{"id":18799,"date":"2024-09-18T10:56:55","date_gmt":"2024-09-18T02:56:55","guid":{"rendered":"http:\/\/139.9.1.231\/?p=18799"},"modified":"2025-06-18T17:30:51","modified_gmt":"2025-06-18T09:30:51","slug":"qwen2-audio","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/09\/18\/qwen2-audio\/","title":{"rendered":"Qwen2-Audio\uff1a\u8ba9LLM \u62e5\u6709\u201c\u8033\u6735\u201d"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong>Qwen2-Audio-7B&nbsp;<a href=\"https:\/\/modelscope.cn\/models\/qwen\/Qwen2-Audio-7B\">\ud83e\udd16&nbsp;<\/a>|&nbsp;<a href=\"https:\/\/huggingface.co\/Qwen\/Qwen2-Audio-7B\">\ud83e\udd17<\/a>&nbsp; \uff5c Qwen-Audio-7B-Instruct&nbsp;<a href=\"https:\/\/modelscope.cn\/models\/qwen\/Qwen2-Audio-7B-Instruct\">\ud83e\udd16&nbsp;<\/a>|&nbsp;<a href=\"https:\/\/huggingface.co\/Qwen\/Qwen2-Audio-7B-Instruct\">\ud83e\udd17<\/a>&nbsp; \uff5c Demo<a href=\"https:\/\/modelscope.cn\/studios\/qwen\/Qwen2-Audio-Instruct-Demo\">&nbsp;\ud83e\udd16<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/huggingface.co\/spaces\/Qwen\/Qwen2-Audio-Instruct-Demo\">\ud83e\udd17<\/a>&nbsp;<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bba\u6587\u94fe\u63a5<\/strong>&#8211;<a href=\"https:\/\/arxiv.org\/abs\/2407.10759\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2407.10759<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u4ee3\u7801\u94fe\u63a5<\/strong>&#8211;<em><a href=\"https:\/\/github.com\/QwenLM\/Qwen2-Audio\" target=\"_blank\" rel=\"noreferrer noopener\">github.com\/QwenLM\/Qwen2-Audio<\/a><\/em><\/p>\n\n\n\n\n\n<p>Qwen2-Audio\u4f5c\u4e3a\u4e00\u4e2a\u5927\u89c4\u6a21\u97f3\u9891\u8bed\u8a00\u6a21\u578b\uff0cQwen2-Audio\u80fd\u591f\u63a5\u53d7\u5404\u79cd\u97f3\u9891\u4fe1\u53f7\u8f93\u5165\uff0c<strong>\u5e76\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u6267\u884c\u97f3\u9891\u5206\u6790\u6216\u76f4\u63a5\u54cd\u5e94\u6587\u672c<\/strong>\u3002\u6211\u4eec\u5f15\u5165\u4e24\u79cd\u4e0d\u540c\u7684\u97f3\u9891\u4ea4\u4e92\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8bed\u97f3\u804a\u5929\uff1a\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u5730\u4e0eQwen 2-Audio\u8fdb\u884c\u8bed\u97f3\u4ea4\u4e92\uff0c\u65e0\u9700\u6587\u5b57\u8f93\u5165;<\/strong><\/li><li><strong>\u97f3\u9891\u5206\u6790\uff1a\u7528\u6237\u53ef\u4ee5\u5728\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u97f3\u9891\u548c\u6587\u672c\u6307\u4ee4\u8fdb\u884c\u5206\u6790;<\/strong><\/li><li>\u591a\u8bed\u8a00\u652f\u6301\uff1a\u8be5\u6a21\u578b\u652f\u6301\u8d85\u8fc78\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\uff0c\u4f8b\u5982\uff1a\u4e2d\u6587\u3001\u82f1\u8bed\u3001\u7ca4\u8bed\u3001\u6cd5\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u5fb7\u8bed\u548c\u65e5\u8bed\u3002<\/li><\/ul>\n\n\n\n<p>        Qwen 2-Audio\u662f\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u97f3\u9891\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u80fd\u591f\u63a5\u53d7\u5404\u79cd\u97f3\u9891\u4fe1\u53f7\u8f93\u5165\uff0c\u5e76\u5bf9\u8bed\u97f3\u6307\u4ee4\u8fdb\u884c\u97f3\u9891\u5206\u6790\u6216\u76f4\u63a5\u7684\u6587\u672c\u54cd\u5e94\u3002\u4e0e\u590d\u6742\u7684\u5206\u5c42\u6807\u7b7e\u76f8\u6bd4\uff0c\u6211\u4eec\u901a\u8fc7\u5229\u7528\u4e0d\u540c\u6570\u636e\u548c\u4efb\u52a1\u7684\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u7b80\u5316\u4e86\u9884\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5e76\u8fdb\u4e00\u6b65\u6269\u5927\u4e86\u6570\u636e\u91cf\u3002\u6211\u4eec\u63d0\u5347\u4e86Qwen 2-Audio\u7684\u8bed\u97f3\u8ffd\u8e2a\u80fd\u529b\uff0c\u5e76\u5b9e\u73b0\u4e86\u8bed\u97f3\u804a\u5929\u548c\u97f3\u9891\u5206\u6790\u4e24\u79cd\u4e0d\u540c\u7684\u97f3\u9891\u4ea4\u4e92\u6a21\u5f0f\u3002\u5728\u8bed\u97f3\u804a\u5929\u6a21\u5f0f\u4e0b\uff0c\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u5730\u4e0eQwen 2-Audio\u8fdb\u884c\u8bed\u97f3\u4ea4\u4e92\uff0c\u65e0\u9700\u6587\u5b57\u8f93\u5165\u3002\u5728\u97f3\u9891\u5206\u6790\u6a21\u5f0f\u4e0b\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u97f3\u9891\u548c\u6587\u672c\u6307\u4ee4\u8fdb\u884c\u5206\u6790\u3002\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u4e0d\u4f7f\u7528\u4efb\u4f55\u7cfb\u7edf\u63d0\u793a\u6765\u5728\u8bed\u97f3\u804a\u5929\u548c\u97f3\u9891\u5206\u6790\u6a21\u5f0f\u4e4b\u95f4\u5207\u6362\u3002 Qwen 2-Audio\u80fd\u591f\u667a\u80fd\u5730\u7406\u89e3\u97f3\u9891\u4e2d\u7684\u5185\u5bb9\uff0c\u5e76\u6309\u7167\u8bed\u97f3\u547d\u4ee4\u505a\u51fa\u9002\u5f53\u7684\u54cd\u5e94\u3002\u4f8b\u5982\uff0c\u5728\u540c\u65f6\u5305\u542b\u58f0\u97f3\u3001\u591a\u8bf4\u8bdd\u8005\u5bf9\u8bdd\u548c\u8bed\u97f3\u547d\u4ee4\u7684\u97f3\u9891\u7247\u6bb5\u4e2d\uff0cQwen 2-Audio\u53ef\u4ee5\u76f4\u63a5\u7406\u89e3\u547d\u4ee4\u5e76\u63d0\u4f9b\u5bf9\u97f3\u9891\u7684\u89e3\u91ca\u548c\u54cd\u5e94\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"682\" height=\"553\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-53.png\" alt=\"\" class=\"wp-image-18888\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-53.png 682w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-53-300x243.png 300w\" sizes=\"(max-width: 682px) 100vw, 682px\" \/><figcaption>Qwen2-Audio\u3001Qwen-Audio \u4ee5\u53ca\u4e4b\u524d LALM \u9876\u7ea7\u4ea7\u54c1\u7684\u6027\u80fd\uff0c\u4f8b\u5982 SpeechT5&nbsp;\u3001SpeechNet\u3001 SpeechLLaMA\u3001SALMONN\u3001Whisper\u3001Pengi\uff0c\u548c SpeechVerse\u3002&nbsp;\u6211\u4eec\u5c55\u793a\u4e86 10 \u4e2a\u6570\u636e\u96c6\u7684\u6d4b\u8bd5\u96c6\u7ed3\u679c\uff0c\u6db5\u76d6\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR)\u3001\u8bed\u97f3\u5230\u6587\u672c\u7ffb\u8bd1 (S2TT)\u3001\u8bed\u97f3\u60c5\u7eea\u8bc6\u522b (SER)\u3001\u58f0\u97f3\u5206\u7c7b (VSC) \u548c\u6307\u4ee4\u8ddf\u8e2a\u57fa\u51c6\u3002&nbsp;ASR \u6570\u636e\u96c6\uff08\u4f8b\u5982 Librispeech \u548c Aishell2\uff09\u7684\u7ed3\u679c\u53c2\u8003 1 &#8211; WER%\u3002&nbsp;CoVoST2\u7684\u7ed3\u679c\u662f\u4e03\u4e2a\u7ffb\u8bd1\u65b9\u5411\uff08en-de\u3001de-en\u3001en-zh\u3001zh-en\u3001es-en\u3001fr-en\u548cit-en\uff09\u7684\u5e73\u5747BLEU\u5f97\u5206\u3002&nbsp;AIR-Bench \u804a\u5929\u57fa\u51c6\u6d4b\u8bd5\u7684\u7ed3\u679c\u5305\u542b\u56db\u4e2a\u7ef4\u5ea6\uff1a\u8bed\u97f3\u3001\u58f0\u97f3\u3001\u97f3\u4e50\u548c\u6df7\u5408\u3002&nbsp;\u6bcf\u4e2a\u7ef4\u5ea6\u7684\u5206\u6570\u7531 GPT-4 \u81ea\u52a8\u8bc4\u4f30\uff0c\u503c\u8303\u56f4\u4e3a 0 \u5230 10\u3002&nbsp;Qwen2-Audio \u65e0\u9700\u4efb\u4f55\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u5fae\u8c03\u5373\u53ef\u5b9e\u73b0\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u8d85\u8d8a\u4e86\u540c\u7c7b\u4ea7\u54c1\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"606\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-58-1024x606.png\" alt=\"\" class=\"wp-image-18935\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-58-1024x606.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-58-300x178.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-58-768x455.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-58.png 1459w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe2\uff1aQwen2-Audio\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\u6982\u8ff0\u3002<\/figcaption><\/figure>\n\n\n\n<h2>\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u97f3\u9891\u662f\u4eba\u7c7b\u548c\u5176\u4ed6\u751f\u7269\u4e4b\u95f4\u4e92\u52a8\u548c\u4ea4\u6d41\u7684\u91cd\u8981\u5a92\u4ecb\uff0c\u627f\u8f7d\u7740\u4e30\u5bcc\u7684\u4fe1\u606f\u5185\u5bb9\u3002&nbsp;\u5168\u9762\u7406\u89e3\u5404\u79cd\u5f62\u5f0f\u7684\u97f3\u9891\u4fe1\u53f7\u5bf9\u4e8e\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd (AGI) \u81f3\u5173\u91cd\u8981\u3002Qwen2-Audio\u4e3b\u8981\u91cd\u70b9\u662f\u589e\u5f3a\u5176\u6307\u4ee4\u8ddf\u8e2a\u80fd\u529b\u3002&nbsp;Qwen2-Audio \u662f\u4e00\u79cd\u5927\u578b\u97f3\u9891\u8bed\u8a00\u6a21\u578b (LALM)\uff0c\u65e8\u5728\u5904\u7406\u97f3\u9891\u548c\u6587\u672c\u8f93\u5165\u4ee5\u751f\u6210\u6587\u672c\u8f93\u51fa\u3002&nbsp;\u4e0e\u4e4b\u524d\u7684\u6a21\u578b\u76f8\u6bd4\uff0cQwen2-Audio \u663e\u7740\u6269\u5c55\u4e86\u8bad\u7ec3\u6570\u636e\u96c6\u3002&nbsp;\u4e3a\u4e86\u51cf\u5c11\u8bad\u7ec3\u524d\u548c\u8bad\u7ec3\u540e\u9636\u6bb5\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u6211\u4eec\u901a\u8fc7\u76f4\u63a5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u5404\u79cd\u6570\u636e\u548c\u4efb\u52a1\u6765\u7b80\u5316\u9884\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002&nbsp;\u9075\u5faa\u5927\u8bed\u8a00\u6a21\u578b\uff08OpenAI\uff0c2023\uff1bQwen\uff0c2023\uff09\u7684\u5b9e\u8df5\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u8fdb\u884c\u6307\u4ee4\u8c03\u4f18\u548c\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff0c\u4f7f\u6a21\u578b\u7684\u8f93\u51fa\u4e0e\u4eba\u7c7b\u504f\u597d\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>Qwen2-Audio \u4ee5\u4e24\u79cd\u4e0d\u540c\u7684\u6a21\u5f0f\u8fd0\u884c\uff1a<strong>\u97f3\u9891\u5206\u6790<\/strong>\u548c<strong>\u8bed\u97f3\u804a\u5929<\/strong>\u3002&nbsp;\u8fd9\u4e24\u79cd\u6a21\u5f0f\u4ece\u529f\u80fd\u4e0a\u6709\u6240\u533a\u522b\uff0c\u4f46\u7528\u6237\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u65e0\u9700\u533a\u5206\u3002&nbsp;\u5728\u97f3\u9891\u5206\u6790\u6a21\u5f0f\u4e0b\uff0c\u7528\u6237\u53ef\u4ee5\u5229\u7528Qwen2-Audio\u6765\u5206\u6790\u591a\u79cd\u97f3\u9891\u7c7b\u578b\uff0c\u5305\u62ec\u8bed\u97f3\u3001\u58f0\u97f3\u3001\u97f3\u4e50\u6216\u5404\u79cd\u6df7\u5408\u97f3\u9891\u5f62\u5f0f\u3002&nbsp;<strong>\u547d\u4ee4\u53ef\u4ee5\u901a\u8fc7\u97f3\u9891\u6216\u6587\u672c\u53d1\u51fa\uff0cQwen2-Audio \u5c06\u81ea\u52a8\u8bc6\u522b\u97f3\u9891\u4e2d\u7684\u547d\u4ee4\u7247\u6bb5<\/strong>\u3002&nbsp;\u76f8\u53cd\uff0c\u5728\u8bed\u97f3\u804a\u5929\u6a21\u5f0f\u4e0b\uff0c\u7528\u6237\u53ef\u4ee5\u4e0e Qwen2-Audio \u8fdb\u884c\u4ea4\u4e92\uff0c\u5c31\u597d\u50cf\u5b83\u662f\u4e00\u4e2a\u4f1a\u8bdd\u4ee3\u7406\u4e00\u6837\uff0c\u8fdb\u884c\u4e0d\u53d7\u9650\u5236\u7684\u5bf9\u8bdd\u3002&nbsp;\u63d0\u4f9b\u97f3\u9891\u4ea4\u4e92\uff0c\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u5207\u6362\u5230\u6587\u672c\u4ea4\u4e92\u3002&nbsp;\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u8f93\u5165\u4e00\u4e2a\u97f3\u9891\u526a\u8f91\uff0c\u5176\u4e2d\u521d\u59cb\u90e8\u5206\u662f\u952e\u76d8\u6253\u5b57\u7684\u58f0\u97f3\uff0c\u7136\u540e\u7528\u6237\u8be2\u95ee\u201c\u8fd9\u662f\u4ec0\u4e48\u58f0\u97f3\uff1f\u201d\u5728\u53e3\u8bed\u4e2d\uff0cQwen2-Audio \u9884\u8ba1\u4f1a\u76f4\u63a5\u56de\u590d\u201c\u8fd9\u662f\u952e\u76d8\u7684\u58f0\u97f3\u201d\u3002<\/p>\n\n\n\n<h2>\u65b9\u6cd5<\/h2>\n\n\n\n<h3>\u6a21\u578b\u67b6\u6784<\/h3>\n\n\n\n<p>Qwen2-Audio\u7684\u8bad\u7ec3\u8fc7\u7a0b\u5982\u56fe2\u6240\u793a\uff0c\u5176\u4e2d\u5305\u542b\u97f3\u9891\u7f16\u7801\u5668\u548c\u5927\u8bed\u8a00\u6a21\u578b\u3002&nbsp;\u7ed9\u5b9a\u914d\u5bf9\u6570\u636e(\ud835\udc82,\ud835\udc99)\uff0c\u5176\u4e2d\ud835\udc82\u548c\ud835\udc99\u8868\u793a\u97f3\u9891\u5e8f\u5217\u548c\u6587\u672c\u5e8f\u5217\uff0c\u8bad\u7ec3\u76ee\u6807\u662f\u6700\u5927\u5316\u4e0b\u4e00\u4e2a\u6587\u672c\u8bcd\u7b26\u7684\u6982\u7387\u4e3a\uff1a<\/p>\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\/09\/image-59.png\" alt=\"\" class=\"wp-image-18937\" width=\"538\" height=\"34\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-59.png 780w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-59-300x19.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-59-768x48.png 768w\" sizes=\"(max-width: 538px) 100vw, 538px\" \/><\/figure><\/div>\n\n\n\n<p>\u4ee5\u97f3\u9891\u8868\u793a\u548c\u5148\u524d\u6587\u672c\u5e8f\u5217&nbsp;\ud835\udc99&lt;t&nbsp;\u4e3a\u6761\u4ef6\uff0c\u5176\u4e2d&nbsp;\u03b8&nbsp;\u548c&nbsp;\u03d5&nbsp;\u5206\u522b\u8868\u793a\u5927\u8bed\u8a00\u6a21\u578b\u548c\u97f3\u9891\u7f16\u7801\u5668\u7684\u53ef\u8bad\u7ec3\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u4e0eQwen-Audio\u4e0d\u540c\u7684\u662f\uff0cQwen2-Audio\u7684\u97f3\u9891\u7f16\u7801\u5668\u7684\u521d\u59cb\u5316\u662f<strong>\u57fa\u4e8eWhisper-large-v3\u6a21\u578b<\/strong>\u3002&nbsp;\u4e3a\u4e86\u9884\u5904\u7406\u97f3\u9891\u6570\u636e\uff0c\u6211\u4eec\u5c06\u5176\u91cd\u65b0\u91c7\u6837\u5230 16kHz \u7684\u9891\u7387\uff0c\u5e76\u4f7f\u7528 25ms \u7684\u7a97\u53e3\u5927\u5c0f\u548c 10ms \u7684\u8df3\u8dc3\u5927\u5c0f\u5c06\u539f\u59cb\u6ce2\u5f62\u8f6c\u6362\u4e3a 128 \u901a\u9053\u6885\u5c14\u9891\u8c31\u56fe\u3002&nbsp;\u6b64\u5916\uff0c\u8fd8\u5408\u5e76\u4e86\u6b65\u957f\u4e3a 2 \u7684\u6c60\u5316\u5c42\uff0c\u4ee5\u51cf\u5c11\u97f3\u9891\u8868\u793a\u7684\u957f\u5ea6\u3002&nbsp;\u56e0\u6b64\uff0c\u7f16\u7801\u5668\u8f93\u51fa\u7684\u6bcf\u4e00\u5e27\u5927\u7ea6\u5bf9\u5e94\u4e8e\u539f\u59cb\u97f3\u9891\u4fe1\u53f7\u7684 40ms \u7247\u6bb5\u3002&nbsp;Qwen2-Audio \u4ecd\u7136\u91c7\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b Qwen-7B&nbsp;\u4f5c\u4e3a\u5176\u57fa\u7840\u7ec4\u4ef6\u3002&nbsp;Qwen2-Audio\u7684\u603b\u53c2\u6570\u4e3a8.2B\u53c2\u6570\u3002<\/p>\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\/09\/image-66.png\" alt=\"\" class=\"wp-image-18985\" width=\"467\" height=\"526\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-66.png 571w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-66-266x300.png 266w\" sizes=\"(max-width: 467px) 100vw, 467px\" \/><figcaption>\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u7edf\u8ba1\uff08\u5c0f\u65f6\uff09\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<h3 id=\"yiyi-58\">\u9884\u8bad\u7ec3<\/h3>\n\n\n\n<p id=\"S2.SS0.SSS0.Px2.p1.1\">\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u66ff\u6362\u5206\u5c42\u6807\u7b7e\u3002&nbsp;\u5982\u56fe2\u6240\u793a\u3002&nbsp;\u6211\u4eec\u53d1\u73b0\u4f7f\u7528\u8bed\u8a00\u63d0\u793a\u53ef\u4ee5\u63d0\u9ad8\u66f4\u597d\u7684\u6cdb\u5316\u80fd\u529b\u548c\u66f4\u597d\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>\u6709\u76d1\u7763\u5fae\u8c03<\/h3>\n\n\n\n<p>Qwen2-Audio\u7684\u5f7b\u5e95\u9884\u8bad\u7ec3\u4f7f\u6a21\u578b\u5bf9\u97f3\u9891\u5185\u5bb9\u6709\u4e86\u5168\u9762\u7684\u7406\u89e3\u3002&nbsp;\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u91c7\u7528\u57fa\u4e8e\u6307\u4ee4\u7684\u5fae\u8c03\u6280\u672f\u6765\u63d0\u9ad8\u6a21\u578b\u4e0e\u4eba\u7c7b\u610f\u56fe\u4fdd\u6301\u4e00\u81f4\u7684\u80fd\u529b\uff0c\u4ece\u800c\u5f62\u6210\u4ea4\u4e92\u5f0f\u804a\u5929\u6a21\u578b\u3002&nbsp;<strong>\u6211\u4eec\u7684\u521d\u6b65\u7814\u7a76\u5f3a\u8c03\u4e86 SFT \u6570\u636e\u7684\u8d28\u91cf\u548c\u590d\u6742\u6027\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5173\u952e\u5f71\u54cd\u3002&nbsp;\u56e0\u6b64\uff0c\u6536\u96c6\u4e86\u4e00\u7ec4\u7cbe\u5fc3\u7b56\u5212\u7684\u9ad8\u8d28\u91cf SFT \u6570\u636e\uff0c\u5e76\u5b9e\u65bd\u4e86\u4e25\u683c\u7684\u8d28\u91cf\u63a7\u5236\u7a0b\u5e8f\u3002<\/strong><\/p>\n\n\n\n<p id=\"S2.SS0.SSS0.Px3.p2.1\">\u6211\u4eec\u8003\u8651\u4e24\u79cd\u4e0d\u540c\u7684\u4eba\u7c7b\u4e92\u52a8\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ul id=\"S2.I1\"><li><strong>\u97f3\u9891\u5206\u6790<\/strong>\uff1a\u5728\u97f3\u9891\u5206\u6790\u6a21\u5f0f\u4e0b\uff0c\u7528\u6237\u53ef\u4ee5\u7075\u6d3b\u5730\u8ba9 Qwen2-Audio \u5206\u6790\u5404\u79cd\u97f3\u9891\u3002<strong>&nbsp;\u7528\u6237\u6307\u4ee4\u53ef\u4ee5\u901a\u8fc7\u97f3\u9891\u6216\u6587\u672c\u7ed9\u51fa<\/strong>\u3002\u8be5\u6a21\u5f0f\u5e38\u7528\u4e8e\u97f3\u9891\u6587\u4ef6\u7684\u79bb\u7ebf\u5206\u6790\u3002<\/li><li><strong>\u8bed\u97f3\u804a\u5929<\/strong>\uff1a\u5728\u8bed\u97f3\u804a\u5929\u6a21\u5f0f\u4e0b\uff0c\u9f13\u52b1\u7528\u6237\u4e0eQwen2-Audio\u8fdb\u884c\u8bed\u97f3\u5bf9\u8bdd\uff0c\u63d0\u51fa\u5404\u79cd\u95ee\u9898\u3002&nbsp;\u8bf7\u968f\u610f\u5c06\u5176\u89c6\u4e3a\u60a8\u7684\u8bed\u97f3\u804a\u5929\u52a9\u624b\u3002\u8be5\u6a21\u5f0f\u5e38\u7528\u4e8e\u4e0e LALM \u7684\u5728\u7ebf\u4ea4\u4e92\u3002<\/li><\/ul>\n\n\n\n<p id=\"S2.SS0.SSS0.Px3.p3.1\"><strong>\u4e3a\u4e86\u4e00\u81f4\u6027\u548c\u6a21\u578b\u7edf\u4e00\u6027\uff0c\u4e24\u79cd\u4ea4\u4e92\u6a21\u5f0f\u90fd\u7ecf\u8fc7\u8054\u5408\u8bad\u7ec3\uff0c\u7528\u6237\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u4e0d\u4f1a\u51fa\u73b0\u6a21\u5f0f\u5dee\u5f02\u5316\uff0c\u4e5f\u65e0\u9700\u4f7f\u7528\u5355\u72ec\u7684\u7cfb\u7edf\u63d0\u793a\u5728\u4e0d\u540c\u6a21\u5f0f\u4e4b\u95f4\u5207\u6362\u3002<\/strong>&nbsp;\u4e24\u79cd\u6a21\u5f0f\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u662f\u65e0\u7f1d\u7ed3\u5408\u7684\u3002<\/p>\n\n\n\n<h3>\u76f4\u63a5\u504f\u597d\u4f18\u5316(DPO)<\/h3>\n\n\n\n<p>\u6211\u4eec\u91c7\u7528 DPO&nbsp;(Rafailov \u7b49\u4eba, 2024)&nbsp;\u6765\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u4ee5\u9075\u5faa\u4eba\u7c7b\u504f\u597d\u3002&nbsp;\u901a\u8fc7\u83b7\u53d6\u5e26\u6709\u4e09\u5143\u7ec4\u6570\u636e(\ud835\udc99,\ud835\udc9a<sub>\ud835\udc98<\/sub>,\ud835\udc9a<sub>\ud835\udc8d<\/sub>)\u7684\u6570\u636e\u96c6\ud835\udc9f\uff0c\u5176\u4e2d\ud835\udc99\u662f\u5e26\u6709\u8f93\u5165\u97f3\u9891\u7684\u8f93\u5165\u5e8f\u5217\uff0c\ud835\udc9a<sub>\ud835\udc98<\/sub>\u548c\ud835\udc9a<sub>\ud835\udc8d<\/sub>&nbsp;\u5206\u522b\u662f\u4eba\u5de5\u6ce8\u91ca\u7684\u597d\u54cd\u5e94\u548c\u574f\u54cd\u5e94\uff0c\u6211\u4eec\u5bf9\u6a21\u578b&nbsp;\ud835\udcab\u03b8&nbsp;\u8fdb\u884c\u5982\u4e0b\u4f18\u5316\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1024\" height=\"77\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-60-1024x77.png\" alt=\"\" class=\"wp-image-18965\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-60-1024x77.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-60-300x23.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-60-768x58.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-60.png 1087w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\ud835\udcabref\u8868\u793a\u7528\ud835\udcab\u03b8\u521d\u59cb\u5316\u7684\u53c2\u8003\u6a21\u578b\uff0c\u03c3\u8868\u793asigmoid\u51fd\u6570\uff0c\u03b2\u662f\u8d85\u53c2\u6570\u3002&nbsp;\u56fe2\u8bf4\u660e\u4e86Qwen2-Audio\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<h2>\u5b9e\u9a8c<\/h2>\n\n\n\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u4e4b\u524d\u7684\u8bb8\u591a\u6d4b\u8bd5\u6570\u636e\u96c6\u90fd\u975e\u5e38\u6709\u9650\uff0c\u65e0\u6cd5\u5145\u5206\u53cd\u6620\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u6027\u80fd\uff0c\u4f8b\u5982\u4e00\u4e9bSLU\uff08\u53e3\u8bed\u7406\u89e3\uff09\u548cSER\uff08\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff09\u6570\u636e\u96c6\u3002&nbsp;\u56e0\u6b64\uff0c\u6211\u4eec\u4e3b\u8981\u76f4\u63a5\u5728AIR-Bench\u4e0a\u8bc4\u4f30\u6027\u80fd\u3002&nbsp;\u6211\u4eec\u53d1\u73b0 AIR-Bench \u7684\u5206\u6570\u66f4\u7b26\u5408\u5b9e\u9645\u7684\u7528\u6237\u4ea4\u4e92\u4f53\u9a8c\u3002&nbsp;\u540c\u65f6\uff0c\u4e3a\u4e86\u8bc4\u4f30Qwen2-Audio\u7684\u901a\u7528\u7406\u89e3\u80fd\u529b\uff0c\u5982\u8868<a href=\"https:\/\/arxiv.org\/html\/2407.10759v1#S2.T1\">1<\/a>\u6240\u793a\uff0c\u6211\u4eec\u4ecd\u7136\u8fdb\u884c\u4e86\u6db5\u76d6\u5404\u79cd\u4efb\u52a1\u7684\u7efc\u5408\u8bc4\u4f30\uff0c\u5373\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u8bed\u97f3\u8bc6\u522b-\u6587\u672c\u7ffb\u8bd1\uff08S2TT\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u8bed\u97f3\u5206\u7c7b\uff08VSC\uff09\u3002&nbsp;\u8bc4\u4f30\u662f\u5728 13 \u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u7684\u3002&nbsp;\u8bc4\u4f30\u6570\u636e\u96c6\u88ab\u4e25\u683c\u6392\u9664\u5728\u8bad\u7ec3\u6570\u636e\u4e4b\u5916\uff0c\u4ee5\u907f\u514d\u6570\u636e\u6cc4\u9732\u3002&nbsp;\u6211\u4eec\u6bd4\u8f83\u7684\u6a21\u578b\u5305\u62ec\u5f00\u6e90\u6a21\u578b\u548c\u53ef\u8c03\u7528\u7684 API\uff0c\u4f8b\u5982 Gemini\u3002<\/p>\n\n\n\n<p>\u88682\uff1a\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR)\u3001\u8bed\u97f3\u5230\u6587\u672c\u7ffb\u8bd1 (S2TT)\u3001\u8bed\u97f3\u60c5\u7eea\u8bc6\u522b (SER)\u3001\u58f0\u97f3\u5206\u7c7b (VSC) \u548c AIR-Bench \u804a\u5929\u57fa\u51c6\u6d4b\u8bd5\u7684\u7ed3\u679c\u3002&nbsp;\u8bf7\u6ce8\u610f\uff0c\u5bf9\u4e8e Qwen2-Audio\uff0cFleurs \u7684\u7ed3\u679c\u662f\u96f6\u6837\u672c\uff0c\u800c Common Voice \u7684\u7ed3\u679c\u4e0d\u662f\u96f6\u6837\u672c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"907\" height=\"883\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-61.png\" alt=\"\" class=\"wp-image-18973\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-61.png 907w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-61-300x292.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-61-768x748.png 768w\" sizes=\"(max-width: 907px) 100vw, 907px\" \/><\/figure>\n\n\n\n<h3>\u6848\u4f8b\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"904\" height=\"592\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-62.png\" alt=\"\" class=\"wp-image-18979\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-62.png 904w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-62-300x196.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-62-768x503.png 768w\" sizes=\"(max-width: 904px) 100vw, 904px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"927\" height=\"795\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-63.png\" alt=\"\" class=\"wp-image-18980\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-63.png 927w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-63-300x257.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-63-768x659.png 768w\" sizes=\"(max-width: 927px) 100vw, 927px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"873\" height=\"265\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-64.png\" alt=\"\" class=\"wp-image-18981\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-64.png 873w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-64-300x91.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-64-768x233.png 768w\" sizes=\"(max-width: 873px) 100vw, 873px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"913\" height=\"613\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-65.png\" alt=\"\" class=\"wp-image-18983\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-65.png 913w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-65-300x201.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-65-768x516.png 768w\" sizes=\"(max-width: 913px) 100vw, 913px\" \/><\/figure>\n\n\n\n<h2>\u7ed3\u8bba\uff1a<\/h2>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Qwen2-Audio\uff0c\u5b83\u5efa\u7acb\u5728 Qwen-Audio \u5206\u6790\u5404\u79cd\u7c7b\u578b\u97f3\u9891\u7684\u80fd\u529b\u4e4b\u4e0a\uff0c\u540c\u65f6\u8fd8\u88ab\u8d4b\u4e88\u4e86\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\u3002&nbsp;\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u9488\u5bf9\u4e0d\u540c\u7684\u6570\u636e\u548c\u4efb\u52a1\u5229\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u793a\uff0c\u8fdb\u4e00\u6b65\u6269\u5927\u4e86\u6570\u636e\u91cf\u3002&nbsp;<strong>\u5728SFT\u9636\u6bb5\uff0c\u6211\u4eec\u901a\u8fc7\u63d0\u9ad8SFT\u6570\u636e\u7684\u6570\u91cf\u3001\u8d28\u91cf\u548c\u590d\u6742\u6027\u6765\u589e\u5f3aQwen2-Audio\u4e0e\u4eba\u7c7b\u4ea4\u4e92\u7684\u4e00\u81f4\u6027\uff0c\u4ece\u800c\u5b9e\u73b0\u65e0\u7f1d\u7684\u8bed\u97f3\u548c\u6587\u672c\u4ea4\u4e92\u3002<\/strong>&nbsp;\u6b64\u5916\uff0c\u6211\u4eec\u8fd8<strong>\u901a\u8fc7 DPO \u9636\u6bb5\u63d0\u9ad8\u4e86 Qwen2-Audio \u7684\u54cd\u5e94\u8d28<\/strong>\u91cf\u3002&nbsp;\u5728\u4e0d\u540c\u57fa\u51c6\u4e0a\u6d4b\u8bd5\u7684\u5ba2\u89c2\u6307\u6807\u8bc1\u660e\u4e86 Qwen2-Audio \u5728\u97f3\u9891\u7406\u89e3\u548c\u5bf9\u8bdd\u80fd\u529b\u65b9\u9762\u7684\u719f\u7ec3\u7a0b\u5ea6\u3002&nbsp;\u8bba\u6587\u4e2d\u7684\u6848\u4f8b\u4e5f\u8bf4\u660e\u4e86Qwen2-Audio\u6d41\u7545\u7075\u6d3b\u7684\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\u3002<\/p>\n\n\n\n<h2>\u8865\u5145\uff1a\u8bed\u97f3\/\u6587\u672c\u5d4c\u5165\u878d\u5408<\/h2>\n\n\n\n<p>Qwen-audio-chat\u6a21\u578b\u5982\u4f55\u5c06\u97f3\u9891\u7279\u5f81\u4e0e\u6587\u672c\u63d0\u793a\u65e0\u7f1d\u878d\u5408\uff0c\u901a\u8fc7\u7279\u5f81\u7f16\u7801\u3001\u4f4d\u7f6e\u6807\u8bb0\u548c\u4fe1\u606f\u6574\u5408\uff0c\u63d0\u5347\u6a21\u578b\u7684\u8de8\u6a21\u6001\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u4f1a\u63d0\u53d6\u97f3\u9891\u7684\u7279\u5f81\uff0c\u7136\u540e\u5bf9\u6587\u672c\u63d0\u793a\u8fdb\u884c\u5d4c\u5165\uff08Embedding\uff09\u5904\u7406\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u901a\u8fc7\u5c06\u97f3\u9891\u7279\u5f81\u8f6c\u6362\u6210\u4e00\u4e2a\u4e09\u7ef4\u5411\u91cf\uff08\u5982[1,56,4096]\uff09\uff0c\u5e76\u5c06\u8fd9\u4e2a\u5411\u91cf\u5d4c\u5165\u5230\u6587\u672c\u63d0\u793a\u4e2d\u3002\u4f8b\u5982\uff0c\u8003\u8651\u5230\u4e00\u4e2a\u6587\u672c\u63d0\u793a\u4fe1\u606f\uff0c\u5176\u4e2d\u5305\u62ec\u6807\u8bb0\u8f6c\u6362\u4e3aID\u7684\u8fc7\u7a0b\uff0c\u968f\u540e\u662f\u4e0e\u97f3\u9891\u7279\u5f81\u7684\u7ed3\u5408\uff0c\u5373\u5728\u6587\u672c\u4e2d\u901a\u8fc7\u548c\u6807\u7b7e\u6307\u660e\u97f3\u9891\u7684\u5f00\u59cb\u4e0e\u7ed3\u675f\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"has-bright-blue-background-color has-background\"><strong>\u5728\u878d\u5408\u8fc7\u7a0b\u4e2d\uff0c\u7cfb\u7edf\u901a\u8fc7ID\u5b9a\u4f4d\u5230\u8fd9\u4e9b\u6807\u7b7e\u6240\u4ee3\u8868\u7684\u4f4d\u7f6e\uff0c\u5e76\u7528\u97f3\u9891\u7279\u5f81\u5411\u91cfA\u66ff\u6362\u6389\u6587\u672c\u63d0\u793a\u4e2d\u7684\u201cAudio_path\/audio_name.flac\u201d\u76f8\u5bf9\u5e94\u7684\u5411\u91cf\u8868\u793a\u3002<\/strong>\u8fd9\u6837\uff0c\u97f3\u9891\u7279\u5f81\u5c31\u88ab\u6709\u6548\u5730\u878d\u5408\u5230\u6587\u672c\u63d0\u793a\u4e2d\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u7406\u89e3\u7684\u5411\u91cf\u8868\u793a\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-normal-font-size\"><code> \/\/ A code block\n     &lt;|im_start|&gt;system\n    You are a helpful assistant.&lt;|im_end|&gt;\n    &lt;|im_start|&gt;user\n    Audio 1:&lt;audio&gt;Audio_path\/audio_name.flac&lt;\/audio&gt;\n    what does the person say?&lt;|im_end|&gt;\n    &lt;|im_start|&gt;assistant<\/code><\/pre>\n\n\n\n<p>\u4ee3\u7801\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ An highlighted block\nbos_pos = torch.where(input_ids == self.config.audio&#091;'audio_start_id'])\neos_pos = torch.where(input_ids == self.config.audio&#091;'audio_start_id'] + 1)\naudio_pos = torch.stack((bos_pos&#091;0], bos_pos&#091;1], eos_pos&#091;1]), dim=1)\nif audios is not None:\n\tfor idx, (i, a, b) in enumerate(audio_pos):\n\t     hidden_states&#091;i]&#091;a : b+1] = audios&#091;idx]\n\toutput_shape = input_shape + (hidden_states.size(-1),)\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Qwen2-Audio-7B&nbsp;\ud83e\udd16&nbsp;|&nbsp;\ud83e\udd17&nbsp; \uff5c Qwen-Audio- &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/09\/18\/qwen2-audio\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Qwen2-Audio\uff1a\u8ba9LLM \u62e5\u6709\u201c\u8033\u6735\u201d<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18799"}],"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=18799"}],"version-history":[{"count":96,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18799\/revisions"}],"predecessor-version":[{"id":19367,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18799\/revisions\/19367"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=18799"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=18799"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=18799"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}