{"id":746,"date":"2025-01-30T13:05:33","date_gmt":"2025-01-30T13:05:33","guid":{"rendered":"https:\/\/janusai.pro\/?p=746"},"modified":"2025-01-30T13:05:35","modified_gmt":"2025-01-30T13:05:35","slug":"the-complete-explanation-from-deepseek-janus-to-janus-pro","status":"publish","type":"post","link":"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/","title":{"rendered":"\u5b8c\u6574\u89e3\u91ca\uff1a\u4ece DeepSeek Janus \u5230 Janus-Pro\uff01"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u5e26\u56de\u5bb6\u7684\u4fe1\u606f\uff1aJanus \u662f\u4e00\u4e2a\u7b80\u5355\u3001\u7edf\u4e00\u3001\u53ef\u6269\u5c55\u7684\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u6a21\u578b\uff0c\u5b83\u5c06\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u89c6\u89c9\u7f16\u7801\u5206\u79bb\u5f00\u6765\uff0c\u51cf\u5c11\u4e86\u8fd9\u4e24\u9879\u4efb\u52a1\u4e4b\u95f4\u7684\u6f5c\u5728\u51b2\u7a81\u3002\u672a\u6765\uff0c\u5b83\u8fd8\u53ef\u4ee5\u6269\u5c55\u5230\u5176\u4ed6\u8f93\u5165\u6a21\u5f0f\u3002Janus-Pro \u5728\u6b64\u57fa\u7840\u4e0a\u4f18\u5316\u4e86\u8bad\u7ec3\u7b56\u7565\uff08\u5305\u62ec\u589e\u52a0\u8bad\u7ec3\u6b65\u6570\u3001\u8c03\u6574\u6570\u636e\u6bd4\u4f8b\u7b49\uff09\uff0c\u589e\u52a0\u4e86\u66f4\u591a\u6570\u636e\uff08\u5305\u62ec\u4f7f\u7528\u5408\u6210\u6570\u636e\u7b49\uff09\uff0c\u5e76\u6269\u5927\u4e86\u6a21\u578b\u89c4\u6a21\uff08\u8fbe\u5230 70 \u4ebf\u4e2a\u53c2\u6570\uff09\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u591a\u6a21\u6001\u7406\u89e3\u548c\u6587\u672c\u5230\u56fe\u50cf\u6307\u4ee4\u7684\u9075\u4ece\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=Mjg4MjEwYjVlNzk0YTgyMTc0NDJlODQ4MTU2ZmRjYTVfWnhaaVEyZlEwUHFrUHNUeGNCOWpCRU1EVDN0QktBMUxfVG9rZW46SkVQZmJmSEhqb1g4YTJ4MVNYdmNPT2oybmVmXzE3MzgyNDIwMzc6MTczODI0NTYzN19WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p><a href=\"https:\/\/github.com\/deepseek-ai\/JanusJanus\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u4ee3\u7801\u5730\u5740<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/deepseek-ai\/Janus\/blob\/main\/janus_pro_tech_report.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus Pro \u5730\u5740<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro<\/a> \u662f\u4e4b\u524d Janus \u5de5\u4f5c\u7684\u9ad8\u7ea7\u7248\u672c\uff0c\u5177\u4f53\u5305\u62ec\uff1a\uff081\uff09\u4f18\u5316\u7684\u8bad\u7ec3\u7b56\u7565\uff1b\uff082\uff09\u6269\u5c55\u7684\u8bad\u7ec3\u6570\u636e\uff1b\uff083\uff09\u66f4\u5927\u7684\u6a21\u578b\u89c4\u6a21\u3002\u901a\u8fc7\u8fd9\u4e9b\u6539\u8fdb\uff0cJanus-Pro \u5728\u591a\u6a21\u6001\u7406\u89e3\u548c\u6587\u672c\u5230\u56fe\u50cf\u6307\u4ee4\u9075\u4ece\u80fd\u529b\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u6b65\uff0c\u540c\u65f6\u8fd8\u589e\u5f3a\u4e86\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u7684\u7a33\u5b9a\u6027\u3002\u5728\u89e3\u8bfb Janus-Pro \u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u56de\u987e\u4e00\u4e0b Janus\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_72 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 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class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Phase_1\" title=\"\u7b2c 1 \u9636\u6bb5\">\u7b2c 1 \u9636\u6bb5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Phase_2\" title=\"\u7b2c\u4e8c\u9636\u6bb5\">\u7b2c\u4e8c\u9636\u6bb5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Phase_3\" title=\"\u7b2c\u4e09\u9636\u6bb5\">\u7b2c\u4e09\u9636\u6bb5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Training_Objectives\" title=\"\u57f9\u8bad\u76ee\u6807\">\u57f9\u8bad\u76ee\u6807<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Reasoning\" title=\"\u63a8\u7406\">\u63a8\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Possible_extensions\" title=\"\u53ef\u80fd\u7684\u6269\u5c55\">\u53ef\u80fd\u7684\u6269\u5c55<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Janus-Pro_Upgrade\" title=\"Janus-Pro \u5347\u7ea7\">Janus-Pro \u5347\u7ea7<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Main_Improvements\" title=\"\u4e3b\u8981\u6539\u8fdb\">\u4e3b\u8981\u6539\u8fdb<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Training_Strategy\" title=\"\u57f9\u8bad\u6218\u7565\">\u57f9\u8bad\u6218\u7565<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Data_Scale\" title=\"\u6570\u636e\u6bd4\u4f8b\">\u6570\u636e\u6bd4\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Model_Scale\" title=\"\u6a21\u578b\u6bd4\u4f8b\">\u6a21\u578b\u6bd4\u4f8b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Experimental_details\" title=\"\u5b9e\u9a8c\u7ec6\u8282\">\u5b9e\u9a8c\u7ec6\u8282<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/janusai.pro\/zh_cn\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Insufficient\" title=\"\u4e0d\u8db3\">\u4e0d\u8db3<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Reviewing_Janus\"><\/span>\u56de\u987e\u96c5\u52aa\u65af<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5176\u524d\u8eab Janus \u662f\u4e00\u4e2a\u7528\u4e8e\u7edf\u4e00\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u81ea\u56de\u5f52\u6846\u67b6\uff0c\u7528\u4e8e\u89e3\u8026\u89c6\u89c9\u7f16\u7801\u4ee5\u5b9e\u73b0\u7edf\u4e00\u7684\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u3002\u5bf9\u4e8e\u591a\u6a21\u6001\u7406\u89e3\uff0c\u5176\u8bbe\u8ba1\u901a\u5e38\u9075\u5faa LLaVA\uff0c\u4f7f\u7528\u89c6\u89c9\u7f16\u7801\u5668\u4f5c\u4e3a\u6865\u6881\uff0c\u4f7f\u5927\u578b\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u7406\u89e3\u56fe\u50cf\u3002\u5bf9\u4e8e\u751f\u6210\uff0c\u5b83\u901a\u5e38\u57fa\u4e8e\u6269\u6563\u6a21\u578b\uff0c\u6709\u4e9b\u5219\u57fa\u4e8e\u81ea\u56de\u5f52\u65b9\u6cd5\u3002\u6709\u4e9b\u65b9\u6cd5\u5c1d\u8bd5\u4f7f\u7528\u5355\u4e2a\u8f6c\u6362\u5668\u6765\u7edf\u4e00\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\uff0c\u901a\u5e38\u4f7f\u7528\u5355\u4e2a\u89c6\u89c9\u7f16\u7801\u5668\u6765\u5904\u7406\u4e24\u4e2a\u4efb\u52a1\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u548c\u751f\u6210\u4efb\u52a1\u6240\u9700\u7684\u8868\u5f81\u5b58\u5728\u5dee\u5f02\u3002\u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u65e8\u5728\u63d0\u53d6\u9ad8\u7ea7\u8bed\u4e49\u4fe1\u606f\uff08\u5982\u7269\u4f53\u7c7b\u522b\u6216\u89c6\u89c9\u5c5e\u6027\uff09\uff0c\u8f93\u51fa\u4e0d\u4ec5\u6d89\u53ca\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u4fe1\u606f\uff0c\u8fd8\u6d89\u53ca\u590d\u6742\u7684\u8bed\u4e49\u63a8\u7406\uff0c\u7f16\u7801\u5668\u4e3b\u8981\u5173\u6ce8\u9ad8\u7ef4\u8bed\u4e49\u8868\u5f81\u3002\u751f\u6210\u4efb\u52a1\u4e3b\u8981\u6d89\u53ca\u751f\u6210\u5c40\u90e8\u7ec6\u8282\u548c\u4fdd\u6301\u56fe\u50cf\u7684\u5168\u5c40\u4e00\u81f4\u6027\uff0c\u56e0\u6b64\u9700\u8981\u7a7a\u95f4\u7ed3\u6784\u548c\u7eb9\u7406\u7ec6\u8282\u7684\u4f4e\u7ef4\u7f16\u7801\u8868\u5f81\u3002\u5c06\u8fd9\u4e24\u9879\u4efb\u52a1\u7684\u8868\u5f81\u7edf\u4e00\u5728\u540c\u4e00\u7a7a\u95f4\u53ef\u80fd\u4f1a\u5bfc\u81f4\u51b2\u7a81\u3002<\/p>\n\n\n\n<p>Janus \u5305\u542b\u4e24\u4e2a\u72ec\u7acb\u7684\u89c6\u89c9\u7f16\u7801\u8def\u5f84\uff0c\u5206\u522b\u7528\u4e8e\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\uff0c\u6709\u4e24\u4e2a\u597d\u5904\uff1a1\uff09\u7f13\u89e3\u4e86\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u4e0d\u540c\u7c92\u5ea6\u8981\u6c42\u6240\u4ea7\u751f\u7684\u51b2\u7a81\uff1b2\uff09\u5177\u6709\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\uff0c\u89e3\u8026\u540e\uff0c\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u90fd\u53ef\u4ee5\u4f7f\u7528\u5404\u81ea\u9886\u57df\u7684\u6700\u5148\u8fdb\u7f16\u7801\u6280\u672f\u8fdb\u884c\u7f16\u7801\uff0c\u5c06\u6765\u8fd8\u53ef\u4ee5\u8f93\u5165\u70b9\u4e91\u3001\u8111\u7535\u56fe\u4fe1\u53f7\u6216\u97f3\u9891\u6570\u636e\uff0c\u5e76\u4f7f\u7528\u7edf\u4e00\u7684\u8f6c\u6362\u5668\u8fdb\u884c\u5904\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=OTE3ZjkyNWQ5MmUwNDQzM2VjN2VlNWYwZjAxYTVmZGRfMXpJMWVObDBKOHYxTVJqeEw2S0pHT2hGU3RuVHdnWVdfVG9rZW46UDQyQ2Jrb0Myb1h0bjR4TFBrV2NRS29GbkRmXzE3MzgyNDIwMzc6MTczODI0NTYzN19WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u7406\u89e3\u6587\u672c\uff0c\u4f7f\u7528 LLM \u5185\u7f6e\u7684 Tokenizer \u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u79bb\u6563 ID\uff1b<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u591a\u6a21\u6001\u7406\u89e3\uff0c\u4f7f\u7528 SigLIP \u7f16\u7801\u5668\u63d0\u53d6\u56fe\u50cf\u4e2d\u7684\u9ad8\u7ef4\u8bed\u4e49\u7279\u5f81\uff08\u7b14\u8005\u6ce8\uff1aCosmos \u5728 Guardrails \u90e8\u5206\u4e5f\u4f7f\u7528\u4e86 SigLIP \u7f16\u7801\u5668\uff09\uff0c\u5e76\u4f7f\u7528 Adaptor\uff082 \u5c42 MLP\uff09\u5c06\u63d0\u53d6\u7684\u7279\u5f81\u6620\u5c04\u5230 LLM \u7684\u6587\u672c\u7279\u5f81\u7a7a\u95f4\uff1b<\/p>\n\n\n\n<p>\u957f\u8fb9\u8c03\u6574\u4e3a 384 \u50cf\u7d20\uff0c\u77ed\u8fb9\u4f7f\u7528 RGB(127,127,127)\u586b\u5145\u4e3a 384 \u50cf\u7d20\uff1b<\/p>\n\n\n\n<p>\u5728\u89c6\u89c9\u751f\u6210\u65b9\u9762\uff0c\u4f7f\u7528 VQ Tokenizer \u5c06\u56fe\u50cf\u8f6c\u6362\u4e3a\u79bb\u6563\u7684 ID\uff0c\u5e76\u4f7f\u7528 Adaptor\uff082 \u5c42 MLP\uff09\u5c06\u6bcf\u4e2a ID \u6620\u5c04\u5230 LLM \u7684\u6587\u672c\u7279\u5f81\u7a7a\u95f4\uff1b<\/p>\n\n\n\n<p>\u77ed\u8fb9\u88ab\u8c03\u6574\u4e3a 384 \u50cf\u7d20\uff0c\u957f\u8fb9\u88ab\u88c1\u526a\u4e3a 384 \u50cf\u7d20\uff1b<\/p>\n\n\n\n<p>\u6574\u4f53\u8bad\u7ec3\u4f7f\u7528 16 \u4e2a\u8282\u70b9\u8fdb\u884c\uff0c\u6bcf\u4e2a\u8282\u70b9\u5305\u542b 8 \u4e2a Nvidia A100 GPU\uff1b<\/p>\n\n\n\n<p>\u5728\u89c6\u89c9\u751f\u6210\u548c\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\uff0c\u56fe\u50cf\u7279\u5f81\u5e8f\u5217\u548c\u6587\u672c\u7279\u5f81\u5e8f\u5217\u88ab\u94fe\u63a5\u5728\u4e00\u8d77\uff0c\u4f5c\u4e3a LLM \u7684\u8f93\u5165\uff08\u6587\u4e2d\u4f7f\u7528\u7684\u662f DeepSeek-LLM 1.3B\uff09\uff1b<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5728\u7eaf\u6587\u672c\u7406\u89e3\u548c\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\uff0cLLM \u7684\u5185\u7f6e\u9884\u6d4b\u5934\u88ab\u7528\u4e8e\u6587\u672c\u9884\u6d4b\uff0c\u800c\u5728\u89c6\u89c9\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u4e00\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u9884\u6d4b\u5934\u88ab\u7528\u4e8e\u56fe\u50cf\u9884\u6d4b\u3002\u6574\u4e2a\u6a21\u578b\u91c7\u7528\u81ea\u56de\u5f52\u6846\u67b6\uff0c\u65e0\u9700\u4e13\u95e8\u8bbe\u8ba1\u6ce8\u610f\u529b\u63a9\u7801\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Janus_training_is_divided_into_3_phases\"><\/span><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u96c5\u52aa\u65af\u57f9\u8bad<\/a> \u5206\u4e3a 3 \u4e2a\u9636\u6bb5\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phase_1\"><\/span>\u7b2c 1 \u9636\u6bb5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u5217\u8f66\u9002\u914d\u5668\u548c\u6210\u50cf\u5934<\/strong> \u5728\u5d4c\u5165\u7a7a\u95f4\u7684\u8bed\u8a00\u548c\u89c6\u89c9\u5143\u7d20\u4e4b\u95f4\u5efa\u7acb\u8054\u7cfb\uff0c\u4f7f LLM \u80fd\u591f\u7406\u89e3\u56fe\u50cf\u4e2d\u7684\u5b9e\u4f53\uff0c\u5e76\u5177\u5907\u521d\u6b65\u7684\u89c6\u89c9\u751f\u6210\u80fd\u529b\uff1b<\/p>\n\n\n\n<p>\u4e3a\u4fbf\u4e8e\u591a\u6a21\u6001\u7406\u89e3\uff0c\u4f7f\u7528 SHareGPT4V \u4e2d 125 \u4e07\u4e2a\u56fe\u50cf-\u6587\u672c\u914d\u5bf9\u6807\u9898\u6570\u636e\uff0c\u683c\u5f0f\u4e3a\uff1b<\/p>\n\n\n\n<p>\u5728\u89c6\u89c9\u751f\u6210\u65b9\u9762\uff0c\u4f7f\u7528\u6765\u81ea ImageNet1k \u7684 120 \u4e07\u4e2a\u683c\u5f0f\u6837\u672c\uff1a\uff1b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phase_2\"><\/span>\u7b2c\u4e8c\u9636\u6bb5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u7edf\u4e00\u9884\u57f9\u8bad<\/strong>\u8be5\u9636\u6bb5\u4f7f\u7528\u591a\u6a21\u6001\u8bed\u6599\u5e93\u8fdb\u884c\u7edf\u4e00\u9884\u8bad\u7ec3\uff0c\u4ee5\u5b66\u4e60\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u3002\u8be5\u9636\u6bb5\u4f7f\u7528\u7eaf\u6587\u672c\u6570\u636e\u3001\u591a\u6a21\u6001\u7406\u89e3\u6570\u636e\u548c\u89c6\u89c9\u751f\u6210\u6570\u636e\u3002\u4f7f\u7528 ImageNet-1k \u8fdb\u884c\u7b80\u5355\u7684\u89c6\u89c9\u751f\u6210\u8bad\u7ec3\uff0c\u7136\u540e\u4f7f\u7528\u901a\u7528\u6587\u672c\u5230\u56fe\u50cf\u6570\u636e\u6765\u589e\u5f3a\u6a21\u578b\u5f00\u653e\u57df\u4e2d\u7684\u89c6\u89c9\u751f\u6210\uff1b<\/p>\n\n\n\n<p>\u7eaf\u6587\u672c\u6570\u636e\uff1aDeepSeek-LLM \u9884\u8bad\u7ec3\u8bed\u6599\u5e93\uff1b<\/p>\n\n\n\n<p>\u4ea4\u9519\u56fe\u50cf\u6587\u672c\u6570\u636e\uff1aWikiHow \u548c WIT \u6570\u636e\u96c6\uff1b<\/p>\n\n\n\n<p>\u56fe\u50cf\u6807\u9898\u6570\u636e\uff1a\u4ece\u591a\u4e2a\u6765\u6e90\u83b7\u53d6\u56fe\u50cf\uff0c\u5e76\u4f7f\u7528\u5f00\u653e\u6e90\u591a\u6a21\u6001\u6a21\u578b\u4e3a\u5176\u4e2d\u4e00\u4e9b\u56fe\u50cf\u91cd\u65b0\u6dfb\u52a0\u6807\u9898\uff0c\u6570\u636e\u683c\u5f0f\u4e3a\u95ee\u7b54\u5bf9\uff0c\u4f8b\u5982 \u8be6\u7ec6\u63cf\u8ff0\u56fe\u50cf<caption>\uff1b<\/p>\n\n\n\n<p>\u8868\u683c\u548c\u56fe\u5f62\u6570\u636e\uff1a\u6765\u81ea DeepSeek-VL \u7684\u76f8\u5e94\u8868\u683c\u548c\u56fe\u5f62\u6570\u636e\uff0c\u683c\u5f0f\u4e3a\uff1b<\/p>\n\n\n\n<p>\u89c6\u89c9\u751f\u6210\u7684\u6570\u636e\uff1a\u6765\u81ea\u591a\u4e2a\u6570\u636e\u96c6\u548c 200 \u4e07\u4e2a\u5185\u90e8\u6570\u636e\u7684\u56fe\u50cf-\u6807\u9898\u5bf9\uff1b<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u53ea\u968f\u673a\u4f7f\u7528\u6807\u9898\u7684\u7b2c\u4e00\u53e5\u8bdd\uff0c\u6982\u7387\u4e3a 25%\uff1b<\/p>\n\n\n\n<p>ImageNet \u6837\u672c\u4ec5\u51fa\u73b0\u5728\u6700\u521d\u7684 120K \u8bad\u7ec3\u6b65\u9aa4\u4e2d\uff0c\u5176\u4ed6\u6570\u636e\u96c6\u7684\u56fe\u50cf\u5219\u51fa\u73b0\u5728\u968f\u540e\u7684 60K \u8bad\u7ec3\u6b65\u9aa4\u4e2d\uff1b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phase_3\"><\/span>\u7b2c\u4e09\u9636\u6bb5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u76d1\u7763\u5fae\u8c03<\/strong>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u5bf9\u9884\u5148\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u63d0\u9ad8\u5b83\u4eec\u9075\u5faa\u6307\u4ee4\u548c\u5bf9\u8bdd\u7684\u80fd\u529b\u3002\u5fae\u8c03\u9664\u751f\u6210\u7f16\u7801\u5668\u4e4b\u5916\u7684\u6240\u6709\u53c2\u6570\u3002\u5728\u76d1\u7763\u7b54\u6848\u65f6\u5c4f\u853d\u7cfb\u7edf\u548c\u7528\u6237\u63d0\u793a\u3002\u4e3a\u4e86\u786e\u4fdd Janus \u80fd\u591f\u719f\u7ec3\u5730\u8fdb\u884c\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\uff0c\u6211\u4eec\u6ca1\u6709\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u5bf9\u6a21\u578b\u8fdb\u884c\u5355\u72ec\u5fae\u8c03\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u6df7\u5408\u4f7f\u7528\u7eaf\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u3001\u591a\u6a21\u6001\u7406\u89e3\u6570\u636e\u548c\u89c6\u89c9\u751f\u6210\u6570\u636e\uff0c\u4ee5\u786e\u4fdd\u5728\u5404\u79cd\u60c5\u51b5\u4e0b\u7684\u901a\u7528\u6027\uff1b<\/p>\n\n\n\n<p>\u6587\u672c\u7406\u89e3\uff1a\u4f7f\u7528\u7279\u5b9a\u6765\u6e90\u7684\u6570\u636e\uff1b<\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u7406\u89e3\uff1a\u5229\u7528\u591a\u79cd\u6765\u6e90\u7684\u6570\u636e\u8c03\u6574\u6559\u5b66\uff1b<\/p>\n\n\n\n<p>\u89c6\u89c9\u751f\u6210\uff1a\u4f7f\u7528\u90e8\u5206\u7b2c\u4e8c\u9636\u6bb5\u6570\u636e\u96c6\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u5b50\u96c6\u4ee5\u53ca 400 \u4e07\u4e2a\u5185\u90e8\u6570\u636e\uff1b<\/p>\n\n\n\n<p>\u6570\u636e\u683c\u5f0f\u4e3aUser: \\n Assistant\uff1a\uff1b<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=M2I3MWQ5MjQyNTM5NjIyZTkyMjdlODgwMDg5NzIwYzJfSGVTUnVzb0I3bEREQXBkMEJGN0lqT0JBaEVUWEQwS05fVG9rZW46Vm9OMWJzYnNsbzRGR1R4YlJrNWNad1psblhjXzE3MzgyNDIwMzc6MTczODI0NTYzN19WNA\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_Objectives\"><\/span>\u57f9\u8bad\u76ee\u6807<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Janus \u662f\u4e00\u4e2a\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\u8bad\u7ec3\u7684\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u5bf9\u4e8e\u7eaf\u6587\u672c\u7406\u89e3\u548c\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\uff0c\u635f\u5931\u662f\u5728\u6587\u672c\u5e8f\u5217\u4e0a\u8ba1\u7b97\u7684\u3002\u5bf9\u4e8e\u89c6\u89c9\u751f\u6210\u4efb\u52a1\uff0c\u5219\u53ea\u5728\u56fe\u50cf\u5e8f\u5217\u4e0a\u8ba1\u7b97\u635f\u5931\u3002\u4e3a\u4e86\u4fdd\u6301\u8bbe\u8ba1\u7684\u7b80\u6d01\u6027\uff0c\u6ca1\u6709\u4e3a\u4e0d\u540c\u7684\u4efb\u52a1\u5206\u914d\u4e0d\u540c\u7684\u635f\u5931\u6743\u91cd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Reasoning\"><\/span>\u63a8\u7406<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u7eaf\u6587\u672c\u7406\u89e3\u548c\u591a\u6a21\u6001\u7406\u89e3\uff0c\u4f7f\u7528\u4e0b\u4e00\u4e2a\u8bcd\u7d20\u9884\u6d4b\u65b9\u6cd5\uff0c\u4ece\u9884\u6d4b\u5206\u5e03\u4e2d\u6309\u987a\u5e8f\u62bd\u53d6\u8bcd\u7d20\u3002\u5bf9\u4e8e\u56fe\u50cf\u751f\u6210\uff0c\u5219\u4f7f\u7528\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u6cd5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Possible_extensions\"><\/span>\u53ef\u80fd\u7684\u6269\u5c55<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u591a\u6a21\u6001\u7406\u89e3\uff0c1\uff09\u53ef\u4ee5\u9009\u62e9\u66f4\u5f3a\u7684\u89c6\u89c9\u7f16\u7801\u5668\uff0c2\uff09\u53ef\u4ee5\u4f7f\u7528\u52a8\u6001\u9ad8\u5206\u8fa8\u7387\u6280\u672f\uff1b<\/p>\n\n\n\n<p>\u5728\u89c6\u89c9\u751f\u6210\u65b9\u9762\uff0c1\uff09\u53ef\u4ee5\u9009\u62e9\u66f4\u7cbe\u7ec6\u7684\u7f16\u7801\u5668\uff1b2\uff09\u4f7f\u7528\u4e13\u95e8\u4e3a\u89c6\u89c9\u751f\u6210\u8bbe\u8ba1\u7684\u635f\u5931\u51fd\u6570\uff1b3\uff09\u5c06\u56e0\u679c\u6ce8\u610f\u548c\u5e76\u884c\u65b9\u6cd5\u7ed3\u5408\u8d77\u6765\uff1b<\/p>\n\n\n\n<p>\u66f4\u591a\u6a21\u5f0f\uff0c\u80fd\u591f\u6574\u5408\u4e09\u7ef4\u70b9\u4e91\u3001\u89e6\u89c9\u3001\u8111\u7535\u56fe\u548c\u5176\u4ed6\u635f\u5931\u6a21\u5f0f\u8f93\u5165\uff1b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Janus-Pro_Upgrade\"><\/span><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=NDM1YTM1ZDliNDUwYzAzNzg4MTNiNjUzYWZlZjVhZjhfZGI5ZWloREhYV29OZUxiaEVFc0dhN1dMTDhGdG5ZSnNfVG9rZW46STA0amJtbVlhb0NySk94NkRKNmNqNDVybmdiXzE3MzgyNDIwMzc6MTczODI0NTYzN19WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>Janus-Pro \u8bad\u7ec3\u8d85\u53c2\u6570<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Insufficient\"><\/span>\u4e0d\u8db3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728\u591a\u6a21\u6001\u7406\u89e3\u65b9\u9762\uff0c\u8f93\u5165\u5206\u8fa8\u7387\u4ec5\u9650\u4e8e 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