{"id":847,"date":"2025-02-04T16:27:27","date_gmt":"2025-02-04T16:27:27","guid":{"rendered":"https:\/\/janusai.pro\/?p=847"},"modified":"2025-02-04T16:27:28","modified_gmt":"2025-02-04T16:27:28","slug":"how-good-is-deepseeks-janus-pro","status":"publish","type":"post","link":"https:\/\/janusai.pro\/ar\/how-good-is-deepseeks-janus-pro\/","title":{"rendered":"\u0645\u0627 \u0645\u062f\u0649 \u062c\u0648\u062f\u0629 \u062c\u0647\u0627\u0632 Janus-Pro \u0645\u0646 DeepSeek\u061f"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u0639\u0634\u064a\u0629 \u0645\u0647\u0631\u062c\u0627\u0646 \u0627\u0644\u0631\u0628\u064a\u0639\u060c \u062a\u0645 \u0625\u0635\u062f\u0627\u0631 \u0637\u0631\u0627\u0632 DeepSeek-R1. \u0628\u0641\u0636\u0644 \u0628\u0646\u064a\u0629 RL \u0627\u0644\u062e\u0627\u0644\u0635\u0629\u060c \u0641\u0642\u062f \u0627\u0633\u062a\u0641\u0627\u062f \u0645\u0646 \u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a CoT \u0627\u0644\u0639\u0638\u064a\u0645\u0629\u060c \u0648\u062a\u0641\u0648\u0642 \u0641\u064a \u0623\u062f\u0627\u0626\u0647 \u0639\u0644\u0649 <a href=\"https:\/\/openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u062f\u0631\u062f\u0634\u0629GPT<\/a> \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0646\u0637\u0642\u064a.<\/p>\n\n\n\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0623\u0648\u0632\u0627\u0646 \u0646\u0645\u0627\u0630\u062c\u0647\u0627 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629\u060c \u0648\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u062e\u064a\u0635\u0629 \u062c\u0639\u0644\u062a \u0645\u0646 DeepSeek \u0646\u062c\u0627\u062d\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u062d\u062a\u0649 \u0623\u0646\u0647\u0627 \u062a\u0633\u0628\u0628\u062a \u0641\u064a \u0627\u0646\u062e\u0641\u0627\u0636 \u0623\u0633\u0639\u0627\u0631 \u0623\u0633\u0647\u0645 NVIDIA \u0648ASML \u0644\u0628\u0639\u0636 \u0627\u0644\u0648\u0642\u062a.<\/p>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u062a\u062a\u0632\u0627\u064a\u062f \u0641\u064a\u0647 \u0634\u0639\u0628\u064a\u0629 DeepSeek\u060c \u0623\u0635\u062f\u0631\u062a \u0623\u064a\u0636\u064b\u0627 \u0646\u0633\u062e\u0629 \u0645\u062d\u062f\u062b\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 Janus (Janus)\u060c Janus-Pro\u060c \u0627\u0644\u0630\u064a \u064a\u0631\u062b \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0644\u0644\u062c\u064a\u0644 \u0627\u0644\u0633\u0627\u0628\u0642 \u0645\u0646 \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\u060c \u0648\u064a\u062d\u0633\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u064a\u0632\u064a\u062f \u0645\u0646 \u062d\u062c\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0645\u0645\u0627 \u064a\u062d\u0642\u0642 \u0623\u062f\u0627\u0621\u064b \u0623\u0642\u0648\u0649.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"427\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02.png\" alt=\"\" class=\"wp-image-850\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-300x119.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-1024x405.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-768x304.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-18x7.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=\"522\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481.png\" alt=\"\" class=\"wp-image-854\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-300x145.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-1024x495.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-768x371.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/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\/how-good-is-deepseeks-janus-pro\/#Janus-Pro\" >Janus-Pro<\/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\/how-good-is-deepseeks-janus-pro\/#Model_architecture\" >\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/ar\/how-good-is-deepseeks-janus-pro\/#Training_strategy\" >\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/ar\/how-good-is-deepseeks-janus-pro\/#Training_data_scaling\" >\u062a\u062d\u062c\u064a\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/ar\/how-good-is-deepseeks-janus-pro\/#Model_scaling\" >\u062a\u062d\u062c\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/a><\/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\/how-good-is-deepseeks-janus-pro\/#Model_evaluation\" >\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Janus-Pro\"><\/span>Janus-Pro<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro<\/a> \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0645\u0648\u062d\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 (MLLM) \u064a\u0645\u0643\u0646\u0647 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0647\u0627\u0645 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0641\u064a \u0622\u0646\u064d \u0648\u0627\u062d\u062f\u060c \u0623\u064a \u064a\u0645\u0643\u0646\u0647 \u0641\u0647\u0645 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635 \u0623\u064a\u0636\u064b\u0627.<\/p>\n\n\n\n<p>\u064a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0644\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 (\u0623\u064a \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0631\u0645\u0648\u0632 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631 \u0648\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631)\u060c \u0648\u064a\u0639\u0627\u0644\u062c\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u0648\u0644 \u0627\u0646\u062d\u062f\u0627\u0631\u064a \u0630\u0627\u062a\u064a \u0645\u0648\u062d\u062f.<\/p>\n\n\n\n<p>\u0648\u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647 \u0646\u0645\u0648\u0630\u062c\u0627\u064b \u0645\u062a\u0642\u062f\u0645\u0627\u064b \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0644\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0641\u0647\u0648 \u0646\u0633\u062e\u0629 \u0645\u0637\u0648\u0631\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u062c\u0627\u0646\u0648\u0633 \u0627\u0644\u0633\u0627\u0628\u0642.<\/p>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u0645\u064a\u062b\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0631\u0648\u0645\u0627\u0646\u064a\u0629\u060c \u062c\u0627\u0646\u0648\u0633 (\u062c\u0627\u0646\u0648\u0633) \u0647\u0648 \u0625\u0644\u0647 \u062d\u0627\u0631\u0633 \u0630\u0648 \u0648\u062c\u0647\u064a\u0646 \u064a\u0631\u0645\u0632 \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0627\u0642\u0636 \u0648\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644. \u0644\u0647 \u0648\u062c\u0647\u0627\u0646\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0634\u064a\u0631 \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u0623\u0646 \u0646\u0645\u0648\u0630\u062c \u064a\u0627\u0646\u0648\u0633 \u064a\u0645\u0643\u0646\u0647 \u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0645\u0646\u0627\u0633\u0628 \u062c\u062f\u064b\u0627. \u0625\u0630\u0646 \u0645\u0627 \u0627\u0644\u0630\u064a \u0642\u0627\u0645 \u0628\u062a\u0631\u0642\u064a\u0629 \u0628\u0631\u0648 \u0628\u0627\u0644\u0636\u0628\u0637\u061f<\/p>\n\n\n\n<p>Janus\u060c \u0643\u0646\u0645\u0648\u0630\u062c \u0635\u063a\u064a\u0631 \u0645\u0646 1.3B\u060c \u0647\u0648 \u0623\u0634\u0628\u0647 \u0628\u0646\u0633\u062e\u0629 \u0645\u0639\u0627\u064a\u0646\u0629 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0643\u0648\u0646\u0647 \u0646\u0633\u062e\u0629 \u0631\u0633\u0645\u064a\u0629. \u0625\u0646\u0647 \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0648\u062d\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0648\u0644\u0643\u0646 \u0644\u062f\u064a\u0647 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0634\u0627\u0643\u0644\u060c \u0645\u062b\u0644 \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0631\u0629\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0639\u0646 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0648\u0639\u062f\u0645 \u0643\u0641\u0627\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644.<\/p>\n\n\n\n<p>\u064a\u0639\u0645\u0644 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 Pro \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0632\u064a\u0627\u062f\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u062a\u0648\u0641\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0623\u0643\u0628\u0631 (7B) \u0644\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0646 \u0628\u064a\u0646\u0647\u0627 \u0645\u0639 \u062a\u0648\u0641\u064a\u0631 \u0646\u0645\u0648\u0630\u062c 1B.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_architecture\"><\/span>\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u062c\u0648\u0633-\u0628\u0631\u0648 \u0648\u062c\u0627\u0646\u0648\u0633<\/a> \u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u0645\u0646 \u062d\u064a\u062b \u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. (\u0641\u0642\u0637 1.3 \u0628! \u064a\u0648\u062d\u062f \u062c\u0627\u0646\u0648\u0633 \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)<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"571\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006.png\" alt=\"\" class=\"wp-image-851\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-300x159.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-1024x541.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-768x406.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-18x10.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u0645\u0628\u062f\u0623 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0641\u0635\u0644 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0628\u0635\u0631\u064a \u0644\u062f\u0639\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. \u064a\u0642\u0648\u0645 Janus-Pro \u0628\u062a\u0631\u0645\u064a\u0632 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0635\u0648\u0631\u0629\/\u0627\u0644\u0646\u0635 \u0627\u0644\u0623\u0635\u0644\u064a \u0628\u0634\u0643\u0644 \u0645\u0646\u0641\u0635\u0644\u060c \u0648\u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0648\u064a\u0639\u0627\u0644\u062c\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u062d\u0648\u0644 \u0627\u0646\u062d\u062f\u0627\u0631\u064a \u0630\u0627\u062a\u064a \u0645\u0648\u062d\u062f.<\/p>\n\n\n\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 SigLIP \u0644\u062a\u0631\u0645\u064a\u0632 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0635\u0648\u0631\u0629 (\u0627\u0644\u0645\u0634\u0641\u0631 \u0627\u0644\u0623\u0632\u0631\u0642 \u0641\u064a \u0627\u0644\u0634\u0643\u0644 \u0623\u0639\u0644\u0627\u0647)\u060c \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0623\u062f\u0627\u0629 \u062a\u0631\u0645\u064a\u0632 VQ \u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0635\u0648\u0631\u0629 (\u0627\u0644\u0645\u0634\u0641\u0631 \u0627\u0644\u0623\u0635\u0641\u0631 \u0641\u064a \u0627\u0644\u0634\u0643\u0644 \u0623\u0639\u0644\u0627\u0647). \u0623\u062e\u064a\u0631\u064b\u0627\u060c \u064a\u062a\u0645 \u0625\u062f\u062e\u0627\u0644 \u062c\u0645\u064a\u0639 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0625\u0644\u0649 LLM \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_strategy\"><\/span>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0645\u0646 \u062d\u064a\u062b \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0623\u062f\u062e\u0644\u062a Janus-Pro \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a. \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0642\u062f\u064a\u0645 \u0645\u0646 Janus \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u062b\u0644\u0627\u062b \u0645\u0631\u0627\u062d\u0644\u060c \u062d\u064a\u062b \u062a\u0642\u0648\u0645 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0628\u062a\u062f\u0631\u064a\u0628 \u0645\u062d\u0648\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u0631\u0623\u0633 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0648\u062a\u0642\u0648\u0645 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0628\u0625\u062c\u0631\u0627\u0621 \u062a\u062f\u0631\u064a\u0628 \u0645\u0633\u0628\u0642 \u0645\u0648\u062d\u062f\u060c \u0648\u062a\u0642\u0648\u0645 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 \u0628\u0636\u0628\u0637 \u0645\u0634\u0641\u0631 \u0627\u0644\u0641\u0647\u0645 \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0627\u0633. (\u062a\u0638\u0647\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u062c\u0627\u0646\u0648\u0633 \u0641\u064a \u0627\u0644\u0634\u0643\u0644 \u0623\u062f\u0646\u0627\u0647).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"381\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a.png\" alt=\"\" class=\"wp-image-849\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-300x106.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-1024x361.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-768x271.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-18x6.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0637\u0631\u064a\u0642\u0629 PixArt \u0644\u062a\u0642\u0633\u064a\u0645 \u062a\u062f\u0631\u064a\u0628 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/p>\n\n\n\n<p>\u062a\u062d\u0642\u064a\u0642\u064b\u0627 \u0644\u0647\u0630\u0647 \u0627\u0644\u063a\u0627\u064a\u0629\u060c \u0642\u0645\u0646\u0627 \u0628\u062a\u0645\u062f\u064a\u062f \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 \u0648\u0623\u0636\u0641\u0646\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a ImageNet\u060c \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0646 \u064a\u0635\u0645\u0645 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0645\u0639 \u0645\u0639\u0644\u0645\u0627\u062a LLM \u062b\u0627\u0628\u062a\u0629. \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u062a\u062e\u0644\u0635\u0646\u0627 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a ImageNet \u0648\u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0632\u0648\u062c \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0644\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0645\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0642\u0645\u0646\u0627 \u0628\u062a\u0639\u062f\u064a\u0644 \u0646\u0633\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 (\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637: \u0627\u0644\u0646\u0635\u064a\u0629 \u0641\u0642\u0637: \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0645\u0631\u0626\u064a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0645\u0646 7:3:10 \u0625\u0644\u0649 5:1:4)\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0631\u0626\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_data_scaling\"><\/span>\u062a\u062d\u062c\u064a\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus-Pro \u0623\u064a\u0636\u064b\u0627 \u0642\u064a\u0627\u0633 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Janus \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u0635\u0631\u064a.<\/p>\n\n\n\n<p>\u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637: \u062a\u0639\u062a\u0645\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u0628\u0642 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u0628\u0642 \u0639\u0644\u0649 DeepSeek-VL2 \u0648\u062a\u062a\u0636\u0645\u0646 \u062d\u0648\u0627\u0644\u064a 90 \u0645\u0644\u064a\u0648\u0646 \u0639\u064a\u0646\u0629 \u062c\u062f\u064a\u062f\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0628\u064a\u0627\u0646\u0627\u062a \u0634\u0631\u062d \u0627\u0644\u0635\u0648\u0631 (\u0645\u062b\u0644 YFCC) \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u0647\u0645 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a (\u0645\u062b\u0644 Docmatix).<\/p>\n\n\n\n<p>\u062a\u064f\u062f\u062e\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 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 \u0645\u0632\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0645\u0641\u0647\u0648\u0645 MEME \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631 \u0627\u0644\u0635\u064a\u0646\u064a \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0648\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631.<\/p>\n\n\n\n<p>\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0631\u0626\u064a: \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0648\u0636\u0648\u0636\u0627\u0621 \u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u0623\u062b\u0631 \u0639\u0644\u0649 \u062b\u0628\u0627\u062a \u0648\u062c\u0645\u0627\u0644\u064a\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0627\u0644\u0646\u0635.<\/p>\n\n\n\n<p>Janus-Pro \u064a\u0642\u062f\u0645 \u062d\u0648\u0627\u0644\u064a 72 \u0645\u0644\u064a\u0648\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0645\u0627\u0644\u064a\u0629 \u062a\u0631\u0643\u064a\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0646\u0633\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 1:1. \u0648\u0642\u062f \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u062a\u0633\u0631\u0651\u0639 \u0645\u0646 \u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u062d\u0633\u0651\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062b\u0628\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0648\u0644\u0651\u062f\u0629 \u0648\u062c\u0648\u062f\u062a\u0647\u0627 \u0627\u0644\u062c\u0645\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_scaling\"><\/span>\u062a\u062d\u062c\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus Pro \u064a\u0648\u0633\u0639 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 7B\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0628\u0642 \u0645\u0646 Janus 1.5B DeepSeek-LLM \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u0635\u0644 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0628\u0635\u0631\u064a. \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0623\u0646 \u062d\u062c\u0645 LLM \u0627\u0644\u0623\u0643\u0628\u0631 \u064a\u064f\u0633\u0631\u0651\u0639 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0645\u0645\u0627 \u064a\u0624\u0643\u062f \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0642\u0648\u064a\u0629 \u0644\u0644\u0637\u0631\u064a\u0642\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"352\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b.png\" alt=\"\" class=\"wp-image-848\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b.png 864w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-300x122.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-768x313.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-18x7.png 18w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"536\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba.png\" alt=\"\" class=\"wp-image-852\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-300x149.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-1024x508.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-768x381.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0646\u0645\u0648\u0630\u062c DeepSeek-LLM (1.5B \u06487B\u060c \u064a\u062f\u0639\u0645 \u062a\u0633\u0644\u0633\u0644\u064b\u0627 \u0628\u062d\u062f \u0623\u0642\u0635\u0649 4096) \u0643\u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0623\u0633\u0627\u0633\u064a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SigLIP-Large-Patch16-384 \u0643\u0646\u0645\u0648\u0630\u062c \u062a\u0634\u0641\u064a\u0631 \u0645\u0631\u0626\u064a\u060c \u0648\u062d\u062c\u0645 \u0642\u0627\u0645\u0648\u0633 \u0627\u0644\u0645\u0634\u0641\u0631 16384\u060c \u0648\u0645\u0636\u0627\u0639\u0641 \u062a\u062e\u0641\u064a\u0636 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631\u0629 16\u060c \u0648\u0643\u0644 \u0645\u0646 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u062d\u0648\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a.<\/p>\n\n\n\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u0648\u0642\u0641 \u0627\u0644\u0645\u0628\u0643\u0631 270K\u060c \u0648\u064a\u062a\u0645 \u0636\u0628\u0637 \u062c\u0645\u064a\u0639 \u0627\u0644\u0635\u0648\u0631 \u0628\u0634\u0643\u0644 \u0645\u0648\u062d\u062f \u0639\u0644\u0649 \u062f\u0642\u0629 384\u00d7384\u060c \u0648\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u063a\u0644\u064a\u0641 \u0627\u0644\u062a\u0633\u0644\u0633\u0644 \u0644\u062a\u062d\u0633\u064a\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 . \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 Janus-Pro \u0648\u062a\u0642\u064a\u064a\u0645\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 HAI-LLM. \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u064a\u0646 1.5B\/7B \u0639\u0644\u0649 16\/32 \u0639\u0642\u062f\u0629 (8\u00d7Nvidia A100 40GB \u0644\u0643\u0644 \u0639\u0642\u062f\u0629) \u0644\u0645\u062f\u0629 9\/14 \u064a\u0648\u0645\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_evaluation\"><\/span>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u062a\u0645 \u062a\u0642\u064a\u064a\u0645 Janus-Pro \u0628\u0634\u0643\u0644 \u0645\u0646\u0641\u0635\u0644 \u0641\u064a \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. \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0641\u0647\u0645 \u0636\u0639\u064a\u0641\u064b\u0627 \u0628\u0639\u0636 \u0627\u0644\u0634\u064a\u0621\u060c \u0644\u0643\u0646\u0647 \u064a\u0639\u062a\u0628\u0631 \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u062d\u062c\u0645 (\u0623\u0639\u062a\u0642\u062f \u0623\u0646\u0647 \u0645\u062d\u062f\u0648\u062f \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631 \u0628\u0633\u0628\u0628 \u062f\u0642\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0648\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641).<\/p>\n\n\n\n<p>\u0633\u062c\u0644 Janus-Pro-7B 79.2 \u0646\u0642\u0637\u0629 \u0641\u064a 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\u0628\u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0633\u0627\u0628\u0642 \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629\u060c \u0648\u064a\u0639\u062a\u0628\u0631 \u0645\u0633\u062a\u0648\u0649 \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631. \u0643\u0645\u0627 \u062a\u062a\u0641\u0648\u0642 \u062f\u0631\u062c\u0629 Janus-Pro \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 GenEval \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a (0.80) \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 DALL-E 3 (0.67) \u0648 Stable Diffusion 3 Medium (0.74).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"827\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349.png\" alt=\"\" class=\"wp-image-853\" 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https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-300x207.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-1024x705.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-768x529.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-18x12.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>","protected":false},"excerpt":{"rendered":"<p>\u0639\u0634\u064a\u0629 \u0645\u0647\u0631\u062c\u0627\u0646 \u0627\u0644\u0631\u0628\u064a\u0639\u060c \u062a\u0645 \u0625\u0635\u062f\u0627\u0631 \u0646\u0645\u0648\u0630\u062c DeepSeek-R1. \u0648\u0642\u062f \u0627\u0633\u062a\u0641\u0627\u062f \u0645\u0646 \u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a CoT \u0627\u0644\u0631\u0627\u0626\u0639\u0629 \u0628\u0641\u0636\u0644 \u0628\u0646\u064a\u062a\u0647 \u0627\u0644\u0628\u062d\u062a\u0629 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\u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c 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