{"id":36241,"date":"2025-01-08T07:00:24","date_gmt":"2025-01-07T23:00:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=36241"},"modified":"2025-01-08T07:00:24","modified_gmt":"2025-01-07T23:00:24","slug":"deepseek%e6%96%b0%e4%bd%9cjanus%ef%bc%9a%e8%a7%a3%e8%80%a6%e8%a7%86%e8%a7%89%e7%bc%96%e7%a0%81%ef%bc%8c%e5%bc%95%e9%a2%86%e5%a4%9a%e6%a8%a1%e6%80%81%e7%90%86%e8%a7%a3%e4%b8%8e%e7%94%9f%e6%88%90","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36241","title":{"rendered":"DeepSeek\u65b0\u4f5cJanus\uff1a\u89e3\u8026\u89c6\u89c9\u7f16\u7801\uff0c\u5f15\u9886\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u7edf\u4e00\u65b0\u8303\u5f0f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-22-3\" target=\"_blank\">DeepSeek\u65b0\u4f5cJanus\uff1a\u89e3\u8026\u89c6\u89c9\u7f16\u7801\uff0c\u5f15\u9886\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u7edf\u4e00\u65b0\u8303\u5f0f<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-01c9866a2f637621e88025c7ec345bc2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-01c9866a2f637621e88025c7ec345bc2.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-efb5ea15c1a72837bd7312dc8693e611.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-efb5ea15c1a72837bd7312dc8693e611.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587: https:\/\/arxiv.org\/pdf\/2410.13848<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/github.com\/deepseek-ai\/Janus<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\u4e0b\u8f7d\uff1ahttps:\/\/huggingface.co\/deepseek-ai\/Janus-1.3B<\/section>\n<\/li>\n<li>\n<section>\u5728\u7ebf Demo\uff1ahttps:\/\/huggingface.co\/spaces\/deepseek-ai\/Janus-1.3B<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>1. \u592a\u957f\u4e0d\u770b\u7248<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u63d0\u51fa\u4e86 Janus\uff0c\u4e00\u79cd\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u7edf\u4e00\u6a21\u578b\u3002Janus \u7684\u6838\u5fc3\u601d\u60f3\u662f\u5bf9\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u7684\u89c6\u89c9\u7f16\u7801\u8fdb\u884c\u89e3\u8026\uff0c\u5728\u63d0\u5347\u4e86\u6a21\u578b\u7684\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u6709\u6548\u7f13\u89e3\u4e86\u4f7f\u7528\u5355\u4e00\u89c6\u89c9\u7f16\u7801\u5bfc\u81f4\u7684\u51b2\u7a81\u548c\u6027\u80fd\u74f6\u9888\u3002\u5b9e\u9a8c\u8868\u660e\uff0cJanus \u8d85\u8d8a\u4e86\u6b64\u524d\u7684\u7edf\u4e00\u6a21\u578b\u7684\u6548\u679c\uff0c\u5e76\u53d6\u5f97\u4e86\u548c\u7eaf\u7406\u89e3 \/ \u7eaf<mark data-type=\"tech_methods\" data-id=\"d92a1cda-8e30-4199-9678-2d8c6c17d736\">\u751f\u6210\u6a21\u578b<\/mark>\u6bd4\u80a9\u6216\u66f4\u597d\u7684\u6027\u80fd\u3002\u6211\u4eec\u901a\u8fc7\u8be6\u7ec6\u4e25\u683c\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u8bc1\u5b9e\u4e86\u89e3\u8026\u7684\u597d\u5904\uff0c\u5e76\u5206\u6790\u4e86\u7406\u89e3\u751f\u6210\u7edf\u4e00\u8bad\u7ec3\u76f8\u8f83\u4e8e\u5206\u5f00\u8bad\u7ec3\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7f57\u9a6c\u795e\u8bdd\u4e2d\uff0cJanus (\u96c5\u52aa\u65af) \u662f\u8c61\u5f81\u7740\u77db\u76fe\u548c\u8fc7\u6e21\u7684\u53cc\u9762\u5b88\u62a4\u795e\u3002\u6211\u4eec\u5c06\u6a21\u578b\u547d\u540d\u4e3a Janus\uff0c\u5f62\u8c61\u5730\u8868\u793a\u6211\u4eec\u7684\u6a21\u578b\u53ef\u4ee5\u50cf Janus \u4e00\u6837\uff0c\u7528\u4e0d\u540c\u7684\u773c\u775b\u770b\u5411\u89c6\u89c9\u6570\u636e\uff0c\u5206\u522b\u7f16\u7801\u7279\u5f81\uff0c\u7136\u540e\u7528\u540c\u4e00\u4e2a\u8eab\u4f53 (Transformer) \u53bb\u5904\u7406\u8fd9\u4e9b\u8f93\u5165\u4fe1\u53f7\u3002\u6b64\u5916\uff0c\u5f97\u76ca\u4e8e\u89e3\u8026\u7684\u8bbe\u8ba1\uff0cJanus \u6781\u6613\u6269\u5c55\uff0c\u7814\u7a76\u8005\u4eec\u53ef\u4ee5\u5c06\u7406\u89e3\u548c\u751f\u6210\u9886\u57df\u6700\u65b0\u7684\u7f16\u7801\u6280\u672f\u76f4\u63a5\u5e94\u7528\u5728 Janus \u4e4b\u4e0a\u3002\u6211\u4eec\u5e0c\u671b\u6211\u4eec\u63d0\u51fa\u7684\u6846\u67b6\u80fd\u548c\u96c5\u52aa\u65af\u4e00\u6837\uff0c\u8c61\u5f81\u7740\u591a\u6a21\u6001\u7edf\u4e00\u6a21\u578b\u7684\u65e7\u8303\u5f0f\u5230\u65b0\u8303\u5f0f\u7684\u8fc7\u6e21\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-75772abd2a9c5c2d7f6c3a0179355fa9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-75772abd2a9c5c2d7f6c3a0179355fa9.png\"><\/a><\/section>\n<section><strong>2. \u80cc\u666f\u548c\u52a8\u673a<\/strong><\/section>\n<section><\/section>\n<section><strong>2.1 \u76f8\u5173\u5de5\u4f5c<\/strong><\/section>\n<section><\/section>\n<section>\u591a\u6a21\u6001\u7406\u89e3\u5927\u6a21\u578b\u548c\u89c6\u89c9<mark data-type=\"tech_methods\" data-id=\"d92a1cda-8e30-4199-9678-2d8c6c17d736\">\u751f\u6210\u6a21\u578b<\/mark>\u90fd\u53d6\u5f97\u4e86\u98de\u901f\u7684\u53d1\u5c55\u3002\u6700\u8fd1\uff0c\u4e5f\u6709\u4e00\u4e9b\u5de5\u4f5c\u5c1d\u8bd5\u5c06\u8fd9\u4e24\u8005\u8fdb\u884c\u7edf\u4e00\uff0c\u6784\u9020\u66f4\u5f3a\u5927\u7684\u901a\u7528\u6a21\u578b\u3002\u5c06\u7406\u89e3\u548c\u751f\u6210\u8fdb\u884c\u7edf\u4e00\u5177\u6709\u91cd\u5927\u610f\u4e49\u3002\u4ece\u6a21\u578b\u90e8\u7f72\u89d2\u5ea6\u6765\u8bf4\uff0c\u7edf\u4e00\u4e4b\u540e\u80fd\u907f\u514d\u5206\u5f00\u90e8\u7f72\u591a\u4e2a\u6a21\u578b\uff0c\u51cf\u5c11\u4e86\u6a21\u578b\u7684\u5197\u4f59\u6027\u3002\u4e14\u793e\u533a\u5bf9 LLM \u7684\u63a8\u7406\u505a\u4e86\u5f88\u7ec6\u81f4\u7684\u4f18\u5316\uff0c\u5982\u679c\u80fd\u7edf\u4e00\u5230\u4e00\u4e2a LLM \u4e2d\uff0c\u4f1a\u5f88\u65b9\u4fbf\uff1b\u4ece\u7ed3\u679c\u6765\u8bf4\uff0c\u7406\u89e3\u548c\u751f\u6210\u7edf\u4e00\u53ef\u4ee5\u63d0\u9ad8\u89c6\u89c9\u751f\u6210\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u751a\u81f3\u89e3\u9501\u4e00\u4e9b\u6d8c\u73b0\u80fd\u529b\uff0c\u4f8b\u5982\u591a\u8bed\u8a00\u89c6\u89c9\u751f\u6210\uff0c\u6216\u968f\u7740 LLM \u7684 scale up \u83b7\u5f97\u66f4\u5f3a\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u6709\u4e00\u4e9b\u5148\u9a71\u5de5\u4f5c (EMU, Seed) \u5c1d\u8bd5\u5c06\u9884\u8bad\u7ec3\u597d\u7684 Diffusion Model \u63a5\u5728\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b\u540e\u9762\u3002\u8fd9\u4e9b\u65b9\u6cd5\u4e2d\uff0c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b\u8f93\u51fa Diffusion Model \u7684\u6761\u4ef6\uff0c\u7136\u540e\u4f9d\u8d56 Diffusion Model \u505a<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u3002\u4f46\u662f\uff0c\u8fd9\u6837\u7684\u8bbe\u8ba1\u4e2d\uff0cLLM \u672c\u8eab\u5e76\u4e0d\u5177\u5907\u76f4\u63a5\u51fa\u56fe\u7684\u80fd\u529b\uff0c\u51fa\u56fe\u7684\u6027\u80fd\u4e5f\u5f80\u5f80\u88ab\u5916\u63a5\u7684 Diffusion Model \u6240\u9650\u5236\u3002\u540e\u6765\u7684\u4e00\u4e9b\u5de5\u4f5c (Chameleon, Vila-U, Show-O \u7b49) \u5219\u63d0\u51fa\u76f4\u63a5\u8ba9 LLM \u5904\u7406\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\uff0c\u771f\u6b63\u505a\u5230\u4e86\u7edf\u4e00\u3002\u4f46\u662f\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u5c06\u89c6\u89c9\u7f16\u7801\u5668\u4e5f\u8fdb\u884c\u4e86\u5408\u5e76\uff0c\u5373\uff1a\u7528\u4e00\u4e2a\u89c6\u89c9\u7f16\u7801\u5668\u540c\u65f6\u8d1f\u8d23\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section><strong>2.2 \u76ee\u524d\u65b9\u6cd5\u5b58\u5728\u7684\u95ee\u9898<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u6240\u9700\u7684\u4fe1\u606f\u4e0d\u5b8c\u5168\u4e00\u81f4\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u5408\u5e76\u53ef\u80fd\u5bfc\u81f4\u4e00\u4e9b\u95ee\u9898\u3002(1) \u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u901a\u5e38\u9700\u8981\u7684\u662f\u5bf9\u56fe\u50cf\u6216\u89c6\u9891\u7b49\u89c6\u89c9\u8f93\u5165\u7684\u9ad8\u5c42\u8bed\u4e49\u7406\u89e3\uff0c\u56e0\u6b64\u9700\u8981\u89c6\u89c9\u7f16\u7801\u5668\u80fd\u591f\u4ece\u4f4e\u7ea7\u50cf\u7d20\u4fe1\u606f\u9010\u6e10\u8f6c\u6362\u4e3a\u5177\u6709\u66f4\u9ad8\u5c42\u8bed\u4e49\u7684\u4fe1\u606f\u3002(2) \u5bf9\u89c6\u89c9\u751f\u6210\u4efb\u52a1\u6765\u8bf4\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u9700\u8981\u4f20\u9012\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u4fe1\u606f\uff0c\u901a\u5e38\u9700\u8981\u4fdd\u7559\u66f4\u591a\u7684\u7ec6\u8282\u4fe1\u606f\uff0c\u4f8b\u5982\u7eb9\u7406\u3001\u989c\u8272\u7b49\u3002\u5c06\u8fd9\u4e24\u4e2a\u4efb\u52a1\u7684\u89c6\u89c9\u7f16\u7801\u538b\u7f29\u5230\u540c\u4e00\u4e2a\u8868\u5f81\u7a7a\u95f4\u4e2d\uff0c\u4f1a\u5e26\u6765\u4e00\u4e9b\u51b2\u7a81\u548c\u59a5\u534f\u3002\u7531\u4e8e\u4e13\u95e8\u4e3a\u591a\u6a21\u6001\u7406\u89e3\u8bbe\u8ba1\u7684\u7f16\u7801\u5668\u5f88\u591a\u5e76\u4e0d\u80fd\u76f4\u63a5\u6765\u505a\u89c6\u89c9\u751f\u6210\uff0c\u73b0\u6709\u7684\u65b9\u6848\u5728\u6311\u9009\u7f16\u7801\u5668\u65f6\uff0c\u5f80\u5f80\u4f18\u5148\u8003\u8651<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u4efb\u52a1 (\u5982 \u4f7f\u7528 VQ Tokenizer \u4f5c\u4e3a\u7f16\u7801\u5668)\uff0c\u5bfc\u81f4\u76ee\u524d\u7684\u7edf\u4e00\u6a21\u578b\u751f\u6210\u80fd\u529b\u8fd8\u4e0d\u9519\uff0c\u4f46\u662f\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u548c\u5f53\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u5dee\u5f02\u8f83\u5927\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section><strong>3.1 \u6a21\u578b\u7ed3\u6784<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-583c3b3510af6d1e73a41478ec36d6fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-583c3b3510af6d1e73a41478ec36d6fe.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u5355\u4e00\u89c6\u89c9\u7f16\u7801\u5668\u5e26\u6765\u7684\u6027\u80fd\u74f6\u9888\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u5bf9\u89c6\u89c9\u7f16\u7801\u8fdb\u884c\u89e3\u8026\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u4e24\u4e2a\u72ec\u7acb\u7684\u89c6\u89c9\u7f16\u7801\u5668\u5206\u522b\u8d1f\u8d23\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\uff0c\u7136\u540e\u7528\u4e00\u4e2a\u7edf\u4e00\u7684 Transformer \u7ed3\u6784\u53bb\u5904\u7406\u4e0d\u540c\u7684\u8f93\u5165\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7b80\u5316\u6574\u4e2a\u6a21\u578b\uff0c\u6211\u4eec\u5728\u9009\u53d6\u89c6\u89c9\u7f16\u7801\u5668\u7684\u65f6\u5019\u6ca1\u6709\u8fdb\u884c\u590d\u6742\u7684\u8bbe\u8ba1\u3002\u5bf9\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528 SigLIP-Large-Patch16-384 \u53bb\u7f16\u7801\u7279\u5f81\u3002\u5bf9\u89c6\u89c9\u751f\u6210\u4efb\u52a1\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528 LlamaGen \u4e2d\u8bad\u7ec3\u7684\u6807\u51c6 VQ Tokenizer \u53bb\u7f16\u7801\u3002\u7f16\u7801\u540e\u7684\u4fe1\u606f\u4f1a\u5206\u522b\u7ecf\u8fc7\u4e00\u4e2a adaptor\uff0c\u7136\u540e\u9001\u5165 LLM \u4e2d\u3002\u6574\u4e2a\u6a21\u578b\u662f\u4f7f\u7528 Next-Token-Prediction \u7684\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u91c7\u7528 causal attention mask\uff0c\u548c LLM \u7684\u8bad\u7ec3\u65b9\u5f0f\u4e00\u81f4\u3002<\/section>\n<section><\/section>\n<section><strong>3.2 \u8bad\u7ec3\u6d41\u7a0b<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-761eeddb3712ef7b6d6cee7a3db45f5f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-761eeddb3712ef7b6d6cee7a3db45f5f.png\"><\/a><\/section>\n<section>Janus \u7684\u8bad\u7ec3\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\u3002(\u6bcf\u4e00\u9636\u6bb5\u4f7f\u7528\u7684\u6570\u636e\u8be6\u60c5\u8bf7\u53c2\u8003 paper\u3002\u6574\u4f53\u4e0a\u4f1a\u63a7\u5236 \u591a\u6a21\u6001\u7406\u89e3 + \u7eaf\u6587\u672c\u7406\u89e3\uff1a\u89c6\u89c9\u751f\u6210 = 1:1)<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528 Image Caption \u6570\u636e\u548c ImageNet \u6587\u751f\u56fe\u6570\u636e\uff0c\u5bf9 understanding adaptor, generation adaptor, image head \u8fd9\u4e09\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u6a21\u5757\u8fdb\u884c\u8bad\u7ec3\uff0c\u8d77\u5230 warm up \u7684\u6548\u679c\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6211\u4eec\u989d\u5916\u6253\u5f00 LLM \u548c text head\uff0c\u7136\u540e\u4f7f\u7528\u5927\u91cf\u7eaf\u6587\u672c\u3001\u56fe\u751f\u6587\u548c\u6587\u751f\u56fe\u7684\u6570\u636e\u8fdb\u884c\u8054\u5408\u9884\u8bad\u7ec3\u3002\u5bf9\u4e8e\u6587\u751f\u56fe\u6570\u636e\uff0c\u6211\u4eec\u4f1a\u8ba9 ImageNet \u8fd9\u90e8\u5206\u6570\u636e\u51fa\u73b0\u5728\u5176\u4ed6\u573a\u666f\u7684\u6587\u751f\u56fe\u6570\u636e\u4e4b\u524d\uff0c\u5148\u5b66\u4e60\u50cf\u7d20\u4f9d\u8d56\u5173\u7cfb\uff0c\u7136\u540e\u5b66\u4e60\u573a\u666f\u751f\u6210 (\u53c2\u7167 Pixart \u4e2d\u7684\u8bbe\u5b9a)\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u7b2c\u4e09\u9636\u6bb5\uff0c\u6211\u4eec\u989d\u5916\u6253\u5f00 understanding encoder\uff0c\u4f7f\u7528\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3.3 \u63a8\u7406\u6d41\u7a0b<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4f7f\u7528 Next-Token-Prediction \u7684\u65b9\u5f0f\u8fdb\u884c\u63a8\u7406\uff0c\u6240\u4ee5\u53ef\u4ee5\u4f7f\u7528\u9488\u5bf9 LLM \u8fdb\u884c\u7684\u4f18\u5316\uff0c\u4f8b\u5982 KV Cache, vLLM \u7b49\u52a0\u901f\u63a8\u7406\u3002\u5bf9\u89c6\u89c9\u751f\u6210\u4efb\u52a1\uff0c\u9075\u5faa\u4e4b\u524d\u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u8fd8\u989d\u5916\u4f7f\u7528\u4e86 classifier-free guidance (cfg) \u673a\u5236\uff0c\u5373\u6bcf\u4e2a token \u7684 logit \u7531\u4ee5\u4e0b\u516c\u5f0f\u5f97\u51fa\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6c4891bc58d2d9068aa184de22303dfc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6c4891bc58d2d9068aa184de22303dfc.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c \u662f\u65e0\u6761\u4ef6\u751f\u6210\u5f97\u5230\u7684 logit\uff0cs \u662f cfg <mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u9ed8\u8ba4\u4e3a 5\u3002\u76f8\u5e94\u7684\uff0c\u4e3a\u4e86\u8ba9 cfg \u80fd\u987a\u5229\u8fdb\u884c\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u65f6\u4f1a\u968f\u673a\u5c06 10% \u7684\u6587\u751f\u56fe\u6570\u636e\u7f6e\u6362\u4e3a\u65e0\u6761\u4ef6\u751f\u56fe\u3002<\/section>\n<section><\/section>\n<section><strong>3.4 \u53ef\u80fd\u7684\u6269\u5c55<\/strong><\/section>\n<section><\/section>\n<section>Janus \u7684\u8bbe\u8ba1\u975e\u5e38\u7075\u6d3b\uff0c\u6613\u4e8e\u6269\u5c55\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u591a\u6a21\u6001\u7406\u89e3\u65b9\u9762<\/strong>\uff0c(1) \u53ef\u4ee5\u4f7f\u7528\u6bd4 SigLIP \u66f4\u5f3a\u7684 encoder\uff0c\u4f8b\u5982 EVA-CLIP \u6216 InternViT 6B\uff0c\u800c\u4e0d\u7528\u62c5\u5fc3\u8fd9\u4e9b encoder \u662f\u5426\u80fd\u6765\u505a\u751f\u6210\u3002(2) \u53ef\u4ee5\u5f15\u5165\u5f53\u524d\u591a\u6a21\u6001\u7406\u89e3\u9886\u57df\u5148\u8fdb\u7684\u52a8\u6001\u5206\u8fa8\u7387\u6280\u672f (\u5c06\u56fe\u50cf\u5207\u6210\u591a\u4e2a\u5b50\u5757\uff0c\u63d0\u4f9b\u66f4\u597d\u7684\u7ec6\u7c92\u5ea6\u7406\u89e3\u80fd\u529b) \u548c pixel shuffle \u538b\u7f29\u6280\u672f\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u89c6\u89c9\u751f\u6210\u65b9\u9762<\/strong>\uff0c(1) \u53ef\u4ee5\u5c06\u5f53\u524d\u7684 VQ Tokenizer \u66ff\u6362\u6210\u66f4\u597d\u7684 tokenizer\uff0c\u4f8b\u5982 MoVQGan \u4ee5\u53ca\u6700\u8fd1\u521a\u51fa\u7684 HART (\u4e00\u79cd\u7ed3\u5408\u8fde\u7eed\u548c\u79bb\u6563\u7684\u4f18\u70b9\u7684 tokenizer)\u3002(2) \u53ef\u4ee5\u4e3a<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u90e8\u5206\u8bbe\u8ba1\u5176\u4ed6\u4f18\u5316\u76ee\u6807\uff0c\u5982 diffusion loss\u3002\u4e5f\u53ef\u4ee5\u5c06<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u90e8\u5206\u7684 attention mask \u6539\u6210\u53cc\u5411\u7684\uff0c\u8fd9\u4e5f\u88ab\u8bc1\u5b9e\u4e86\u6bd4\u5355\u5411 mask \u6709\u66f4\u597d\u7684\u751f\u6210\u6548\u679c\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5bf9\u66f4\u591a\u6a21\u6001\u7684\u652f\u6301<\/strong>\u3002Janus \u7684\u6838\u5fc3\u601d\u60f3\u662f\u89e3\u8026\uff0c\u5bf9\u4e0d\u540c\u7684\u8f93\u5165\u4f7f\u7528\u4e0d\u540c\u7684\u7f16\u7801\u65b9\u5f0f\uff0c\u7136\u540e\u7528\u7edf\u4e00\u7684 transformer \u8fdb\u884c\u5904\u7406\u3002\u8fd9\u4e00\u65b9\u6848\u7684\u53ef\u884c\u6027\uff0c\u610f\u5473\u7740 Janus \u6709\u53ef\u80fd\u63a5\u5165\u66f4\u591a\u7684\u6a21\u6001\uff0c\u5982\u89c6\u9891\u30013D \u70b9\u4e91\u3001EEG \u4fe1\u53f7\u7b49\u3002\u8fd9\u4f7f\u5f97 Janus \u6709\u53ef\u80fd\u6210\u4e3a\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u901a\u7528\u6a21\u578b\u7684\u6709\u529b\u5019\u9009\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>4. \u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section><strong>4.1 \u5b9e\u73b0\u7ec6\u8282<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4f7f\u7528 DeepSeek-LLM (1.3B, pretrain \u6a21\u578b\uff0c\u672a\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03) \u4f5c\u4e3a LLM \u7684\u521d\u59cb\u5316\u3002\u5728\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u56fe\u50cf\u5206\u8fa8\u7387\u5747\u4e3a 384 * 384\u3002\u6211\u4eec\u7528 DeepSeek \u81ea\u7814\u7684 HAI-LLM \u6846\u67b6\u8fdb\u884c\u5f00\u53d1\uff0c\u6574\u4e2a\u8bad\u7ec3\u6d41\u7a0b\u9700\u8981\u5728 16 \u53f0 8 Nvidia A100 (40GB) GPU \u673a\u5668\u4e0a\u8dd1 7 \u5929\u65f6\u95f4\u3002\u5177\u4f53\u7ec6\u8282\u8bf7\u53c2\u8003\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section><strong>4.2 \u548c state-of-the-arts \u7684\u6bd4\u8f83<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u591a\u6a21\u6001\u7406\u89e3 (Table 2)\u3002Janus-1.3B \u8d85\u8d8a\u4e86\u4e4b\u524d\u540c\u89c4\u6a21\u7684\u7edf\u4e00\u6a21\u578b\u3002\u5728\u4e00\u4e9b benchmark (POPE, MMBench, SEED Bench, MM-Vet) \u4e0a\uff0cJanus-1.3B \u751a\u81f3\u8d85\u8d8a\u4e86 LLaVA-v1.5-7B \u7684\u7ed3\u679c\u3002\u8fd9\u8bc1\u5b9e\u4e86\u89c6\u89c9\u7f16\u7801\u89e3\u8026\u5bf9\u591a\u6a21\u6001\u7406\u89e3\u6027\u80fd\u5e26\u6765\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002<\/section>\n<\/li>\n<li>\n<section>\u89c6\u89c9\u751f\u6210 (Table 3 \u548c Table 4)\u3002Janus-1.3B \u5728\u56fe\u50cf\u8d28\u91cf\u8bc4\u4ef7 (MSCOCO-30K \u548c MJHQ-30K) \u548c<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u6307\u4ee4\u8ddf\u968f\u80fd\u529b benchmark GenEval \u4e0a\u90fd\u53d6\u5f97\u4e86\u5f88\u4e0d\u9519\u7684\u7ed3\u679c\uff0c\u8d85\u8d8a\u4e86\u4e4b\u524d\u540c\u89c4\u6a21\u7684\u7edf\u4e00\u6a21\u578b\uff0c\u548c\u4e00\u4e9b\u4e13\u7528\u56fe\u50cf<mark data-type=\"tech_methods\" data-id=\"d92a1cda-8e30-4199-9678-2d8c6c17d736\">\u751f\u6210\u6a21\u578b<\/mark>\uff0c\u5982 SDXL\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8777daa8fc07e3eafc36ba1ebabbba54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8777daa8fc07e3eafc36ba1ebabbba54.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-82c3646e33f062f18d580c79b06cfb0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-82c3646e33f062f18d580c79b06cfb0b.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-89a359665fd85f14a729eae0ccad5931.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-89a359665fd85f14a729eae0ccad5931.png\"><\/a><\/section>\n<section><strong>4.3 \u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e25\u683c\u7684\u6d88\u878d\u5b9e\u9a8c\uff0c\u4e00\u65b9\u9762\u5bf9 Janus \u7684\u89c6\u89c9\u7f16\u7801\u89e3\u8026\u8fd9\u4e00\u89c2\u70b9\u8fdb\u884c\u9a8c\u8bc1\uff0c\u53e6\u4e00\u65b9\u9762\uff0c\u7814\u7a76\u8054\u5408\u8bad\u7ec3\u5bf9\u5355\u4efb\u52a1\u8bad\u7ec3\u7684\u6027\u80fd\u5f71\u54cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d30caf236002c41b8e3a943209a6c80e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d30caf236002c41b8e3a943209a6c80e.png\"><\/a><\/section>\n<section>Baseline \u4ecb\u7ecd<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u9996\u5148\u6309\u7167 Chameleon \u7684\u8bbe\u8ba1\uff0c\u4f7f\u7528\u4e00\u4e2a VQ Tokenizer \u53bb\u540c\u65f6\u4e3a\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u7f16\u7801 (Exp-A)\u3002\u8fd9\u4e2a VQ Tokenizer \u548c Janus \u4e2d\u89c6\u89c9\u751f\u6210\u90e8\u5206\u7684\u7f16\u7801\u5668\u662f\u540c\u4e00\u4e2a\u3002\u8003\u8651\u5230\u8fd9\u4e2a\u7f16\u7801\u5668\u8bed\u4e49\u5f88\u5f31\uff0c\u6240\u4ee5\u6211\u4eec\u989d\u5916\u6784\u9020\u4e86\u4e00\u4e2a\u66f4\u5f3a\u7684 baseline, Semantic Tokenizer (Exp-B)\u3002<\/section>\n<section><\/section>\n<section>\u7b80\u5355\u6765\u8bf4\uff0c\u8fd9\u4e2a Semantic Tokenzier \u57fa\u4e8e\u539f\u5148\u7684 VQ Tokenizer \u6784\u9020\uff0c\u989d\u5916\u52a0\u4e86\u4e00\u4e2a semantic decoder\uff0c\u9884\u6d4b SigLIP \u4ea7\u751f\u7684\u8bed\u4e49\u7279\u5f81\uff0c\u5177\u4f53\u7ec6\u8282\u8bf7\u89c1\u8bba\u6587\u7684\u8865\u5145\u6750\u6599\u3002\u901a\u8fc7\u8fd9\u6837\u7684\u65b9\u5f0f\uff0c\u4e00\u65b9\u9762\u53ef\u4ee5\u901a\u8fc7 semantic decoder\uff0c\u4ea7\u751f\u8bed\u4e49\u66f4\u5f3a\u7684\u56fe\u50cf\u7279\u5f81\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u53ef\u4ee5\u4f7f\u5f97 Semantic Tokenizer \u7f16\u7801\u51fa\u7684\u56fe\u50cf ID \u5177\u6709\u66f4\u597d\u7684\u8bed\u4e49\uff0c\u5c40\u90e8\u8fde\u7eed\u6027\u66f4\u5f3a\u3002\u8bf7\u6ce8\u610f\uff1a\u4e3a\u4e86\u65b9\u6cd5\u7684\u7b80\u5355\u6027\u3002Semantic Tokenizer \u4ec5\u5728\u5bf9\u6bd4\u5b9e\u9a8c\u4e2d\u4f7f\u7528\uff0c\u800c\u6ca1\u6709\u5728 Janus \u4e2d\u7528\u3002\u5982\u679c\u7528\u4e86\uff0cJanus \u5e94\u8be5\u4f1a\u5728\u89c6\u89c9\u751f\u6210\u65b9\u9762\u8868\u73b0\u66f4\u597d\u3002<\/section>\n<section><\/section>\n<section>\u89c6\u89c9\u7f16\u7801\u89e3\u8026\u7684\u5f71\u54cd<\/section>\n<section><\/section>\n<section>(1) \u6bd4\u8f83 Exp-A \u548c Exp-D\uff0c\u6211\u4eec\u53d1\u73b0 Exp-A \u7684<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u6548\u679c\u8fd8\u4e0d\u9519\uff0cCOCO-FID \u6709 8.72\uff0c\u548c Janus (8.53) \u7c7b\u4f3c\u3002\u4f46\u662f Exp-A \u7684\u591a\u6a21\u6001\u7406\u89e3\u6027\u80fd\u660e\u663e\u62c9\u80ef\u3002<\/section>\n<section><\/section>\n<section>(2) \u5f53\u6362\u4e0a\u8bed\u4e49\u66f4\u5f3a\u7684 tokenizer (Exp-B)\uff0c\u6211\u4eec\u53d1\u73b0\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u6709\u4e86\u660e\u663e\u7684\u63d0\u5347\uff0c\u4f46\u548c Janus \u76f8\u6bd4\u8fd8\u6709\u4e00\u5b9a\u8ddd\u79bb\u3002\u89c6\u89c9\u751f\u6210\u65b9\u9762\uff0cExp-B (7.11) \u6bd4 Janus (8.53) \u66f4\u597d\u3002\u6211\u4eec\u731c\u6d4b\u539f\u56e0\u53ef\u80fd\u6709\u4e24\u70b9\u3002\u9996\u5148\uff0cSemantic Tokenizer \u7f16\u7801\u51fa\u7684\u56fe\u50cf ID \u8bed\u4e49\u66f4\u5f3a\uff0c\u4f5c\u4e3a LLM \u7684\u9884\u6d4b\u76ee\u6807\u66f4\u5408\u7406\u3002\u5176\u6b21\uff0cSemantic Tokenizer \u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u663e\u8457\u9ad8\u4e8e VQ Tokenizer\u3002\u8fd9\u4e5f\u8bf4\u660e\u4e86 Janus \u5728\u89c6\u89c9\u751f\u6210\u65b9\u9762\u5de8\u5927\u7684\u63d0\u5347\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section>(3) \u90a3\u4e48\uff0c\u4f7f\u7528\u540c\u4e00\u4e2a Encoder\uff0c\u5bf9\u7406\u89e3\u7684\u5f71\u54cd\u5230\u5e95\u6709\u591a\u5927\u5462\uff1f\u901a\u8fc7\u6bd4\u8f83 Exp-B \u548c Exp-C\uff0c\u6211\u4eec\u53d1\u73b0\u4ec5\u4f7f\u7528 Semantic Tokenizer \u505a\u591a\u6a21\u6001\u7406\u89e3\uff0c\u660e\u663e\u9ad8\u4e8e Exp-B \u4e2d\u7684\u7ed3\u679c\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0cMMBench \u4ece 52.7 \u63d0\u9ad8\u5230 62.1\u3002\u8fd9\u8bf4\u660e\u4f7f\u7528\u5355\u4e00\u89c6\u89c9\u7f16\u7801\u5668\u786e\u5b9e\u5728\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e0a\u5bfc\u81f4\u4e86\u51b2\u7a81\uff0c\u727a\u7272\u4e86\u591a\u6a21\u6001\u7406\u89e3\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>(4) \u6700\u540e\uff0c\u6211\u4eec\u63a2\u8ba8\u4e00\u4e0b\u8054\u5408\u8bad\u7ec3\u5bf9\u5355\u4e00\u4efb\u52a1\u7684\u5f71\u54cd\uff0c\u89c1 Exp-D, Exp-E, Exp-F\u3002\u8fd9\u91cc\u4e3a\u4e86\u516c\u5e73\uff0c\u6211\u4eec\u5bf9\u8fed\u4ee3\u6b65\u6570\u505a\u4e86\u4e25\u683c\u7684\u63a7\u5236\u3002\u4f8b\u5982\uff0c\u8ba9\u8054\u5408\u8bad\u7ec3\u7684\u6a21\u578b\u548c\u7eaf\u7406\u89e3\u6a21\u578b\u89c1\u8fc7\u7684\u591a\u6a21\u6001\u7406\u89e3\u6570\u636e\u4e00\u6837\u591a\u3002(\u5176\u5b9e\u8fd9\u6837\u5bf9\u8054\u5408\u6a21\u578b\u4e0d\u592a\u516c\u5e73\uff0c\u56e0\u4e3a\u8054\u5408\u6a21\u578b\u7684\u6570\u636e\u91cc\uff0c\u591a\u6a21\u6001\u7406\u89e3\u7684\u6570\u636e\u6d53\u5ea6\u76f8\u5bf9\u66f4\u4f4e)\u3002\u6700\u540e\u53d1\u73b0\u8054\u5408\u8bad\u7ec3\u53ef\u4ee5\u5728\u57fa\u672c\u4fdd\u6301\u591a\u6a21\u6001\u7406\u89e3\u7684\u80fd\u529b\u4e0b\uff0c\u6709\u6548\u5730\u52a0\u5165\u89c6\u89c9\u751f\u6210\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>4.4 \u53ef\u89c6\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u6587\u751f\u56fe\u53ef\u89c6\u5316<\/section>\n<section><\/section>\n<section>\u5982 Figure 4 \u6240\u793a\uff0c\u6211\u4eec\u7684\u6a21\u578b\u76f8\u6bd4\u4e8e SDXL, LlamaGen \u6709\u7740\u66f4\u597d\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u80fd\u5bf9\u7528\u6237\u7684 prompt \u505a\u51fa\u66f4\u7cbe\u51c6\u7684\u53cd\u9988\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f7386de1b4b120ac429766b19ee72a9a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f7386de1b4b120ac429766b19ee72a9a.png\"><\/a><\/section>\n<section>\u6d8c\u73b0\u80fd\u529b\uff1a\u591a\u8bed\u8a00\u6587\u751f\u56fe<\/section>\n<section><\/section>\n<section>\u5982 Figure 8 \u6240\u793a\uff0c\u6211\u4eec\u8fd8\u610f\u5916\u5730\u53d1\u73b0\uff0c\u53ca\u65f6\u8bad\u7ec3\u6570\u636e\u4e2d\u53ea\u6709\u82f1\u6587\u6587\u751f\u56fe\u6570\u636e\uff0c\u4f46\u6700\u540e\u7684\u6a21\u578b\u6d8c\u73b0\u51fa\u4e86\u591a\u8bed\u8a00\u6587\u751f\u56fe\u80fd\u529b\uff0c\u5982\u4e2d\u6587\u3001\u6cd5\u8bed\u3001\u65e5\u8bed\u3001\u751a\u81f3\u4f7f\u7528 emoji \ud83d\udc36 \u90fd\u53ef\u4ee5\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u91cc\u7684\u6d8c\u73b0\u80fd\u529b\u6765\u81ea\u4e8e LLM \u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b7ca5a9097e3c9b9624f342fac4850e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b7ca5a9097e3c9b9624f342fac4850e3.png\"><\/a><\/section>\n<section>\u591a\u6a21\u6001\u7406\u89e3\u53ef\u89c6\u5316<\/section>\n<section><\/section>\n<section>\u8bf7\u89c1\u4ee5\u4e0b\u4e24\u5f20\u56fe\uff0c\u76f8\u6bd4\u4e8e\u4ee5\u524d\u7684\u5927\u4e00\u7edf\u6a21\u578b\uff0c\u6211\u4eec\u7684\u6a21\u578b\u66f4\u806a\u660e\uff0c\u80fd\u8bfb\u61c2 meme \u56fe\u50cf\u3002\u540c\u65f6\u8fd8\u80fd\u5904\u7406 latex \u516c\u5f0f\u8f6c\u6362\u3001\u56fe\u8f6c\u4ee3\u7801\u7b49\u4efb\u52a1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-917461a74bcedc131b1ddcec818532fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-917461a74bcedc131b1ddcec818532fb.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8e219a63c713668d2bf103ab1a4f90b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8e219a63c713668d2bf103ab1a4f90b.png\"><\/a><\/section>\n<section><strong>5. \u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>Janus \u662f\u4e00\u4e2a\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u7edf\u4e00\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u6846\u67b6\uff0c\u5177\u6709\u7b80\u5355\u6027\u3001\u9ad8\u6548\u6027\u548c\u9ad8\u5ea6\u7075\u6d3b\u6027\u3002\u901a\u8fc7\u89e3\u8026\u89c6\u89c9\u7f16\u7801\uff0c\u6211\u4eec\u7a81\u7834\u4e86\u5f53\u524d\u591a\u6a21\u6001\u7edf\u4e00\u6a21\u578b\u4e2d\u7684\u6027\u80fd\u74f6\u9888\uff0c\u62c9\u8fdb\u4e86\u5927\u4e00\u7edf\u6a21\u578b\u548c\u4e13\u7528\u6a21\u578b\u5728\u4e13\u9879\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u89e3\u9501\u4e86\u591a\u6a21\u6001\u7edf\u4e00\u6a21\u578b\u7684\u65b0\u8303\u5f0f\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-22-3\" target=\"_blank\">DeepSeek\u65b0\u4f5cJanus\uff1a\u89e3\u8026\u89c6\u89c9\u7f16\u7801\uff0c\u5f15\u9886\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u7edf\u4e00\u65b0\u8303\u5f0f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:DeepSeek\u65b0\u4f5cJ [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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