{"id":857,"date":"2025-02-04T16:45:13","date_gmt":"2025-02-04T16:45:13","guid":{"rendered":"https:\/\/janusai.pro\/?p=857"},"modified":"2025-02-04T16:45:15","modified_gmt":"2025-02-04T16:45:15","slug":"in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have","status":"publish","type":"post","link":"https:\/\/janusai.pro\/ar\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/","title":{"rendered":"\u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0639\u0645\u0642: \u0645\u0627 \u0647\u064a \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645\u062a\u0639 \u0628\u0647\u0627 \u062c\u0647\u0627\u0632 Janus-Pro \u0627\u0644\u0630\u064a \u0623\u0635\u062f\u0631\u062a\u0647 \u0634\u0631\u0643\u0629 DeepSeek \u062d\u062f\u064a\u062b\u0627\u064b\u061f"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u0642\u0627\u0645\u062a \u0634\u0631\u0643\u0629 DeepSeek \u0628\u062a\u062d\u062f\u064a\u062b \u0645\u0648\u0642\u0639\u0647\u0627 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a.<\/p>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u0649 \u0645\u0646 \u0644\u064a\u0644\u0629 \u0631\u0623\u0633 \u0627\u0644\u0633\u0646\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0623\u0639\u0644\u0646\u062a \u0634\u0631\u0643\u0629 DeepSeek \u0641\u062c\u0623\u0629 \u0639\u0644\u0649 GitHub \u0623\u0646 \u0645\u0633\u0627\u062d\u0629 \u0645\u0634\u0631\u0648\u0639 \u062c\u0627\u0646\u0648\u0633 \u0642\u062f \u0641\u062a\u062d\u062a \u0645\u0635\u062f\u0631 \u0646\u0645\u0648\u0630\u062c Janus-Pro \u0648\u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0641\u0646\u064a.<\/p>\n\n\n\n<p>\u0623\u0648\u0644\u0627\u064b\u060c \u062f\u0639\u0646\u0627 \u0646\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u0625\u0646 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u0637\u0631\u0627\u0632 Janus-Pro<\/a> \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0629 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637<strong> \u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0648\u0642\u062a. \u0644\u062f\u064a\u0647\u0627 \u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u0633\u062e\u062a\u0627\u0646 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a, <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro-1B \u0648 Janus-Pro-7B<\/a>.<\/strong><\/li>\n\n\n\n<li>\u0625\u0646 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0641\u064a Janus-Pro \u0647\u0648 \u0641\u0635\u0644<strong> \u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0648\u0647\u0645\u0627 \u0645\u0647\u0645\u062a\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u062a\u0627\u0646. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0628\u0625\u0643\u0645\u0627\u0644 \u0647\u0627\u062a\u064a\u0646 \u0627\u0644\u0645\u0647\u0645\u062a\u064a\u0646 \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>.<\/li>\n\n\n\n<li>\u064a\u062a\u0648\u0627\u0641\u0642 Janus-Pro \u0645\u0639 \u0628\u0646\u064a\u0629 \u0646\u0645\u0648\u0630\u062c Janus \u0627\u0644\u0630\u064a \u0623\u0635\u062f\u0631\u062a\u0647 \u0634\u0631\u0643\u0629 DeepSeek \u0641\u064a \u0623\u0643\u062a\u0648\u0628\u0631\/\u062a\u0634\u0631\u064a\u0646 \u0627\u0644\u0623\u0648\u0644 \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0648\u0644\u0643\u0646 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0648\u0642\u062a \u0644\u0645 \u064a\u0643\u0646 \u0644\u062f\u0649 Janus \u062d\u062c\u0645 \u0643\u0628\u064a\u0631. \u0623\u062e\u0628\u0631\u0646\u0627 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u062a\u0634\u0627\u0631\u0644\u0632\u060c \u0648\u0647\u0648 \u062e\u0628\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629\u060c \u0623\u0646 \u0646\u0645\u0648\u0630\u062c \u062c\u0627\u0646\u0648\u0633 \u0627\u0644\u0633\u0627\u0628\u0642 \u0643\u0627\u0646 \"\u0645\u062a\u0648\u0633\u0637\u0627\u064b\" \u0648\"\u0644\u064a\u0633 \u0628\u062c\u0648\u062f\u0629 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0629 DeepSeek\".<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1870\" height=\"1804\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302.png\" alt=\"\" class=\"wp-image-859\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302.png 1870w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-300x289.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-1024x988.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-768x741.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-1536x1482.png 1536w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-12x12.png 12w\" sizes=\"auto, (max-width: 1870px) 100vw, 1870px\" \/><\/figure>\n\n\n\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\">\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#It_is_intended_to_solve_the_industrys_difficult_problem_balancing_multimodal_understanding_and_image_generation\" >\u0648\u0647\u0648 \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0635\u0639\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647\u0647\u0627 \u0627\u0644\u0635\u0646\u0627\u0639\u0629: \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631<\/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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Januss_decoupled_architecture_and_Janus-Pros_optimized_training_strategy\" >\u0628\u0646\u064a\u0629 \u062c\u0627\u0646\u0648\u0633 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0644 Janus-Pro<\/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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#First_lets_look_at_the_parameters\" >\u0623\u0648\u0644\u0627\u064b\u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u0644\u0642\u064a \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a.<\/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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#There_is_also_the_training_strategy\" >\u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u0627\u064b \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/ar\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_I_%E2%80%93_Longer_training_time\" >\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 - \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0637\u0648\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/ar\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_II_%E2%80%93_Removing_ImageNet_data_and_adding_multi-modal_data\" >\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 - \u0625\u0632\u0627\u0644\u0629 \u0628\u064a\u0627\u0646\u0627\u062a ImageNet \u0648\u0625\u0636\u0627\u0641\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/ar\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_III_%E2%80%93_Optimizing_the_data_ratio\" >\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 - \u062a\u062d\u0633\u064a\u0646 \u0646\u0633\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/li><\/ul><\/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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Lets_look_at_the_training_data\" >\u0644\u0646\u0644\u0642\u0650 \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/ar\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_multimodal_understanding_data\" >\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/ar\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_visual_generation_data\" >\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0631\u0626\u064a:<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/ar\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#The_continuation_of_an_efficiency_revolution\" >\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062b\u0648\u0631\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0629\u061f<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"It_is_intended_to_solve_the_industrys_difficult_problem_balancing_multimodal_understanding_and_image_generation\"><\/span><strong>\u0648\u0647\u0648 \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0635\u0639\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647\u0647\u0627 \u0627\u0644\u0635\u0646\u0627\u0639\u0629: \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0645\u0642\u062f\u0645\u0629 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0645\u0648\u0642\u0639 DeepSeek, <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro <\/a>\u0644\u0627 \u064a\u0645\u0643\u0646\u0647 \u0641\u0642\u0637 \u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u0635 \u0627\u0644\u0645\u0648\u062c\u0648\u062f \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0648\u0641\u0647\u0645\u0647 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0645\u0643\u0646\u0647 \u0623\u064a\u0636\u064b\u0627 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0646\u0641\u0633\u0647.<\/p>\n\n\n\n<p>\u064a\u0634\u064a\u0631 \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0641\u0646\u064a \u0625\u0644\u0649 \u0623\u0646\u0647 \u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u0646\u0648\u0639 \u0648\u0627\u0644\u0631\u062a\u0628\u0629\u060c \u0641\u0625\u0646 \u0646\u062a\u0627\u0626\u062c Janus-Pro-7B \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0627\u062e\u062a\u0628\u0627\u0631 GenEval \u0648DPG-Bench<strong> \u062a\u0641\u0648\u0642 \u062a\u0644\u0643 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0637\u0631\u0627\u0632\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u062b\u0644 SD3-Medium \u0648DALL-E 3.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1067\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17.png\" alt=\"\" class=\"wp-image-862\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-300x296.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-1024x1012.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-768x759.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-12x12.png 12w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u064a\u0639\u0637\u064a \u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0623\u064a\u0636\u064b\u0627 \u0623\u0645\u062b\u0644\u0629 \ud83d\udc47:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1295\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe.png\" alt=\"\" class=\"wp-image-866\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-250x300.png 250w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-854x1024.png 854w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-768x921.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-10x12.png 10w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u0627\u064b \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0633\u062a\u062e\u062f\u0645\u064a \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0639\u0644\u0649 X \u064a\u062c\u0631\u0628\u0648\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1429\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61.png\" alt=\"\" class=\"wp-image-867\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-227x300.png 227w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-774x1024.png 774w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-768x1016.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-9x12.png 9w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1616\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b.png\" alt=\"\" class=\"wp-image-869\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-200x300.png 200w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-684x1024.png 684w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-768x1149.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-1027x1536.png 1027w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-8x12.png 8w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u0648\u0644\u0643\u0646 \u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u0627\u064b \u0623\u0639\u0637\u0627\u0644 \u0639\u0631\u0636\u064a\u0629.<\/p>\n\n\n\n<p>\u0628\u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0641\u0646\u064a\u0629 \u0639\u0644\u0649 <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u062f\u064a\u0628\u0633\u064a\u0643<\/a>\u060c \u0648\u062c\u062f\u0646\u0627 \u0623\u0646 Janus Pro \u0647\u0648 \u062a\u062d\u0633\u064a\u0646 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Janus\u060c \u0648\u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647 \u0645\u0646\u0630 \u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u0647\u0631.<\/p>\n\n\n\n<p>\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0647\u0648<strong> \u0641\u0635\u0644 \u0645\u0647\u0627\u0645 \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u0635\u0631\u064a \u0639\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0645\u0648\u0627\u0632\u0646\u0629 \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u062a\u064a\u0646.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"538\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e.png\" alt=\"\" class=\"wp-image-861\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-300x149.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-1024x510.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-768x383.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u0644\u064a\u0633 \u0645\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0623\u0644\u0648\u0641 \u0623\u0646 \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0623\u062f\u0627\u0621 \u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0648\u0642\u062a. \u064a\u062a\u0645\u062a\u0639 \u0643\u0644 \u0645\u0646 D-DiT \u0648 TokenFlow-XL \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0647\u0630\u0647 \u0628\u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629.<\/p>\n\n\n\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0645\u0627 \u064a\u0645\u064a\u0632 \u062c\u0627\u0646\u0648\u0633 \u0647\u0648 \u0623\u0646<strong> \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0635\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646\u0647 \u0625\u062c\u0631\u0627\u0621 \u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u064a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0647\u0645\u062a\u064a\u0646.<\/strong><\/p>\n\n\n\n<p><strong>\u062a\u0639\u062f \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0646 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0647\u0645\u062a\u064a\u0646 \u0645\u0634\u0643\u0644\u0629 \u0635\u0639\u0628\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0635\u0646\u0627\u0639\u0629.<\/strong> \u0641\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u060c \u0643\u0627\u0646 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0641\u064a \u0627\u0644\u0633\u0627\u0628\u0642 \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0641\u0633 \u0623\u062f\u0627\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646.<\/p>\n\n\n\n<p>\u0648\u062a\u062a\u0645\u062b\u0644 \u0645\u0632\u0627\u064a\u0627 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0641\u064a \u0628\u0633\u0627\u0637\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0648\u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0646\u0634\u0631 \u0632\u0627\u0626\u062f \u0639\u0646 \u0627\u0644\u062d\u0627\u062c\u0629\u060c \u0648\u0627\u0644\u0645\u0648\u0627\u0621\u0645\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0646\u0635\u0648\u0635 (\u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0646\u0641\u0633 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0644\u062a\u062d\u0642\u064a\u0642 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635 \u0648\u0641\u0647\u0645 \u0627\u0644\u0646\u0635). \u062d\u062c\u0629 \u0623\u062e\u0631\u0649 \u0647\u064a \u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0645\u062c \u0628\u064a\u0646 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062f\u0631\u062c\u0629 \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0627\u0644\u0638\u0647\u0648\u0631.<\/p>\n\n\n\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0628\u0639\u062f \u062f\u0645\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0648\u0627\u0644\u0641\u0647\u0645\u060c \u0633\u062a\u062a\u0639\u0627\u0631\u0636 \u0627\u0644\u0645\u0647\u0645\u062a\u0627\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 - \u064a\u062a\u0637\u0644\u0628 \u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0623\u0646 \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u062c\u0631\u064a\u062f \u0641\u064a \u0623\u0628\u0639\u0627\u062f \u0639\u0627\u0644\u064a\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u062f\u0644\u0627\u0644\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0635\u0648\u0631\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0645\u0646\u062d\u0627\u0632 \u0646\u062d\u0648 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0644\u064a. \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649\u060c \u064a\u0631\u0643\u0632 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0628\u064a\u0631 \u0639\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f\u0647\u0627 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644.<\/p>\n\n\n\n<p>\u062a\u062a\u0645\u062b\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0645\u0639\u062a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0641\u064a \u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0642\u062f\u0631\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631. \u0648\u064a\u0646\u062a\u062c \u0639\u0646 \u0630\u0644\u0643 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637<strong> \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0648\u0644\u0643\u0646 \u0646\u062a\u0627\u0626\u062c \u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u062a\u0648\u0627\u0636\u0639\u0629.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Januss_decoupled_architecture_and_Janus-Pros_optimized_training_strategy\"><\/span><strong>\u0628\u0646\u064a\u0629 \u062c\u0627\u0646\u0648\u0633 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0644 Janus-Pro<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u062a\u0633\u0645\u062d \u0628\u0646\u064a\u0629 \u062c\u0627\u0646\u0648\u0633 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0645\u0646 \u062a\u0644\u0642\u0627\u0621 \u0646\u0641\u0633\u0647.<\/p>\n\n\n\n<p>\u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0641\u0646\u064a \u0627\u0644\u0631\u0633\u0645\u064a\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0627\u0644\u0623\u0645\u0631 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0623\u0648 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0641\u0625\u0646 \u0623\u062f\u0627\u0621 Janus-Pro-7B \u062c\u064a\u062f \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u062a\u0639\u062f\u062f\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"976\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129.png\" alt=\"\" class=\"wp-image-863\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-300x271.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-1024x925.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-768x694.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-13x12.png 13w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p><strong>\u0644\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637,<\/strong> \u062d\u0642\u0642 Janus-Pro-7B \u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0623\u0648\u0644 \u0641\u064a \u0623\u0631\u0628\u0639 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0633\u0628\u0639\u060c \u0648\u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u062b\u0627\u0646\u064a \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629\u060c \u0645\u062a\u0623\u062e\u0631\u064b\u0627 \u0642\u0644\u064a\u0644\u0627\u064b \u0639\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641\u064b\u0627.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1062\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff.png\" alt=\"\" class=\"wp-image-865\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-300x295.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-1024x1007.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-768x755.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-12x12.png 12w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p><strong>\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631,<\/strong> \u062d\u0642\u0642 Janus-Pro-7B \u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0623\u0648\u0644 \u0641\u064a \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0642\u064a\u064a\u0645 GenEval \u0648DPG-Bench.<\/p>\n\n\n\n<p>\u0648\u064a\u0631\u062c\u0639 \u0647\u0630\u0627 \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u0644\u0633\u0644\u0629 Janus \u0644\u062c\u0647\u0627\u0632\u064a \u062a\u0634\u0641\u064a\u0631 \u0628\u0635\u0631\u064a\u064a\u0646 \u0644\u0645\u0647\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u0641\u0647\u0645 \u0627\u0644\u062a\u0634\u0641\u064a\u0631:<\/strong> \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0644\u0645\u0647\u0627\u0645 \u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631 (\u0645\u062b\u0644 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643).<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0634\u0641\u0631 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a:<\/strong> \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644 \u0645\u0646\u0641\u0635\u0644 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0627\u0629 \u062a\u0634\u0641\u064a\u0631 VQ) \u0644\u0645\u0647\u0627\u0645 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629.<\/li>\n<\/ol>\n\n\n\n<p>\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0628\u0646\u064a\u0629<strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0643\u0644 \u0645\u0634\u0641\u0631 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644\u060c \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0643\u0644 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u062a\u062d\u0642\u064a\u0642 \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621 \u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"565\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502.png\" alt=\"\" class=\"wp-image-860\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-300x157.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-1024x536.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-768x402.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p><strong>\u0647\u0630\u0647 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u0634\u062a\u0631\u0643\u0629 \u0628\u064a\u0646 Janus-Pro \u0648Janus. \u0625\u0630\u0646\u060c \u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0634\u0647\u062f\u0647\u0627 Janus-Pro \u0641\u064a \u0627\u0644\u0623\u0634\u0647\u0631 \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u0645\u0627\u0636\u064a\u0629\u061f<\/strong><\/p>\n\n\n\n<p>\u0643\u0645\u0627 \u064a\u062a\u0628\u064a\u0646 \u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0641\u0625\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a \u0645\u0646 Janus-Pro-1B \u064a\u062a\u0645\u062a\u0639 \u0628\u062a\u062d\u0633\u0646 \u0628\u062d\u0648\u0627\u0644\u064a 10% \u0625\u0644\u0649 20% \u0641\u064a \u062f\u0631\u062c\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Janus \u0627\u0644\u0633\u0627\u0628\u0642. \u0648\u064a\u062a\u0645\u062a\u0639 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 Janus-Pro-7B \u0628\u0623\u0639\u0644\u0649 \u062a\u062d\u0633\u0646 \u0628\u062d\u0648\u0627\u0644\u064a 45% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Janus \u0628\u0639\u062f \u0632\u064a\u0627\u062f\u0629 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"185\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738.png\" alt=\"\" class=\"wp-image-858\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-300x51.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-1024x175.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-768x132.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-18x3.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"430\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1.png\" alt=\"\" class=\"wp-image-864\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-300x119.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-1024x408.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-768x306.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-18x7.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u0634\u064a\u0631 \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0641\u0646\u064a \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a \u0645\u0646 Janus-Pro\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c \u062c\u0627\u0646\u0648\u0633 \u0627\u0644\u0633\u0627\u0628\u0642\u060c \u064a\u062d\u062a\u0641\u0638 \u0628\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643 \u064a\u0643\u0631\u0631<strong> \u062d\u062c\u0645 \u0627\u0644\u0628\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"First_lets_look_at_the_parameters\"><\/span><strong>\u0623\u0648\u0644\u0627\u064b\u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u0644\u0642\u064a \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/strong>.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0643\u0627\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u0648\u0644 \u0645\u0646 Janus \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0645\u0627\u062a 1.3B \u0641\u0642\u0637\u060c \u0648\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a \u0645\u0646 Pro \u0646\u0645\u0627\u0630\u062c \u0628\u0645\u0639\u0644\u0645\u0627\u062a 1B \u06487B.<\/p>\n\n\n\n<p>\u064a\u0639\u0643\u0633 \u0647\u0630\u0627\u0646 \u0627\u0644\u062d\u062c\u0645\u0627\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a \u0628\u0646\u064a\u0629 Janus. \u0648\u0642\u062f \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c 1B\u060c \u0648\u0647\u0648 \u0627\u0644\u0623\u062e\u0641 \u0648\u0632\u0646\u0627\u064b\u060c \u0645\u0646 \u0642\u0628\u0644 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062e\u0627\u0631\u062c\u064a\u064a\u0646 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0641\u064a \u0627\u0644\u0645\u062a\u0635\u0641\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 WebGPU.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"There_is_also_the_training_strategy\"><\/span><strong>\u064a\u0648\u062c\u062f \u0623\u064a\u0636\u064b\u0627 <\/strong><strong>\u0641\u0625\u0646<\/strong><strong> \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0648\u062a\u0645\u0627\u0634\u064a\u064b\u0627 \u0645\u0639 \u062a\u0642\u0633\u064a\u0645 \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u064a \u062c\u0627\u0646\u0648\u0633\u060c \u064a\u062d\u062a\u0648\u064a Janus Pro \u0639\u0644\u0649 \u062b\u0644\u0627\u062b \u0645\u0631\u0627\u062d\u0644 \u062a\u062f\u0631\u064a\u0628\u064a\u0629\u060c \u0648\u062a\u0642\u0633\u0645\u0647\u0627 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0648\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629.<\/p>\n\n\n\n<p>\u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0641\u0643\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u064a \u0643\u0644 \u0645\u0631\u062d\u0644\u0629\u060c \u0623\u062f\u062e\u0644\u062a Janus-Pro \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062b\u0644\u0627\u062b. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062b\u0644\u0627\u062b:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stage_I_%E2%80%93_Longer_training_time\"><\/span><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 - \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0637\u0648\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Janus\u060c \u0642\u0627\u0645 Janus-Pro \u0628\u0625\u0637\u0627\u0644\u0629 \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u062e\u0627\u0635\u0629\u064b \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0648\u0631\u0624\u0648\u0633 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0645\u0631\u0626\u064a. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0642\u062f \u0645\u064f\u0646\u062d \u0648\u0642\u062a\u064b\u0627 \u0623\u0637\u0648\u0644 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0645\u0646 \u0627\u0644\u0645\u0623\u0645\u0648\u0644 \u0623\u0646 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0644\u0644\u0635\u0648\u0631 (\u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0645\u0646 \u0628\u0643\u0633\u0644 \u0625\u0644\u0649 \u062f\u0644\u0627\u0644\u064a).<\/p>\n\n\n\n<p>\u064a\u0633\u0627\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0648\u0633\u0639 \u0641\u064a \u0636\u0645\u0627\u0646 \u0639\u062f\u0645 \u062a\u0634\u0648\u064a\u0634 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0645\u0631\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stage_II_%E2%80%93_Removing_ImageNet_data_and_adding_multi-modal_data\"><\/span><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 - \u0625\u0632\u0627\u0644\u0629 \u0628\u064a\u0627\u0646\u0627\u062a ImageNet \u0648\u0625\u0636\u0627\u0641\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0623\u0634\u0627\u0631 \u062c\u0627\u0646\u0648\u0633 \u0633\u0627\u0628\u0642\u064b\u0627 \u0625\u0644\u0649 PixArt \u0648\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0639\u0644\u0649 \u062c\u0632\u0623\u064a\u0646. \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0648\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a ImageNet \u0644\u0645\u0647\u0645\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u062b\u0627\u0646\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0639\u0627\u062f\u064a\u0629. \u062a\u0645 \u0642\u0636\u0627\u0621 \u062d\u0648\u0627\u0644\u064a \u062b\u0644\u062b\u064a \u0627\u0644\u0648\u0642\u062a \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0648\u0644.<\/p>\n\n\n\n<p>Janus-Pro \u064a\u0632\u064a\u0644 \u062a\u062f\u0631\u064a\u0628 ImageNet \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629. \u064a\u0633\u0645\u062d \u0647\u0630\u0627 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629. \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0630\u0644\u0643 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n\n\n\n<p>\u0648\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0639\u062f\u064a\u0644 \u062a\u0635\u0645\u064a\u0645 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0644\u0645 \u062a\u0639\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u062a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0645\u0647\u0645\u0629 \u062a\u0635\u0646\u064a\u0641 \u0635\u0648\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0628\u0644 \u062a\u062a\u0636\u0645\u0646 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0645\u062b\u0644 \u0648\u0635\u0641 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0627\u0644\u062d\u0648\u0627\u0631\u060c \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0634\u062a\u0631\u0643.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stage_III_%E2%80%93_Optimizing_the_data_ratio\"><\/span><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 - \u062a\u062d\u0633\u064a\u0646 \u0646\u0633\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u0642\u0648\u0645 Janus-Pro \u0628\u0636\u0628\u0637 \u0646\u0633\u0628\u0629 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u060c \u0643\u0627\u0646\u062a \u0646\u0633\u0628\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635 \u0627\u0644\u0639\u0627\u062f\u064a \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u062c\u0627\u0646\u0648\u0633 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 \u0647\u064a 7:3:10. \u064a\u0642\u0644\u0644 Janus-Pro \u0645\u0646 \u0646\u0633\u0628\u0629 \u0627\u0644\u0646\u0648\u0639\u064a\u0646 \u0627\u0644\u0623\u062e\u064a\u0631\u064a\u0646 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u064a\u0639\u062f\u0644 \u0646\u0633\u0628\u0629 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 5:1:4\u060c \u0623\u064a \u0625\u064a\u0644\u0627\u0621 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lets_look_at_the_training_data\"><\/span><strong>\u0644\u0646\u0644\u0642\u0650 \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Janus\u060c \u064a\u0632\u064a\u062f Janus-Pro \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0643\u0645\u064a\u0629<strong> \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629.<\/strong><\/p>\n\n\n\n<p>\u0641\u0647\u0648 \u064a\u0648\u0633\u0651\u0639 \u0645\u0646 \u0643\u0645\u064a\u0629 \u0648\u062a\u0646\u0648\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expansion_of_multimodal_understanding_data\"><\/span><strong>\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637:<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Janus-Pro \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a DeepSeek-VL2 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0636\u064a\u0641 \u062d\u0648\u0627\u0644\u064a 90 \u0645\u0644\u064a\u0648\u0646 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a.<\/p>\n\n\n\n<p>\u062e\u0644\u0627\u0644 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 (\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629)\u060c \u064a\u0633\u062a\u0645\u0631 \u0641\u064a \u0625\u0636\u0627\u0641\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0641\u0647\u0645 MEME \u0648\u0627\u0644\u062d\u0648\u0627\u0631 (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062d\u0648\u0627\u0631 \u0627\u0644\u0635\u064a\u0646\u064a).<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expansion_of_visual_generation_data\"><\/span><strong>\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0631\u0626\u064a:<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u0643\u0627\u0646\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0631\u062f\u064a\u0626\u0629 \u0648\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0636\u0648\u0636\u0627\u0621 \u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u062a\u0633\u0628\u0628 \u0641\u064a \u0625\u0646\u062a\u0627\u062c \u0645\u062e\u0631\u062c\u0627\u062a \u063a\u064a\u0631 \u0645\u0633\u062a\u0642\u0631\u0629 \u0648\u0635\u0648\u0631 \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u062c\u0645\u0627\u0644\u064a\u0629 \u063a\u064a\u0631 \u0643\u0627\u0641\u064a\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629.<\/p>\n\n\n\n<p>\u0623\u0636\u0627\u0641\u062a Janus-Pro \u062d\u0648\u0627\u0644\u064a 72 \u0645\u0644\u064a\u0648\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 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class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u060c \u062c\u0644\u0628\u062a DeepSeek \u062b\u0648\u0631\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0631\u0626\u064a\u0629.<\/p>\n\n\n\n<p>\u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0648\u0627\u062d\u062f\u0629 \u0623\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u062a\u064a \u062a\u0641\u0636\u0644 \u0645\u0647\u0645\u0629 \u0645\u062d\u062f\u062f\u0629\u060c \u0641\u0625\u0646 Janus-Pro \u064a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 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\u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0644\u0644\u0639\u0628\u0629 \u0645\u0639<strong> \"\u0627\u0628\u062a\u0643\u0627\u0631 \u0645\u0639\u0645\u0627\u0631\u064a \u0645\u062f\u0645\u062c\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u062f\u0631\u064a\u0628 \u0645\u0646\u062e\u0641\u0636\u0629 \u0644\u0644\u063a\u0627\u064a\u0629\"<\/strong>. \u0648\u0647\u0630\u0627 \u0647\u0648 \u0633\u0628\u0628 \u0627\u0644\u0630\u0639\u0631 \u0627\u0644\u0630\u064a \u0623\u0635\u0627\u0628 \u0639\u0645\u0627\u0644\u0642\u0629 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u063a\u0631\u0628\u064a\u0629 \u0648\u062d\u062a\u0649 \u0648\u0648\u0644 \u0633\u062a\u0631\u064a\u062a.<\/p>\n\n\n\n<p>\u0648\u0623\u062e\u064a\u0631\u0627\u064b\u060c \u0631\u062f\u0651 \u0633\u0627\u0645 \u0623\u0644\u062a\u0645\u0627\u0646\u060c \u0627\u0644\u0630\u064a \u0627\u0646\u062c\u0631\u0641 \u0645\u0639 \u0627\u0644\u0631\u0623\u064a \u0627\u0644\u0639\u0627\u0645 \u0644\u0639\u062f\u0629 \u0623\u064a\u0627\u0645\u060c \u0628\u0634\u0643\u0644 \u0625\u064a\u062c\u0627\u0628\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 DeepSeek \u0639\u0644\u0649 X - \u0628\u064a\u0646\u0645\u0627 \u0623\u0634\u0627\u062f \u0628\u0640 R1\u060c \u0642\u0627\u0644 \u0625\u0646 OpenAI \u0633\u064a\u0635\u062f\u0631 \u0628\u0639\u0636 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1051\" height=\"1280\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/ade0e532-b451-4eff-832f-dcf20cff8f64.png\" alt=\"\" class=\"wp-image-868\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/ade0e532-b451-4eff-832f-dcf20cff8f64.png 1051w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/ade0e532-b451-4eff-832f-dcf20cff8f64-246x300.png 246w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/ade0e532-b451-4eff-832f-dcf20cff8f64-841x1024.png 841w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/ade0e532-b451-4eff-832f-dcf20cff8f64-768x935.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/ade0e532-b451-4eff-832f-dcf20cff8f64-10x12.png 10w\" sizes=\"auto, (max-width: 1051px) 100vw, 1051px\" \/><\/figure>","protected":false},"excerpt":{"rendered":"<p>\u0642\u0627\u0645\u062a \u0634\u0631\u0643\u0629 DeepSeek \u0628\u062a\u062d\u062f\u064a\u062b \u0645\u0648\u0642\u0639\u0647\u0627 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a. \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u0649 \u0645\u0646 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