"\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A2Generation_of_distilled_data\" title=\"\u2162 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0642\u0637\u0631\u0629\">\u2162 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0642\u0637\u0631\u0629<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Data_sources\" title=\"\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:\">\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Distillation_data_generation_process\" title=\"\u0639\u0645\u0644\u064a\u0629 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0637\u064a\u0631:\">\u0639\u0645\u0644\u064a\u0629 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0637\u064a\u0631:<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A3Distillation_process\" title=\"\u2163 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0637\u064a\u0631\">\u2163 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0637\u064a\u0631<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Teacher_and_student_roles\" title=\"\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0645\u0639\u0644\u0645 \u0648\u0627\u0644\u0637\u0627\u0644\u0628:\">\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0645\u0639\u0644\u0645 \u0648\u0627\u0644\u0637\u0627\u0644\u0628:<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Training_steps\" title=\"\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628:\">\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628:<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A4_Example_demonstration\" title=\"\u2164. \u0645\u062b\u0627\u0644 \u062a\u0648\u0636\u064a\u062d\u064a\">\u2164. \u0645\u062b\u0627\u0644 \u062a\u0648\u0636\u064a\u062d\u064a<\/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\/ar\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A5_Summary\" title=\"\u2165. \u0645\u0644\u062e\u0635\">\u2165. \u0645\u0644\u062e\u0635<\/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>\u0645\u0627 \u0647\u0648 \u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0647\u0648 \u062a\u0642\u0646\u064a\u0629 \u0636\u063a\u0637 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u0646\u0642\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0643\u0628\u064a\u0631 \u0648\u0645\u0639\u0642\u062f (\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645) \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0635\u063a\u064a\u0631 (\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628). <\/p>\n\n\n\n<p>\u064a\u062a\u0645\u062b\u0644 \u0627\u0644\u0645\u0628\u062f\u0623 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0623\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645 \u064a\u0639\u0644\u0651\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c (\u0645\u062b\u0644 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0623\u0648 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644)\u060c \u0648\u064a\u062d\u0633\u0651\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628 \u0623\u062f\u0627\u0621\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a. <\/p>\n\n\n\n<p>\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0645\u0646\u0627\u0633\u0628\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0630\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0623\u0648 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062f\u0645\u062c\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"IICore_concepts\"><\/span>\u062b\u0627\u0646\u064a\u0627\u064b- \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<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 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0642\u0627\u0644\u0628 2.1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0642\u0627\u0644\u0628: \u062a\u0646\u0633\u064a\u0642 \u0645\u0646\u0638\u0645 \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0648\u062d\u064a\u062f \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\n<ul class=\"wp-block-list\">\n<li>: \u064a\u0645\u062b\u0644 \u0628\u062f\u0627\u064a\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/li>\n\n\n\n<li>: \u064a\u0645\u062b\u0644 \u0646\u0647\u0627\u064a\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/li>\n\n\n\n<li>: \u064a\u0645\u062b\u0644 \u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/li>\n\n\n\n<li>: \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u0627\u0644\u0648\u0638\u064a\u0641\u0629:\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0648\u0636\u0648\u062d: \u0645\u062b\u0644 \"\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0651\u0647\u0629\" \u0641\u064a \u0633\u0624\u0627\u0644 \u0645\u0644\u0621 \u0627\u0644\u0641\u0631\u0627\u063a\u060c \u0641\u0647\u064a \u062a\u062e\u0628\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \"\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u062a\u062c\u0631\u064a \u0647\u0646\u0627\u060c \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u062a\u062c\u0631\u064a \u0647\u0646\u0627\".<\/li>\n\n\n\n<li>\u0627\u0644\u0627\u062a\u0633\u0627\u0642: \u064a\u0636\u0645\u0646 \u0623\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u062a\u062a\u0628\u0639 \u0646\u0641\u0633 \u0627\u0644\u0647\u064a\u0643\u0644\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0644\u0627\u062d\u0642\u064a\u0646.<\/li>\n\n\n\n<li>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629: \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0634\u0631 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u0633\u0647\u0648\u0644\u0629 \u0628\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0645\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/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 \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0641\u0643\u064a\u0631: \"\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631\" \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u062d\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a: \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0648\u0644\u062f\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0646\u062f \u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u0645\u0627 \u0627\u0644\u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0644\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n\n\n\n<li>\u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0630\u0644\u0643:<\/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 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0631\u0641\u0636: \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u064a\u062f\u0629 \u0645\u0646 \"\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0631\u0641\u0636: \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0631\u0634\u062d\u0629 \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062c\u064a\u062f\u0629\u060c \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0643\u062a\u0627\u0628\u0629 \u0645\u0633\u0648\u062f\u0629 \u062b\u0645 \u0646\u0633\u062e \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0641\u064a \u0627\u0644\u0627\u0645\u062a\u062d\u0627\u0646.<\/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 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0642\u0637\u0631\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u062a\u062a\u0645\u062b\u0644 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \"\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0639\u0644\u064a\u0645\u064a\u0629\" \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u062a\u062a\u0639\u0644\u0645 \u0645\u0646\u0647\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_sources\"><\/span><strong>\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>80% \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0637\u0642\u064a\u0629 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u062f\u064a\u0628\u0633\u064a\u0643-\u0622\u06311<\/a><\/li>\n\n\n\n<li>20% \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 DeepSeek-V3.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Distillation_data_generation_process\"><\/span><strong>\u0639\u0645\u0644\u064a\u0629 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0637\u064a\u0631<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0642\u0648\u0627\u0639\u062f<\/strong>:: \u064a\u062a\u062d\u0642\u0642 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0645\u0637\u0627\u0628\u0642\u0629 \u0644\u0644\u0635\u064a\u063a\u0629).<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629<\/strong>:: \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0635\u064a\u0646\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629) \u0623\u0648 \u0627\u0644\u0641\u0642\u0631\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0648\u062c\u0647 \u0628\u0627\u0644\u0642\u0627\u0644\u0628<\/strong>:: \u064a\u062a\u0637\u0644\u0628 \u0645\u0646 DeepSeek-R1 \u0625\u062e\u0631\u0627\u062c \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0642\u0627\u0644\u0628.<\/li>\n\n\n\n<li><strong>\u062a\u0635\u0641\u064a\u0629 \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0641\u0648\u0636\u0629<\/strong>:<\/li>\n\n\n\n<li><strong>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>:: \u062a\u0645 \u0623\u062e\u064a\u0631\u064b\u0627 \u062a\u0648\u0644\u064a\u062f 800,000 \u0639\u064a\u0646\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062d\u0648\u0627\u0644\u064a 600,000 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629 \u0648\u062d\u0648\u0627\u0644\u064a 200,000 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645\u0629.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A3Distillation_process\"><\/span>\u2163 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0637\u064a\u0631<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>\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0645\u0639\u0644\u0645 \u0648\u0627\u0644\u0637\u0627\u0644\u0628:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepSeek-R1 \u0643\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645;<\/li>\n\n\n\n<li>\u0646\u0645\u0627\u0630\u062c \u0633\u0644\u0633\u0644\u0629 Qwen \u0643\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_steps\"><\/span>\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0623\u0648\u0644\u0627\u064b\u060c \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u062f\u062e\u0627\u0644 \u062c\u0632\u0621 \u0627\u0644\u0633\u0624\u0627\u0644 \u0645\u0646 \u0627\u0644\u0640 800,000 \u0639\u064a\u0646\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c Qwen \u0648\u062a\u0637\u0644\u0628 \u0645\u0646\u0647 \u062a\u0648\u0644\u064a\u062f \u0645\u0633\u0627\u0631 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a \u0643\u0627\u0645\u0644 (\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 + \u0627\u0644\u0625\u062c\u0627\u0628\u0629) \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0642\u0627\u0644\u0628. \u0647\u0630\u0647 \u062e\u0637\u0648\u0629 \u0645\u0647\u0645\u0629 \u0644\u0644\u063a\u0627\u064a\u0629<\/p>\n\n\n\n<p>\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u062d\u0633\u0627\u0628 \u0627\u0644\u062e\u0633\u0627\u0631\u0629: \u0642\u0627\u0631\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628 \u0645\u0639 \u0645\u0633\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645\u060c \u0648\u0642\u0645 \u0628\u0645\u062d\u0627\u0630\u0627\u0629 \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0646\u0635 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u062a\u062d\u062a \u0627\u0644\u0625\u0634\u0631\u0627\u0641 (SFT). \u0625\u0630\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0645\u062a\u0623\u0643\u062f\u064b\u0627 \u0645\u0646 \u0645\u0627\u0647\u064a\u0629 SFT\u060c \u0622\u0645\u0644 \u0623\u0646 \u062a\u0628\u062d\u062b \u0639\u0646 \u0647\u0630\u0647 \u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f<\/p>\n\n\n\n<p>\u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628 \u0627\u0644\u0623\u0643\u0628\u0631: \u0642\u0645 \u0628\u062a\u062d\u0633\u064a\u0646 \u0645\u0639\u0644\u0645\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0643\u0648\u064a\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u062d\u064a\u0644 \u0627\u0644\u0639\u0643\u0633\u064a \u0644\u062a\u0642\u0631\u064a\u0628 \u0645\u062e\u0631\u062c\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645.<\/p>\n\n\n\n<p>\u064a\u0636\u0645\u0646 \u062a\u0643\u0631\u0627\u0631 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0647\u0630\u0647 \u0639\u062f\u0629 \u0645\u0631\u0627\u062a \u0646\u0642\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0628\u0634\u0643\u0644 \u0643\u0627\u0641\u064d. \u0648\u0647\u0630\u0627 \u064a\u062d\u0642\u0642 \u0647\u062f\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0635\u0644\u064a. \u0633\u0646\u0639\u0637\u064a\u0643 \u0645\u062b\u0627\u0644\u0627\u064b \u0644\u062a\u0648\u0636\u064a\u062d \u0630\u0644\u0643\u060c \u0648\u0646\u0623\u0645\u0644 \u0623\u0646 \u062a\u0641\u0647\u0645 \u0645\u0627 \u064a\u0644\u064a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A4_Example_demonstration\"><\/span>\u2164. \u0645\u062b\u0627\u0644 \u062a\u0648\u0636\u064a\u062d\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u0642\u0627\u0644 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u062a\u0642\u0637\u064a\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0647\u0645\u0629 \u062d\u0644 \u0645\u0639\u0627\u062f\u0644\u0629 \u0645\u062d\u062f\u062f\u0629 (\u062d\u0644 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0629):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"328\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png\" alt=\"\" class=\"wp-image-690\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png 771w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-300x128.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-768x327.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-18x8.png 18w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0646\u0627\u062a\u062c Qwen-7B \u0642\u0628\u0644 \u0627\u0644\u062a\u0642\u0637\u064a\u0631:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"766\" height=\"178\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png\" alt=\"\" class=\"wp-image-688\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png 766w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-300x70.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-18x4.png 18w\" sizes=\"auto, (max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0646\u0627\u062a\u062c Qwen-7B \u0628\u0639\u062f \u0627\u0644\u062a\u0642\u0637\u064a\u0631:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"260\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png\" alt=\"\" class=\"wp-image-687\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-300x103.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-18x6.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644: \u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0646\u0638\u0645\u0629\u060c \u0648\u062a\u0643\u0648\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0647\u064a \u0646\u0641\u0633 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A5_Summary\"><\/span>\u2165. \u0645\u0644\u062e\u0635<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u060c \u064a\u062a\u0645 \u062a\u0631\u062d\u064a\u0644 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629 \u0644\u0640 DeepSeek-R1 \u0628\u0643\u0641\u0627\u0621\u0629 \u0625\u0644\u0649 \u0633\u0644\u0633\u0644\u0629 Qwen \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629. \u062a\u0631\u0643\u0632 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0648\u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0631\u0641\u0636. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0623\u064a\u0636\u064b\u0627 \u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0631\u062c\u0639\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u062e\u0641\u064a\u0641 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u2160. \u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u061f \u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0647\u0648 \u062a\u0642\u0646\u064a\u0629 \u0636\u063a\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u0646\u0642\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0643\u0628\u064a\u0631 \u0648\u0645\u0639\u0642\u062f (\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645) \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0635\u063a\u064a\u0631 (\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628). \u0627\u0644\u0645\u0628\u062f\u0623 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0623\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645 \u064a\u0642\u0648\u0645 \u0628\u062a\u0639\u0644\u064a\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c (\u0645\u062b\u0644 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0623\u0648 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644)\u060c \u0648\u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628 \u0628\u062a\u0639\u0644\u064a\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645...<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-686","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/posts\/686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/comments?post=686"}],"version-history":[{"count":2,"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/posts\/686\/revisions"}],"predecessor-version":[{"id":692,"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/posts\/686\/revisions\/692"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/media?parent=686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/categories?post=686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/ar\/wp-json\/wp\/v2\/tags?post=686"}],"curies":[{"name":"\u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}