{"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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/","title":{"rendered":"\u5b8c\u6574\u8aaa\u660e\uff1a\u5f9e DeepSeek Janus \u5230 Janus-Pro\uff01"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u5e36\u56de\u5bb6\u7684\u8a0a\u606f\uff1aJanus \u662f\u4e00\u500b\u7c21\u55ae\u3001\u7d71\u4e00\u4e14\u53ef\u64f4\u5145\u7684\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\u6a21\u578b\uff0c\u53ef\u5c07\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\u7684\u8996\u89ba\u7de8\u78bc\u5206\u96e2\uff0c\u6e1b\u5c11\u5169\u9805\u5de5\u4f5c\u4e4b\u9593\u7684\u6f5b\u5728\u885d\u7a81\u3002\u5b83\u53ef\u4ee5\u5728\u672a\u4f86\u64f4\u5c55\u4ee5\u7d0d\u5165\u66f4\u591a\u7684\u8f38\u5165\u6a21\u5f0f\u3002Janus-Pro \u5728\u6b64\u57fa\u790e\u4e0a\u512a\u5316\u4e86\u8a13\u7df4\u7b56\u7565 (\u5305\u62ec\u589e\u52a0\u8a13\u7df4\u6b65\u9a5f\u3001\u8abf\u6574\u8cc7\u6599\u6bd4\u4f8b\u7b49)\u3001\u589e\u52a0\u66f4\u591a\u8cc7\u6599 (\u5305\u62ec\u4f7f\u7528\u5408\u6210\u8cc7\u6599\u7b49)\uff0c\u4e26\u64f4\u5927\u4e86\u6a21\u578b\u898f\u6a21 (\u9054\u5230 70 \u5104\u500b\u53c3\u6578)\uff0c\u5f9e\u800c\u63d0\u5347\u4e86\u6a21\u578b\u7684\u591a\u6a21\u614b\u7406\u89e3\u80fd\u529b\u548c\u6587\u5b57\u5230\u5716\u50cf\u7684\u6307\u793a\u4f9d\u5faa\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\u78bc\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 \u4f4d\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\u5148\u524d\u5de5\u4f5c Janus \u7684\u9032\u968e\u7248\u672c\uff0c\u5177\u9ad4\u800c\u8a00\uff0c\u5305\u62ec (1) \u6700\u4f73\u5316\u7684\u8a13\u7df4\u7b56\u7565\u3001(2) \u64f4\u5927\u7684\u8a13\u7df4\u8cc7\u6599\uff0c\u4ee5\u53ca (3) \u66f4\u5927\u7684\u6a21\u578b\u898f\u6a21\u3002\u900f\u904e\u9019\u4e9b\u6539\u9032\uff0cJanus-Pro \u5728\u591a\u6a21\u614b\u7406\u89e3\u548c\u6587\u672c\u5230\u5716\u50cf\u6307\u4ee4\u4f9d\u5faa\u80fd\u529b\u65b9\u9762\u53d6\u5f97\u4e86\u986f\u8457\u9032\u6b65\uff0c\u540c\u6642\u4e5f\u589e\u5f37\u4e86\u6587\u672c\u5230\u5716\u50cf\u751f\u6210\u7684\u7a69\u5b9a\u6027\u3002\u5728\u89e3\u8b80 Janus-Pro \u4e4b\u524d\uff0c\u8b93\u6211\u5011\u5148\u56de\u9867\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\u9304<\/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\u63db\u5167\u5bb9\u8868\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u63db<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/zh\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Reviewing_Janus\" title=\"\u56de\u9867 Janus\">\u56de\u9867 Janus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/zh\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Janus_training_is_divided_into_3_phases\" title=\"Janus \u8a13\u7df4\u5206\u70ba 3 \u500b\u968e\u6bb5\uff1a\">Janus \u8a13\u7df4\u5206\u70ba 3 \u500b\u968e\u6bb5\uff1a<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/zh\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Phase_1\" title=\"\u7b2c\u4e00\u968e\u6bb5\">\u7b2c\u4e00\u968e\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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Phase_2\" title=\"\u7b2c\u4e8c\u968e\u6bb5\">\u7b2c\u4e8c\u968e\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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Phase_3\" title=\"\u7b2c\u4e09\u968e\u6bb5\">\u7b2c\u4e09\u968e\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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Training_Objectives\" title=\"\u8a13\u7df4\u76ee\u6a19\">\u8a13\u7df4\u76ee\u6a19<\/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\/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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Possible_extensions\" title=\"\u53ef\u80fd\u7684\u5ef6\u4f38\">\u53ef\u80fd\u7684\u5ef6\u4f38<\/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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Janus-Pro_Upgrade\" title=\"Janus-Pro \u5347\u7d1a\">Janus-Pro \u5347\u7d1a<\/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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Main_Improvements\" title=\"\u4e3b\u8981\u6539\u9032\">\u4e3b\u8981\u6539\u9032<\/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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Training_Strategy\" title=\"\u8a13\u7df4\u7b56\u7565\">\u8a13\u7df4\u7b56\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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Data_Scale\" title=\"\u6578\u64da\u898f\u6a21\">\u6578\u64da\u898f\u6a21<\/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\/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\/the-complete-explanation-from-deepseek-janus-to-janus-pro\/#Experimental_details\" title=\"\u5be6\u9a57\u7d30\u7bc0\">\u5be6\u9a57\u7d30\u7bc0<\/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\/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\u9867 Janus<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5176\u524d\u8eab Janus \u662f\u7528\u65bc\u7d71\u4e00\u591a\u6a21\u614b\u7406\u89e3\u8207\u751f\u6210\u7684\u81ea\u56de\u6b78\u6846\u67b6\uff0c\u7528\u65bc\u89e3\u8026\u8996\u89ba\u7de8\u78bc\u4ee5\u5be6\u73fe\u7d71\u4e00\u591a\u6a21\u614b\u7406\u89e3\u8207\u751f\u6210\u3002\u5c0d\u65bc\u591a\u6a21\u614b\u7406\u89e3\uff0c\u5176\u8a2d\u8a08\u901a\u5e38\u9075\u5faa LLaVA\uff0c\u4f7f\u7528\u8996\u89ba\u7de8\u78bc\u5668\u4f5c\u70ba\u6a4b\u6881\uff0c\u4f7f\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u80fd\u5920\u7406\u89e3\u5716\u50cf\u3002\u5c0d\u65bc\u751f\u6210\uff0c\u901a\u5e38\u662f\u4ee5\u64f4\u6563\u6a21\u578b\u70ba\u57fa\u790e\uff0c\u6709\u4e9b\u5247\u662f\u4ee5\u81ea\u56de\u6b78\u65b9\u6cd5\u70ba\u57fa\u790e\u3002\u6709\u4e9b\u65b9\u6cd5\u5617\u8a66\u4f7f\u7528\u55ae\u4e00\u7684\u8f49\u63db\u5668 (Transformer) \u4f86\u7d71\u4e00\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\u7684\u4efb\u52d9\uff0c\u5b83\u901a\u5e38\u4f7f\u7528\u55ae\u4e00\u7684\u8996\u89ba\u7de8\u78bc\u5668\u4f86\u8655\u7406\u5169\u500b\u4efb\u52d9\u7684\u8f38\u5165\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\u4efb\u52d9\u6240\u9700\u7684\u8868\u9054\u65b9\u5f0f\u5b58\u5728\u5dee\u7570\u3002\u5728\u591a\u6a21\u614b\u7406\u89e3\u4efb\u52d9\u4e2d\uff0c\u8996\u89ba\u7de8\u78bc\u5668\u7684\u76ee\u6a19\u662f\u64f7\u53d6\u9ad8\u968e\u8a9e\u7fa9\u8cc7\u8a0a (\u4f8b\u5982\u7269\u4ef6\u985e\u5225\u6216\u8996\u89ba\u5c6c\u6027)\uff0c\u8f38\u51fa\u5167\u5bb9\u9664\u4e86\u64f7\u53d6\u5f71\u50cf\u4e2d\u7684\u8cc7\u8a0a\u5916\uff0c\u9084\u6d89\u53ca\u8907\u96dc\u7684\u8a9e\u610f\u63a8\u7406\uff0c\u7de8\u78bc\u5668\u4e3b\u8981\u8457\u91cd\u65bc\u9ad8\u7dad\u8a9e\u7fa9\u8868\u9054\u3002\u7522\u751f\u4efb\u52d9\u4e3b\u8981\u662f\u5728\u5f71\u50cf\u4e2d\u7522\u751f\u5c40\u90e8\u7d30\u7bc0\u4e26\u7dad\u6301\u5168\u5c40\u4e00\u81f4\u6027\uff0c\u56e0\u6b64\u9700\u8981\u7a7a\u9593\u7d50\u69cb\u548c\u6750\u8cea\u7d30\u7bc0\u7684\u4f4e\u7dad\u7de8\u78bc\u8868\u5fb5\u3002\u5c07\u9019\u5169\u9805\u4efb\u52d9\u7684\u8868\u5fb5\u7d71\u4e00\u5728\u76f8\u540c\u7684\u7a7a\u9593\u4e2d\uff0c\u53ef\u80fd\u6703\u9020\u6210\u885d\u7a81\u3002<\/p>\n\n\n\n<p>Janus \u5305\u542b\u5169\u500b\u7368\u7acb\u7684\u8996\u89ba\u7de8\u78bc\u8def\u5f91\uff0c\u5206\u5225\u7528\u65bc\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\uff0c\u4e26\u5e36\u4f86\u5169\u500b\u597d\u8655\uff1a1) \u6e1b\u7de9\u56e0\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\u7684\u4e0d\u540c\u7c92\u5ea6\u9700\u6c42\u800c\u7522\u751f\u7684\u885d\u7a81\uff1b2) \u9748\u6d3b\u4e14\u53ef\u64f4\u5145\uff0c\u53ef\u89e3\u8026\uff0c\u56e0\u6b64\u7406\u89e3\u8207\u7522\u751f\u4efb\u52d9\u5747\u53ef\u4f7f\u7528\u5404\u81ea\u9818\u57df\u7684\u6700\u5148\u9032\u7de8\u78bc\u6280\u8853\u9032\u884c\u7de8\u78bc\uff0c\u5c07\u4f86\u9084\u53ef\u8f38\u5165\u9ede\u96f2\u3001EEG \u8a0a\u865f\u6216\u97f3\u8a0a\u8cc7\u6599\uff0c\u4e26\u4f7f\u7528\u7d71\u4e00\u7684 Transformer \u9032\u884c\u8655\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>\u70ba\u4e86\u7406\u89e3\u6587\u5b57\uff0c\u4f7f\u7528 LLM \u5167\u5efa\u7684 Tokenizer \u5c07\u6587\u5b57\u8f49\u63db\u70ba\u96e2\u6563\u7684 ID\uff1b<\/p>\n\n\n\n<p>\u91dd\u5c0d\u591a\u6a21\u614b\u7406\u89e3\uff0c\u4f7f\u7528 SigLIP \u7de8\u78bc\u5668\u8403\u53d6\u5f71\u50cf\u4e2d\u7684\u9ad8\u7dad\u5ea6\u8a9e\u610f\u7279\u5fb5 (\u7b46\u8005\u8a3b\uff1aCosmos \u5728 Guardrails \u90e8\u5206\u4e5f\u4f7f\u7528 SigLIP \u7de8\u78bc\u5668)\uff0c\u4e26\u4f7f\u7528 Adaptor (2 \u5c64 MLP) \u5c07\u8403\u53d6\u7684\u7279\u5fb5\u6620\u5c04\u5230 LLM \u7684\u6587\u5b57\u7279\u5fb5\u7a7a\u9593\uff1b<\/p>\n\n\n\n<p>\u9577\u908a\u8abf\u6574\u70ba 384 \u50cf\u7d20\uff0c\u77ed\u908a\u5247\u4f7f\u7528 RGB(127, 127, 127) \u586b\u5145\u70ba 384 \u50cf\u7d20\uff1b<\/p>\n\n\n\n<p>\u5728\u8996\u89ba\u751f\u6210\u65b9\u9762\uff0c\u4f7f\u7528 VQ Tokenizer \u5c07\u5f71\u50cf\u8f49\u63db\u70ba\u96e2\u6563\u7684 ID\uff0c\u4e26\u4f7f\u7528 Adaptor (2 \u5c64 MLP) \u5c07\u6bcf\u500b ID \u6620\u5c04\u5230 LLM \u7684\u6587\u5b57\u7279\u5fb5\u7a7a\u9593\uff1b<\/p>\n\n\n\n<p>\u77ed\u908a\u7684\u5927\u5c0f\u8abf\u6574\u70ba 384 \u50cf\u7d20\uff0c\u9577\u908a\u5247\u88c1\u5207\u70ba 384 \u50cf\u7d20\uff1b<\/p>\n\n\n\n<p>\u6574\u9ad4\u8a13\u7df4\u4f7f\u7528 16 \u500b\u7bc0\u9ede\u57f7\u884c\uff0c\u6bcf\u500b\u7bc0\u9ede\u5305\u542b 8 \u500b Nvidia A100 GPU\uff1b<\/p>\n\n\n\n<p>\u5c0d\u65bc\u8996\u89ba\u751f\u6210\u548c\u591a\u6a21\u614b\u7406\u89e3\u4efb\u52d9\uff0c\u5716\u50cf\u7279\u5fb5\u5e8f\u5217\u548c\u6587\u5b57\u7279\u5fb5\u5e8f\u5217\u6703\u9023\u7d50\u5728\u4e00\u8d77\uff0c\u4f5c\u70ba LLM \u7684\u8f38\u5165\uff08\u6587\u4e2d\u4f7f\u7528 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\u7d14\u6587\u5b57\u7406\u89e3\u548c\u591a\u6a21\u614b\u7406\u89e3\u4efb\u52d9\u4e2d\uff0cLLM \u7684\u5167\u5efa\u9810\u6e2c\u982d\u88ab\u7528\u65bc\u6587\u5b57\u9810\u6e2c\uff0c\u800c\u5728\u8996\u89ba\u751f\u6210\u4efb\u52d9\u4e2d\uff0c\u96a8\u6a5f\u521d\u59cb\u5316\u7684\u9810\u6e2c\u982d\u88ab\u7528\u65bc\u5716\u50cf\u9810\u6e2c\u3002\u6574\u500b\u6a21\u578b\u63a1\u7528\u81ea\u56de\u6b78\u67b6\u69cb\uff0c\u4e0d\u9700\u8981\u7279\u5225\u8a2d\u8a08\u7684\u6ce8\u610f\u529b\u906e\u7f69\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\">Janus \u57f9\u8a13<\/a> \u5206\u70ba 3 \u500b\u968e\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\u4e00\u968e\u6bb5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u706b\u8eca\u8f49\u63a5\u982d\u548c\u5f71\u50cf\u982d<\/strong> \u5728\u5d4c\u5165\u7a7a\u9593\u4e2d\u5efa\u7acb\u8a9e\u8a00\u8207\u8996\u89ba\u5143\u7d20\u4e4b\u9593\u7684\u9023\u7d50\uff0c\u4f7f LLM \u80fd\u5920\u7406\u89e3\u5716\u50cf\u4e2d\u7684\u5be6\u9ad4\uff0c\u4e26\u64c1\u6709\u521d\u6b65\u7684\u8996\u89ba\u751f\u6210\u80fd\u529b\uff1b<\/p>\n\n\n\n<p>\u5c0d\u65bc\u591a\u6a21\u614b\u7406\u89e3\uff0c\u4f7f\u7528 SHareGPT4V \u4e2d 125 \u842c\u500b\u5716\u50cf-\u6587\u5b57\u914d\u5c0d\u6a19\u984c\u8cc7\u6599\uff0c\u683c\u5f0f\u70ba\uff1b<\/p>\n\n\n\n<p>\u5728\u8996\u89ba\u751f\u6210\u65b9\u9762\uff0c\u4f7f\u7528\u4f86\u81ea ImageNet1k \u7684 120 \u842c\u500b\u683c\u5f0f\u6a23\u672c\uff1a\uff1b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phase_2\"><\/span>\u7b2c\u4e8c\u968e\u6bb5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u7d71\u4e00\u7684\u9810\u5148\u8a13\u7df4<\/strong>\uff0c\u4f7f\u7528\u591a\u6a21\u6001\u8bed\u6599\u5e93\u8fdb\u884c\u7edf\u4e00\u7684\u9884\u8bad\u7ec3\uff0c\u4ee5\u5b66\u4e60\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u3002\u672c\u968e\u6bb5\u4f7f\u7528\u7d14\u6587\u5b57\u8cc7\u6599\u3001\u591a\u6a21\u614b\u7406\u89e3\u8cc7\u6599\u548c\u8996\u89ba\u751f\u6210\u8cc7\u6599\u3002\u4f7f\u7528 ImageNet-1k \u9032\u884c\u7c21\u55ae\u7684\u8996\u89ba\u751f\u6210\u8a13\u7df4\uff0c\u63a5\u8457\u4f7f\u7528\u4e00\u822c\u7684\u6587\u5b57\u8f49\u5716\u50cf\u8cc7\u6599\u4f86\u589e\u5f37\u6a21\u578b\u958b\u653e\u9818\u57df\u7684\u8996\u89ba\u751f\u6210\uff1b<\/p>\n\n\n\n<p>\u7d14\u6587\u5b57\u8cc7\u6599\uff1aDeepSeek-LLM \u9810\u5148\u8a13\u7df4\u7684\u8a9e\u6599\u5eab\uff1b<\/p>\n\n\n\n<p>\u4ea4\u932f\u5f71\u50cf\u6587\u5b57\u8cc7\u6599\uff1aWikiHow \u548c WIT \u8cc7\u6599\u96c6\uff1b<\/p>\n\n\n\n<p>\u5716\u7247\u6a19\u984c\u8cc7\u6599\uff1a\u4f86\u81ea\u591a\u500b\u4f86\u6e90\u7684\u5f71\u50cf\uff0c\u4e26\u4f7f\u7528\u958b\u653e\u539f\u59cb\u78bc\u7684\u591a\u6a21\u614b\u6a21\u578b\u70ba\u90e8\u5206\u5f71\u50cf\u91cd\u65b0\u52a0\u4e0a\u6a19\u984c\uff0c\u8cc7\u6599\u683c\u5f0f\u70ba Q&amp;A \u5c0d\uff0c\u4f8b\u5982\uff1a\u8a73\u7d30\u63cf\u8ff0\u5f71\u50cf\u3002<caption>\uff1b<\/p>\n\n\n\n<p>\u8868\u683c\u548c\u5716\u8868\u8cc7\u6599\uff1a\u4f86\u81ea DeepSeek-VL \u7684\u5c0d\u61c9\u8868\u683c\u548c\u5716\u8868\u8cc7\u6599\uff0c\u683c\u5f0f\u70ba \uff1b<\/p>\n\n\n\n<p>\u8996\u89ba\u7522\u751f\u7684\u8cc7\u6599\uff1a\u4f86\u81ea\u591a\u500b\u8cc7\u6599\u96c6\u7684\u5f71\u50cf-\u6a19\u984c\u5c0d\uff0c\u4ee5\u53ca 200 \u842c\u7b46\u5167\u90e8\u8cc7\u6599\uff1b<\/p>\n\n\n\n<p>\u5728\u8a13\u7df4\u671f\u9593\uff0c\u53ea\u6709\u6a19\u984c\u7684\u7b2c\u4e00\u53e5\u6703\u4ee5 25% \u7684\u6a5f\u7387\u96a8\u6a5f\u4f7f\u7528\uff1b<\/p>\n\n\n\n<p>ImageNet \u6a23\u672c\u53ea\u51fa\u73fe\u5728\u6700\u521d\u7684 120K \u8a13\u7df4\u6b65\u9a5f\u4e2d\uff0c\u5176\u4ed6\u8cc7\u6599\u96c6\u7684\u5f71\u50cf\u6703\u51fa\u73fe\u5728\u96a8\u5f8c\u7684 60K \u6b65\u9a5f\u4e2d\uff1b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phase_3\"><\/span>\u7b2c\u4e09\u968e\u6bb5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u76e3\u7763\u5fae\u8abf<\/strong>\uff0c\u4f7f\u7528\u6307\u4ee4\u5fae\u8abf\u8cc7\u6599\u5c0d\u9810\u5148\u8a13\u7df4\u7684\u6a21\u578b\u9032\u884c\u5fae\u8abf\uff0c\u4ee5\u589e\u5f37\u5176\u9075\u5faa\u6307\u4ee4\u548c\u5c0d\u8a71\u7684\u80fd\u529b\u3002\u5fae\u8abf\u9664\u4e86\u7522\u751f\u7de8\u78bc\u5668\u4e4b\u5916\u7684\u6240\u6709\u53c3\u6578\u3002\u5728\u76e3\u7763\u7b54\u6848\u7684\u540c\u6642\uff0c\u906e\u853d\u7cfb\u7d71\u548c\u4f7f\u7528\u8005\u7684\u63d0\u793a\u3002\u70ba\u4e86\u78ba\u4fdd Janus \u80fd\u540c\u6642\u7cbe\u901a\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\uff0c\u6211\u5011\u4e26\u672a\u91dd\u5c0d\u7279\u5b9a\u4efb\u52d9\u5206\u5225\u5fae\u8abf\u6a21\u578b\u3002\u76f8\u53cd\u5730\uff0c\u6211\u5011\u6df7\u5408\u4f7f\u7528\u7d14\u6587\u5b57\u5c0d\u8a71\u8cc7\u6599\u3001\u591a\u6a21\u614b\u7406\u89e3\u8cc7\u6599\u548c\u8996\u89ba\u751f\u6210\u8cc7\u6599\uff0c\u4ee5\u78ba\u4fdd\u5728\u5404\u7a2e\u60c5\u6cc1\u4e0b\u7684\u901a\u7528\u6027\uff1b<\/p>\n\n\n\n<p>\u6587\u5b57\u7406\u89e3\uff1a\u4f7f\u7528\u7279\u5b9a\u4f86\u6e90\u7684\u8cc7\u6599\uff1b<\/p>\n\n\n\n<p>\u591a\u6a21\u5f0f\u7406\u89e3\uff1a\u4f7f\u7528\u4f86\u81ea\u591a\u7a2e\u4f86\u6e90\u7684\u8cc7\u6599\u4f86\u8abf\u6574\u6559\u5b78\uff1b<\/p>\n\n\n\n<p>\u8996\u89ba\u751f\u6210\uff1a\u4f7f\u7528\u90e8\u5206\u7b2c\u4e8c\u968e\u6bb5\u8cc7\u6599\u96c6\u4e2d\u7684\u5716\u50cf-\u6587\u5b57\u5c0d\u5b50\u96c6\uff0c\u4ee5\u53ca 400 \u842c\u7b46\u5167\u90e8\u8cc7\u6599\uff1b<\/p>\n\n\n\n<p>\u8cc7\u6599\u683c\u5f0f\u70baUser: \\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>\u8a13\u7df4\u76ee\u6a19<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Janus \u662f\u4f7f\u7528\u4ea4\u53c9\u71b5\u640d\u5931\u51fd\u6578\u8a13\u7df4\u7684\u81ea\u56de\u6b78\u6a21\u578b\uff0c\u5c0d\u65bc\u7d14\u6587\u5b57\u7406\u89e3\u548c\u591a\u6a21\u614b\u7406\u89e3\u4efb\u52d9\uff0c\u640d\u5931\u662f\u5728\u6587\u5b57\u5e8f\u5217\u4e0a\u8a08\u7b97\u7684\u3002\u5c0d\u65bc\u8996\u89ba\u751f\u6210\u4efb\u52d9\uff0c\u5247\u53ea\u5728\u5f71\u50cf\u5e8f\u5217\u4e0a\u8a08\u7b97\u640d\u5931\u3002\u70ba\u4e86\u4fdd\u6301\u8a2d\u8a08\u7c21\u55ae\uff0c\u4e0d\u540c\u7684\u4efb\u52d9\u6c92\u6709\u6307\u5b9a\u4e0d\u540c\u7684\u640d\u5931\u6b0a\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>\u4f7f\u7528\u4e0b\u4e00\u500b\u8a5e\u5f59\u5143\u7d20\u9810\u6e2c\u65b9\u6cd5\uff0c\u5c0d\u65bc\u7d14\u6587\u5b57\u7406\u89e3\u548c\u591a\u6a21\u614b\u7406\u89e3\uff0c\u8a5e\u5f59\u5143\u7d20\u6703\u5f9e\u9810\u6e2c\u5206\u4f48\u4e2d\u4f9d\u5e8f\u63a1\u6a23\u3002\u5c0d\u65bc\u5f71\u50cf\u7684\u7522\u751f\uff0c\u5247\u4f7f\u7528\u7121\u5206\u985e\u7684 bootstrap\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Possible_extensions\"><\/span>\u53ef\u80fd\u7684\u5ef6\u4f38<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5c0d\u65bc\u591a\u6a21\u5f0f\u7406\u89e3\uff0c1\uff09\u53ef\u4ee5\u9078\u64c7\u66f4\u5f37\u7684\u8996\u89ba\u7de8\u78bc\u5668\uff0c2\uff09\u53ef\u4ee5\u4f7f\u7528\u52d5\u614b\u9ad8\u89e3\u6790\u5ea6\u6280\u8853\uff1b<\/p>\n\n\n\n<p>\u5c0d\u65bc\u8996\u89ba\u751f\u6210\uff0c1\uff09\u53ef\u4ee5\u9078\u64c7\u66f4\u7d30\u7c92\u5ea6\u7684\u7de8\u78bc\u5668\uff1b2\uff09\u4f7f\u7528\u5c08\u9580\u70ba\u8996\u89ba\u751f\u6210\u8a2d\u8a08\u7684\u640d\u5931\u51fd\u6578\uff1b3\uff09\u7d50\u5408\u56e0\u679c\u6ce8\u610f\u548c\u5e73\u884c\u65b9\u6cd5\uff1b<\/p>\n\n\n\n<p>\u66f4\u591a\u7684\u6a21\u5f0f\uff0c\u80fd\u5920\u6574\u5408 3D \u9ede\u96f2\u3001\u89f8\u89ba\u3001EEG \u4ee5\u53ca\u5176\u4ed6\u640d\u5931\u6a21\u5f0f\u7684\u8f38\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\" target=\"_blank\" 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