{"id":16525,"date":"2024-08-13T19:43:04","date_gmt":"2024-08-13T11:43:04","guid":{"rendered":"http:\/\/139.9.1.231\/?p=16525"},"modified":"2024-08-14T09:44:14","modified_gmt":"2024-08-14T01:44:14","slug":"anygpt","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/08\/13\/anygpt\/","title":{"rendered":"AnyGPT\uff1a\u5177\u6709\u79bb\u6563\u5e8f\u5217\u5efa\u6a21\u7684\u7edf\u4e00\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"\n<pre class=\"wp-block-preformatted\">code:  <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/OpenMOSS\/AnyGPT\" target=\"_blank\">https:\/\/github.com\/OpenMOSS\/AnyGPT<\/a>\npaper: <a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2402.12226\" target=\"_blank\">https:\/\/arxiv.org\/abs\/2402.12226<\/a>\nDemos: <a rel=\"noreferrer noopener\" href=\"https:\/\/junzhan2000.github.io\/AnyGPT.github.io\/\" target=\"_blank\">https:\/\/junzhan2000.github.io\/AnyGPT.github.io\/<\/a><\/pre>\n\n\n\n\n\n<p>       AnyGPT\uff0c\u4e00\u79cd\u4efb\u610f\u5230\u4efb\u610f\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u5229\u7528\u79bb\u6563\u8868\u793a\u6765\u7edf\u4e00\u5904\u7406\u5404\u79cd\u6a21\u6001\uff0c\u5305\u62ec\u8bed\u97f3\u3001\u6587\u672c\u3001\u56fe\u50cf\u548c\u97f3\u4e50\u3002<strong>AnyGPT\u53ef\u4ee5\u7a33\u5b9a\u5730\u8bad\u7ec3\uff0c\u800c\u65e0\u9700\u5bf9\u5f53\u524d\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u67b6\u6784\u6216\u8bad\u7ec3\u8303\u5f0f\u8fdb\u884c\u4efb\u4f55\u66f4\u6539\u3002\u76f8\u53cd\uff0c\u5b83\u5b8c\u5168\u4f9d\u8d56\u4e8e\u6570\u636e\u7ea7\u9884\u5904\u7406\uff0c\u4fc3\u8fdb\u65b0\u6a21\u5f0f\u65e0\u7f1d\u96c6\u6210\u5230LLMs\u4e2d\uff0c\u7c7b\u4f3c\u4e8e\u65b0\u8bed\u8a00\u7684\u5408\u5e76\u3002<\/strong><a href=\"https:\/\/huggingface.co\/fnlp\/AnyGPT-base\">\u57fa\u7840\u6a21\u578b<\/a>\u5c06\u56db\u79cd\u6a21\u6001\u5bf9\u9f50\uff0c\u5141\u8bb8\u4e0d\u540c\u6a21\u6001\u548c\u6587\u672c\u4e4b\u95f4\u7684\u591a\u5f0f\u8054\u8fd0\u8f6c\u6362\u3002\u6b64\u5916\uff0c\u6211\u4eec\u57fa\u4e8e\u5404\u79cd\u751f\u6210\u6a21\u578b\u6784\u5efa\u4e86<a href=\"https:\/\/huggingface.co\/datasets\/fnlp\/AnyInstruct\">AnyInstruct<\/a>\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u4efb\u610f\u6a21\u6001\u76f8\u4e92\u8f6c\u6362\u7684\u6307\u4ee4\u3002\u5b83\u7531108k\u4e2a\u591a\u56de\u5408\u5bf9\u8bdd\u6837\u672c\u7ec4\u6210\uff0c\u8fd9\u4e9b\u6837\u672c\u9519\u7efc\u590d\u6742\u5730\u4ea4\u7ec7\u5728\u5404\u79cd\u6a21\u6001\u4e2d\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u80fd\u591f\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\u548c\u8f93\u51fa\u7684\u4efb\u610f\u7ec4\u5408\u3002\u7ecf\u8fc7\u6b64\u6570\u636e\u96c6\u7684\u8bad\u7ec3\uff0c\u6211\u4eec<a href=\"https:\/\/huggingface.co\/fnlp\/AnyGPT-chat\">\u7684\u804a\u5929\u6a21\u578b<\/a>\u53ef\u4ee5\u8fdb\u884c\u514d\u8d39\u7684\u591a\u6a21\u5f0f\u5bf9\u8bdd\uff0c\u5176\u4e2d\u53ef\u4ee5\u968f\u610f\u63d2\u5165\u591a\u6a21\u5f0f\u6570\u636e\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cAnyGPT\u80fd\u591f\u4fc3\u8fdb\u4efb\u4f55\u5230\u4efb\u4f55\u591a\u6a21\u6001\u5bf9\u8bdd\uff0c\u540c\u65f6\u5b9e\u73b0\u4e0e\u6240\u6709\u6a21\u6001\u7684\u4e13\u7528\u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u8bc1\u660e\u79bb\u6563\u8868\u793a\u53ef\u4ee5\u6709\u6548\u4e14\u65b9\u4fbf\u5730\u7edf\u4e00\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u591a\u4e2a\u6a21\u6001\u3002<\/p>\n\n\n\n<p>\u57fa\u672c\u6a21\u578b\u53ef\u4ee5\u6267\u884c\u5404\u79cd\u4efb\u52a1\uff0c\u5305\u62ec\u6587\u672c\u5230\u56fe\u50cf\u3001\u56fe\u50cf\u5b57\u5e55\u3001\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u96f6\u89e6\u53d1\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u3001\u6587\u672c\u5230\u97f3\u4e50\u548c\u97f3\u4e50\u5b57\u5e55\u3002\u6211\u4eec\u53ef\u4ee5\u6309\u7167\u7279\u5b9a\u7684\u6307\u4ee4\u683c\u5f0f\u6267\u884c\u63a8\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"655\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1024x655.png\" alt=\"\" class=\"wp-image-16529\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1024x655.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-300x192.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-768x491.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1.png 1264w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u6240\u6709\u7684\u6a21\u6001\u90fd\u8f6c\u6362\u4e3a\u79bb\u6563token<\/figcaption><\/figure>\n\n\n\n<p>\u63d0\u51fa\u4e86\u4e00\u4e2a\u53ef\u4ee5\u7edf\u4e00\u8bad\u7ec3\u7684\u7efc\u5408\u6846\u67b6\u3002 \u5982\u56fe<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#S0.F1\">1<\/a>\u6240\u793a\uff0c\u8be5\u6846\u67b6\u7531\u4e09\u4e2a\u4e3b\u8981\u7ec4\u4ef6\u7ec4\u6210\uff1a\uff08&nbsp;1&nbsp;\uff09\u591a\u6a21\u6001\u5206\u8bcd\u5668\uff0c\uff08&nbsp;2&nbsp;\uff09\u4f5c\u4e3a\u4e3b\u5e72\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u53ca\uff08&nbsp;3&nbsp;\uff09\u591a\u6a21\u6001de-tokenizer\u3002&nbsp; \u5206\u8bcd\u5668\u5c06\u8fde\u7eed\u7684\u975e\u6587\u672c\u6a21\u6001\u8f6c\u6362\u4e3a\u79bb\u6563\u7684\u6807\u8bb0\uff0c\u8fd9\u4e9b\u6807\u8bb0\u968f\u540e\u88ab\u6392\u5217\u6210\u591a\u6a21\u6001\u4ea4\u7ec7\u5e8f\u5217\u3002 \u7136\u540e\uff0c\u4f7f\u7528\u4e0b\u4e00\u4e2a\u6807\u8bb0\u9884\u6d4b\u8bad\u7ec3\u76ee\u6807\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u5e8f\u5217\u3002 \u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u591a\u6a21\u6001\u4ee4\u724c\u88ab\u89e3\u7801\u56de\u5176\u539f\u59cb\u8868\u793a\u7684\u76f8\u5173\u7684\u591a\u6a21\u6001token\u3002 \u4e3a\u4e86\u4e30\u5bcc\u751f\u6210\u7684\u8d28\u91cf\uff0c\u53ef\u4ee5\u90e8\u7f72\u591a\u6a21\u6001\u589e\u5f3a\u6a21\u5757\u6765\u5bf9\u751f\u6210\u7684\u7ed3\u679c\u8fdb\u884c\u540e\u5904\u7406\uff0c\u5305\u62ec\u8bed\u97f3\u514b\u9686\u6216\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u7b49\u5e94\u7528\u3002&nbsp;<\/p>\n\n\n\n<h3>AnyInstruct\u591a\u6a21\u6001\u4ea4\u9519\u6307\u4ee4\u6570\u636e\u5408\u6210\u8fc7\u7a0b\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1014\" height=\"505\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-43.png\" alt=\"\" class=\"wp-image-17229\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-43.png 1014w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-43-300x149.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-43-768x382.png 768w\" sizes=\"(max-width: 1014px) 100vw, 1014px\" \/><\/figure>\n\n\n\n<p>        \u751f\u6210108k\u591a\u8f6e\u5bf9\u8bdd\u6570\u636e\uff0c\u6bcf\u4e2a\u5bf9\u8bdd\u90fd\u4ea4\u9519\u5305\u542btext\u3001speech\u3001image\u3001music\u6a21\u6001\u7684\u6570\u636e <\/p>\n\n\n\n<p>1.Generation of text-based conversations incorporating multimodal elements. <\/p>\n\n\n\n<p>\u2022\u8111\u66b4100\u4e2ameta topics\u8986\u76d6\u5927\u91cf\u7684\u97f3\u89c6\u5143\u7d20\u76f8\u5173\u573a\u666f\uff0c\u518d\u7528GPT-4\u6269\u5c55\u81f320000\u4e2a\u7279\u5b9a\u4e3b\u9898 \u2022\u63d0\u793aLLM\u751f\u6210\u57fa\u4e8e\u8fd9\u4e9b\u4e3b\u9898\u7684\u5177\u4f53\u5bf9\u8bdd\u573a\u666f\uff0c\u7531\u4e8eLLM\u5728\u751f\u6210\u591a\u6a21\u6001\u5143\u7d20\u65f6\u6709\u5c40\u9650\uff0c\u51c6\u5907\u4e86\u4e00\u4e9b\u6837\u4f8b\u5c3d\u91cf\u5305\u542b\u591a\u4e2a\u6a21\u6001                                                                                                         \u2022\u6839\u636e\u573a\u666f\u4f7f\u7528GPT-4\u751f\u6210\u591a\u8f6e\u5bf9\u8bdd\uff0c\u591a\u6a21\u6001\u7528\u8be6\u7ec6\u7684\u6587\u5b57\u8fdb\u884c\u8868\u8ff0\u2019<\/p>\n\n\n\n<p> 2.\u7528DALL-E-3\u3001MusicGen\u3001\u5fae\u8f6fTTS API\u6839\u636e\u7528\u6237\u63d0\u793a\u548c\u6a21\u578b\u7684\u6587\u672c\u56de\u590d\u751f\u6210\u5bf9\u5e94\u6a21\u6001\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u5305\u542b205k\u56fe\u7247\uff0c503k\u8bed\u97f3\uff0c113k\u97f3\u4e50<\/p>\n\n\n\n<h3> \u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff1a <\/h3>\n\n\n\n<p id=\"S4.SS1.p1.1\">      \u4e3a\u4e86\u5b9e\u73b0\u4ece\u4efb\u4f55\u6a21\u6001\u5230\u4efb\u4f55\u5176\u4ed6\u6a21\u6001\u7684\u751f\u6210\uff0c\u81f3\u5173\u91cd\u8981\u7684\u662f\u8981\u5728\u8fd9\u4e9b\u6a21\u6001\u4e4b\u95f4\u4fdd\u6301\u826f\u597d\u7684\u6570\u636e\u4e00\u81f4\u3002\u4e0d\u5e78\u7684\u662f\uff0c\u8fd9\u79cd\u6570\u636e\u975e\u5e38\u7a00\u7f3a\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u6587\u672c\u4e3a\u4e2d\u5fc3\u7684\u53cc\u5cf0\u5bf9\u9f50\u6570\u636e\u96c6\u3002\u5728\u8fd9\u91cc\uff0c\u6587\u672c\u662f\u4f5c\u4e3a\u4e00\u4e2a\u91cd\u8981\u7684\u4e2d\u4ecb\u6865\u6881\u4e4b\u95f4\u7684\u5dee\u8ddd\u5dee\u8ddd\u5404\u79cd\u5f62\u5f0f\u3002<strong>\u901a\u8fc7\u5c06\u4e0d\u540c\u7684\u6a21\u6001\u4e0e\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u6587\u672c\u6a21\u6001\u5bf9\u9f50\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u5b9e\u73b0\u6240\u6709\u6a21\u6001\u4e4b\u95f4\u7684\u76f8\u4e92\u5bf9\u9f50\u3002<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/data_mix-1024x919.png\" alt=\"\" class=\"wp-image-17237\" width=\"368\" height=\"330\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/data_mix-1024x919.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/data_mix-300x269.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/data_mix-768x689.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/data_mix-1536x1379.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/data_mix.png 1718w\" sizes=\"(max-width: 368px) 100vw, 368px\" \/><figcaption>\u9884\u8bad\u7ec3\u6570\u636e\u5206\u5e03\uff0c\u6309\u4ee4\u724c\u8ba1\u6570\u5206\u6bb5\uff0c\u5185\u90e8\u90e8\u5206\u6307\u793a\u6a21\u6001\uff0c\u4e2d\u95f4\u90e8\u5206\u8be6\u7ec6\u8bf4\u660e\u6570\u636e\u7c7b\u578b\uff0c\u5916\u90e8\u90e8\u5206\u6307\u5b9a\u5355\u4e2a\u6570\u636e\u96c6\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<p><strong>Image &amp; Text&nbsp;\uff1a<\/strong>\u6211\u4eec\u5229\u7528\u6765\u81eaLAION-2B\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\uff08Schuhmann&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib38\">2022<\/a>\uff09\u3001LAION-COCO\uff08lai\uff0c<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib2\">2022 b<\/a>\uff09\u3001LAION-Aesthetics\uff08lai\uff0c<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib1\">2022 a<\/a>\uff09\u548cJouneyDB\uff08Pan&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib29\">2023\u5e74<\/a>\uff09\u3002LAION-2B\u63d0\u4f9b\u4e86\u4e0e\u6765\u81ea\u7f51\u7edc\u7684\u5608\u6742\u66ff\u4ee3\u6587\u672c\u914d\u5bf9\u7684\u56fe\u50cf\uff0c\u800cLAION-COCO\u4ee3\u8868\u4e86\u5176\u4e2d\u7684600 M\u5b50\u96c6\uff0c\u7531BLIP\u6807\u9898\u3002\u6211\u4eec\u901a\u8fc7\u8fc7\u6ee4\u6587\u672c\u8d28\u91cf\u3001\u56fe\u50cf\u7eb5\u6a2a\u6bd4\u548c\u526a\u8f91\u5f97\u5206\u7b49\u6765\u7ec6\u5316\u8fd9\u4e9b\u6570\u636e\u96c6\uff0c\u4ea7\u751f\u4e863\u4ebf\u5bf9\u7684\u9ad8\u8d28\u91cf\u8bed\u6599\u5e93\u3002\u4e3a\u4e86\u63d0\u9ad8\u6574\u4f53\u56fe\u50cf\u751f\u6210\u7684\u4fdd\u771f\u5ea6\uff0c\u6211\u4eec\u7528\u9ad8\u8d28\u91cf\u7684LAION-Aesthetics\u5b50\u96c6\u548cMidjourney\u7684\u5408\u6210\u6570\u636e\u96c6ColonneyDB\u8865\u5145\u4e86\u6211\u4eec\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>Speech &amp; Text\u00a0\uff1a<\/strong>\u6211\u4eec\u6536\u96c6\u4e86\u51e0\u4e2a\u5927\u89c4\u6a21\u7684\u82f1\u8bed\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u6570\u636e\u96c6\uff0cGigaspeech\u00a0\u00a0(Chen et\u00a0al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib12\">2021<\/a>), Common Voice\u00a0(Ardila et\u00a0al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib7\">2020<\/a>), and Multilingual LibriSpeech(MLS)\u00a0(Pratap et\u00a0al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib31\">2020<\/a>). \u5171\u540c\u6784\u6210\u4e8657\uff0c000\u5c0f\u65f6\u7684\u8bed\u97f3\u6587\u672c\u5bf9\u8bed\u6599\u5e93\uff0c\u6db5\u76d6\u4e86\u5404\u79cd\u5404\u6837\u7684\u8bf4\u8bdd\u4eba\uff0c\u9886\u57df\u548c\u5f55\u97f3\u73af\u5883\u3002<\/p>\n\n\n\n<p><strong>Music&amp;Text\uff1a<\/strong>\u4ece\u4e92\u8054\u7f51\u4e0a\u6293\u53d6\u4e86\u8d85\u8fc7\u4e00\u767e\u4e07\u4e2a\u97f3\u4e50\u89c6\u9891\uff0c\u5f00\u59cb\u4e86\u5e7f\u6cdb\u7684\u6570\u636e\u6536\u96c6\u8fc7\u7a0b\u3002\u6838\u5fc3\u6b65\u9aa4\u6d89\u53ca\u4f7f\u7528Spotify API\u5c06\u8fd9\u4e9b\u89c6\u9891\u7684\u6807\u9898\u4e0e\u76f8\u5e94\u7684\u6b4c\u66f2\u8fdb\u884c\u5339\u914d\u3002\u968f\u540e\uff0c\u6211\u4eec\u4e3a\u6bcf\u4e2a\u97f3\u4e50\u97f3\u9891\u6536\u96c6\u4e86\u4e00\u7ec4\u5168\u9762\u7684\u5143\u6570\u636e\uff0c\u5305\u62ec\u89c6\u9891\u6807\u9898\u3001\u63cf\u8ff0\u3001\u5173\u952e\u5b57\u3001\u64ad\u653e\u5217\u8868\u540d\u79f0\u548cSpotify\u6b4c\u8bcd\u3002\u8be5\u5143\u6570\u636e\u88ab\u683c\u5f0f\u5316\u4e3aJSON\u5e76\u8f93\u5165GPT-4\u5904\u7406\u3002GPT-4\u4f5c\u4e3a\u667a\u80fd\u5b57\u5e55\u751f\u6210\u5668\u7684\u4f5c\u7528\u81f3\u5173\u91cd\u8981;\u5b83\u5229\u7528\u5608\u6742\u7684\u5143\u6570\u636e\u63d0\u53d6\u6709\u610f\u4e49\u7684\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u7b80\u6d01\u5730\u6982\u62ec\u4e3a\u8fde\u8d2f\u7684\u53e5\u5b50\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6211\u4eec\u80fd\u591f\u4e3a\u5927\u91cf\u7684\u97f3\u4e50\u97f3\u9891\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u5b57\u5e55\uff0c\u6709\u6548\u5730\u51cf\u5c11\u4e86\u6570\u636e\u96c6\u4e2d\u5e7b\u89c9\u7684\u53d1\u751f\u3002<\/p>\n\n\n\n<h3>Tokenization<\/h3>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-44.png\" alt=\"\" class=\"wp-image-17277\" width=\"408\" height=\"176\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-44.png 523w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-44-300x129.png 300w\" sizes=\"(max-width: 408px) 100vw, 408px\" \/><\/figure><\/div>\n\n\n\n<h4>Image Tokenizer\uff1a<\/h4>\n\n\n\n<p>\u4f7f\u7528SEED tokenizer\uff1a<\/p>\n\n\n\n<p>ViT encoder 224x224input 16x16patches<\/p>\n\n\n\n<p>Causal Q-Former 32token<\/p>\n\n\n\n<p>VQ Codebook Codebook\u5927\u5c0f8192<\/p>\n\n\n\n<p>MLP \u5c06\u89c6\u89c9code\u89e3\u7801\u81f3\u751f\u6210\u7a7a\u95f4\u7684embedding\uff08\u4e0eunCLIP-SD\u5bf9\u9f50\uff09<\/p>\n\n\n\n<p>UNet decoder\u590d\u539f\u56fe\u50cf<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"712\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-45-1024x712.png\" alt=\"\" class=\"wp-image-17284\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-45-1024x712.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-45-300x208.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-45-768x534.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-45.png 1442w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4>Speech Tokenizer:<\/h4>\n\n\n\n<p>\u91c7\u7528\u5177\u6709\u6b8b\u5dee\u77e2\u91cf\u91cf\u5316\uff08RVQ\uff09\u7684\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784<\/p>\n\n\n\n<p> \u2022RVQ 8\u5c42\uff0c\u6bcf\u5c42codebook\u5927\u5c0f1024<\/p>\n\n\n\n<p> \u2022\u6bcf\u79d2\u7f16\u7801\u4e3a50\u5e27\uff0c10s\u5373500&#215;8 \u2022\u91cf\u5316\u5668\u7b2c1\u5c42\u6355\u6349\u8bed\u4e49\u4fe1\u606f\uff0c<br>2~8\u5c42\u7f16\u7801\u526f\u8bed\u8a00\u7ec6\u8282 \u2022AnyGPT\u4e2d\u4f7f\u7528LLM\u5904\u7406\u7b2c1\u5c42\u8bed\u4e49token\uff0c<br>\u5176\u4f59\u5c42\u7531\u58f0\u97f3\u514b\u9686\u6a21\u578b\u63d0\u4f9b\uff1f\uff08VALLE\u4e2d\u8868\u793a\u58f0\u97f3\u4e3b\u8981\u53d7\u7b2c1\u5c42\u5f71\u54cd\uff09\uff0c\u56e0\u6b64Speech\u8fd9\u5757\u65b0\u589e\u7684token\u6570\u662f1024<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-46-1024x714.png\" alt=\"\" class=\"wp-image-17297\" width=\"445\" height=\"310\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-46-1024x714.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-46-300x209.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-46-768x535.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-46.png 1148w\" sizes=\"(max-width: 445px) 100vw, 445px\" \/><\/figure>\n\n\n\n<h4>Music Tokenizer&nbsp;:<\/h4>\n\n\n\n<p>\u5bf9\u4e8e\u97f3\u4e50\uff0c\u6211\u4eec\u91c7\u7528Encodec\uff08D&#8217;efossez&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2402.12226v3#bib.bib15\">2022<\/a>\uff09\uff0c\u5177\u6709\u4f7f\u7528\u6b8b\u5dee\u77e2\u91cf\u91cf\u5316\uff08RVQ\uff09\u91cf\u5316\u7684\u6f5c\u5728\u7a7a\u95f4\u7684\u5377\u79ef\u81ea\u52a8\u7f16\u7801\u5668\uff0c\u4f5c\u4e3a\u97f3\u4e50\u4ee4\u724c\u5316\u5668\u3002<\/p>\n\n\n\n<p>\u2022RVQ 4\u5c42\uff0c\u6bcf\u5c42codebook2048 \u2022\u6bcf\u79d2\u7f16\u7801\u4e3a50\u5e27 \u2022\u4e0d\u540c\u4e4b\u5904\u5728\u4e8eLLM\u4f1a\u4f9d\u6b21\u9884\u6d4b\u6bcf\u5e274\u5c42\u7684token\uff0c\u7136\u540e\u518d\u4e0b\u4e00\u5e27<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"563\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-47-1024x563.png\" alt=\"\" class=\"wp-image-17303\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-47-1024x563.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-47-300x165.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-47-768x422.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-47.png 1427w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>Language Model Backbone<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u591a\u6a21\u6001\u79bb\u6563\u8868\u793a\u5408\u5e76\u5230\u9884\u5148\u8bad\u7ec3\u7684LLMs\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u65b0\u7684\u6a21\u6001\u7279\u5b9a\u4ee4\u724c\u6269\u5c55\u8bcd\u6c47\u8868\uff0c\u4ece\u800c\u6269\u5c55\u76f8\u5e94\u7684\u5d4c\u5165\u548c\u9884\u6d4b\u5c42\uff0c\u65b0\u5408\u5e76\u7684\u53c2\u6570\u968f\u673a\u521d\u59cb\u5316\u3002 \u6765\u81ea\u6240\u6709\u6a21\u6001\u7684\u6807\u8bb0\u8054\u5408\u6536\u5272\u673a\u4ee5\u5f62\u6210\u65b0\u7684\u8bcd\u6c47\u8868\uff0c\u5176\u4e2d\u6bcf\u4e2a\u6a21\u6001\u5728\u8bed\u8a00\u6a21\u578b\u5185\u88ab\u8bad\u7ec3\u4ee5\u5728\u5171\u4eab\u7684\u8868\u5f81\u7a7a\u95f4\u4e2d\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p>\u2022\u7edf\u4e00\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff1a\u901a\u8fc7\u7279\u5b9a\u6a21\u6001\u7684tokenizer\uff0c\u53ef\u4ee5\u5c06\u591a\u6a21\u6001\u6570\u636e\u538b\u7f29\u4e3a\u79bb\u6563\u7684token\u5e8f\u5217\uff0c\u5e76\u4f7f\u7528LLM\u7684next token prediction loss\u8bad\u7ec3\uff0c\u5929\u7136\u5730\u7edf\u4e00\u5404\u79cd\u4efb\u52a1\u5f62\u5f0f \u2022 \u2022\u4f7f\u7528LLaMA-2-7B\u4f5c\u4e3abackbone<\/p>\n\n\n\n<h3>Multimodal Generation:<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u9ad8\u8d28\u91cf\u751f\u6210\u91c7\u75282\u9636\u6bb5\u6846\u67b6\uff0c\u8bed\u4e49\u4fe1\u606f\u5efa\u6a21\u548c\u611f\u77e5\u4fe1\u606f\u5efa\u6a21\u3002LLM\u5728\u8bed\u4e49\u5c42\u9762\u751f\u6210\u7ecf\u8fc7\u878d\u5408\u5bf9\u9f50\u7684\u5185\u5bb9\uff0c\u7136\u540eNAR\u6a21\u578b\u5728\u611f\u77e5\u5c42\u9762\u5c06\u8bed\u4e49token\u8f6c\u6362\u6210\u9ad8\u4fdd\u771f\u7684\u591a\u6a21\u6001\u5185\u5bb9\uff0c\u8fbe\u5230\u6548\u679c\u4e0e\u6548\u7387\u95f4\u7684\u5e73\u8861<\/p>\n\n\n\n<p> \u2022Image<br>\u4f7f\u7528Diffusion Model\u89e3\u7801SEED tokens\u751f\u6210\u56fe\u7247 <\/p>\n\n\n\n<p> \u2022Speech<br>\u4f7f\u7528SoundStorm\u4eceSpeechTokenizer\u7684semantic tokens\u751f\u6210acoustic tokens\uff08LLM\u751f\u6210\u7b2c1\u5c42\uff0cSoundStorm\u751f\u62102~7\u5c42\uff1f\uff09\uff0c\u518d\u7528SpeechTokenizer\u89e3\u7801\u751f\u6210\u8bed\u97f3<br>\u5177\u5907Zero-shot\u7684\u58f0\u97f3\u514b\u9686\u529f\u80fd <\/p>\n\n\n\n<p> \u2022Music<br>\u4f7f\u7528Encodec\u89e3\u7801\u751f\u6210\u97f3\u9891<\/p>\n\n\n\n<h3>Instruction Tuning<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"642\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-48-1024x642.png\" alt=\"\" class=\"wp-image-17309\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-48-1024x642.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-48-300x188.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-48-768x481.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-48.png 1446w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>\u5b9e\u9a8c:<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"549\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-49-1024x549.png\" alt=\"\" class=\"wp-image-17310\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-49-1024x549.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-49-300x161.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-49-768x412.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-49-1536x823.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-49.png 1847w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>\u5c40\u9650\u6027\u548c\u672a\u6765\u5de5\u4f5c:<\/h3>\n\n\n\n<p>\u4efb\u610f\u5230\u4efb\u610f\u591a\u6a21\u5f0fLLM\u57fa\u51c6\u6d4b\u8bd5:\u4efb\u4f55\u5bf9\u4efb\u4f55\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u9886\u57df\u662f\u4e00\u4e2a\u65b0\u5174\u7684\u7814\u7a76\u9886\u57df\u3002\u7136\u800c\uff0c\u7f3a\u4e4f\u4e00\u4e2a\u4e13\u95e8\u7684\u57fa\u51c6\u6765\u8bc4\u4f30\u6a21\u578b\u5728\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u51cf\u8f7b\u6f5c\u5728\u98ce\u9669\uff0c\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u5927\u7684\u6311\u6218\u3002\u56e0\u6b64\uff0c\u5fc5\u987b\u5236\u5b9a\u4e00\u4e2a\u5168\u9762\u7684\u57fa\u51c6\u3002<\/p>\n\n\n\n<p>\u589e\u5f3aLLMs:\u5c3d\u7ba1\u5177\u6709\u79bb\u6563\u8868\u793a\u7684\u591a\u6a21\u6001LLMs\u53ef\u4ee5\u7a33\u5b9a\u5730\u8bad\u7ec3\uff0c\u4f46\u4e0e\u5355\u6a21\u6001\u8bad\u7ec3\u76f8\u6bd4\uff0c\u89c2\u5bdf\u5230\u66f4\u9ad8\u7684\u635f\u5931\uff0c\u4ece\u800c\u963b\u6b62\u4e86\u6bcf\u79cd\u6a21\u6001\u7684\u6700\u4f73\u6027\u80fd\u3002\u6539\u8fdb\u591a\u6a21\u6001\u878d\u5408\u7684\u6f5c\u5728\u7b56\u7565\u53ef\u80fd\u6d89\u53ca\u6269\u5c55LLMs\u548c\u6807\u8bb0\u5668\u6216\u91c7\u7528\u6df7\u5408\u4e13\u5bb6\uff08\u83ab\u4f0a\uff09\u67b6\u6784\uff0c\u4ee5\u66f4\u597d\u5730\u7ba1\u7406\u4e0d\u540c\u7684\u6570\u636e\u5e76\u4f18\u5316\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u66f4\u597d\u7684Tokenizer\uff1a\u53ef\u4ee5\u4ece\u5404\u79cd\u89d2\u5ea6\u6765\u589e\u5f3a Tokenizer \uff0c\u5305\u62ec\u91c7\u7528\u4e0a\u7ea7\u7801\u672c\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5f00\u53d1\u66f4\u5177\u51dd\u805a\u529b\u7684\u591a\u6a21\u6001\u8868\u793a\uff0c\u4ee5\u53ca\u5728\u5404\u79cd\u6a21\u6001\u4e2d\u5e94\u7528\u4fe1\u606f\u89e3\u7ea0\u7f20\u3002<\/p>\n\n\n\n<p>\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\uff1a\u591a\u6a21\u6001\u5185\u5bb9\uff0c\u4f8b\u5982\u56fe\u50cf\u548c\u97f3\u9891\uff0c\u901a\u5e38\u8de8\u8d8a\u5e7f\u6cdb\u7684\u5e8f\u5217\u3002\u4f8b\u5982\uff0cAnyGPT\u5c06\u97f3\u4e50\u5efa\u6a21\u9650\u5236\u57285\u79d2\uff0c\u8fd9\u5927\u5927\u9650\u5236\u4e86\u5176\u97f3\u9891\u8f93\u51fa\u7684\u5b9e\u9645\u7528\u9014\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u4efb\u4f55\u5bf9\u4efb\u4f55\u591a\u6a21\u6001\u5bf9\u8bdd\uff0c\u6269\u5c55\u7684\u4e0a\u4e0b\u6587\u5141\u8bb8\u66f4\u591a\u6570\u91cf\u7684\u4f1a\u8bdd\u4ea4\u6362\uff0c\u4ece\u800c\u4e30\u5bcc\u4ea4\u4e92\u7684\u6df1\u5ea6\u548c\u590d\u6742\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>code: https:\/\/github.com\/OpenMOSS\/AnyGPT paper: https:\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/08\/13\/anygpt\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">AnyGPT\uff1a\u5177\u6709\u79bb\u6563\u5e8f\u5217\u5efa\u6a21\u7684\u7edf\u4e00\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[37,21,4,38],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16525"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=16525"}],"version-history":[{"count":100,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16525\/revisions"}],"predecessor-version":[{"id":17326,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16525\/revisions\/17326"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=16525"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=16525"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=16525"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}