{"id":27855,"date":"2025-03-07T10:38:50","date_gmt":"2025-03-07T02:38:50","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27855"},"modified":"2025-03-07T10:38:50","modified_gmt":"2025-03-07T02:38:50","slug":"audio-reasoner","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/audio-reasoner\/","title":{"rendered":"Audio-Reasoner\uff1a\u652f\u6301\u97f3\u9891\u6df1\u5ea6\u63a8\u7406\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"<p>Audio-Reasoner \u662f\u7531\u6e05\u534e\u5927\u5b66\u56e2\u961f\u5f00\u53d1\u5e76\u6258\u7ba1\u4e8e GitHub \u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e13\u6ce8\u4e8e\u6784\u5efa\u652f\u6301\u97f3\u9891\u6df1\u5ea6\u63a8\u7406\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u8be5\u6a21\u578b\u57fa\u4e8e Qwen2-Audio-Instruct\uff0c\u901a\u8fc7\u5f15\u5165\u7ed3\u6784\u5316\u7684\u94fe\u5f0f\u601d\u7ef4\uff08Chain-of-Thought, CoT\uff09\u6280\u672f\uff0c\u5b9e\u73b0\u5bf9\u97f3\u9891\u5185\u5bb9\u7684\u590d\u6742\u63a8\u7406\u548c\u591a\u6a21\u6001\u7406\u89e3\u3002\u9879\u76ee\u5305\u542b Audio-Reasoner-7B \u6a21\u578b\u548c\u5373\u5c06\u63a8\u51fa\u7684 CoTA \u6570\u636e\u96c6\uff08\u542b120\u4e07\u9ad8\u8d28\u91cf\u6837\u672c\uff09\uff0c\u5728 MMAU-mini \u548c AIR-Bench-Chat \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5206\u522b\u63d0\u5347 25.42% \u548c 14.57% \u7684\u6027\u80fd\uff0c\u8fbe\u5230\u9886\u5148\u6c34\u5e73\u3002Audio-Reasoner \u652f\u6301\u5904\u7406\u58f0\u97f3\u3001\u97f3\u4e50\u3001\u8bed\u97f3\u7b49\u591a\u79cd\u97f3\u9891\u7c7b\u578b\uff0c\u9002\u7528\u4e8e\u97f3\u9891\u5206\u6790\u3001\u5185\u5bb9\u7406\u89e3\u7b49\u573a\u666f\uff0c\u662f\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u7684\u7406\u60f3\u5de5\u5177\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27856\" title=\"Audio-Reasoner\uff1a\u652f\u6301\u97f3\u9891\u6df1\u5ea6\u63a8\u7406\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b122894eafd7eda.jpg\" alt=\"Audio-Reasoner\uff1a\u652f\u6301\u97f3\u9891\u6df1\u5ea6\u63a8\u7406\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b-1\" width=\"1326\" height=\"743\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b122894eafd7eda.jpg 1326w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b122894eafd7eda-768x430.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b122894eafd7eda-18x10.jpg 18w\" sizes=\"auto, (max-width: 1326px) 100vw, 1326px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u97f3\u9891\u6df1\u5ea6\u63a8\u7406<\/strong>: \u5229\u7528\u7ed3\u6784\u5316\u94fe\u5f0f\u601d\u7ef4\uff0c\u5206\u6790\u97f3\u9891\u5e76\u751f\u6210\u8be6\u7ec6\u7684\u63a8\u7406\u8fc7\u7a0b\u548c\u7ed3\u679c\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u4efb\u52a1\u652f\u6301<\/strong>: \u7ed3\u5408\u97f3\u9891\u4e0e\u6587\u672c\u8f93\u5165\uff0c\u5b8c\u6210\u8de8\u6a21\u6001\u7406\u89e3\u548c\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<li><strong>\u591a\u79cd\u97f3\u9891\u5904\u7406<\/strong>: \u652f\u6301\u58f0\u97f3\u3001\u97f3\u4e50\u3001\u8bed\u97f3\u7b49\u591a\u79cd\u97f3\u9891\u7c7b\u578b\u7684\u8bc6\u522b\u4e0e\u5206\u6790\u3002<\/li>\n<li><strong>\u9ad8\u6027\u80fd\u9884\u8bad\u7ec3\u6a21\u578b<\/strong>: \u63d0\u4f9b Audio-Reasoner-7B \u6a21\u578b\uff0c\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\u3002<\/li>\n<li><strong>CoTA \u6570\u636e\u96c6<\/strong>: \u5305\u542b120\u4e07\u6837\u672c\uff0c\u652f\u6301\u6a21\u578b\u7684\u7ed3\u6784\u5316\u63a8\u7406\u8bad\u7ec3\u548c\u80fd\u529b\u63d0\u5347\u3002<\/li>\n<li><strong>\u63a8\u7406\u4ee3\u7801\u4e0e\u6f14\u793a<\/strong>: \u63d0\u4f9b\u5b8c\u6574\u7684\u63a8\u7406\u4ee3\u7801\u548c\u6f14\u793a\u793a\u4f8b\uff0c\u4fbf\u4e8e\u7528\u6237\u6d4b\u8bd5\u548c\u5f00\u53d1\u3002<\/li>\n<li><strong>\u5f00\u6e90\u8ba1\u5212<\/strong>: \u672a\u6765\u5c06\u5f00\u653e\u6570\u636e\u5408\u6210\u6d41\u7a0b\u548c\u8bad\u7ec3\u4ee3\u7801\uff0c\u4fc3\u8fdb\u793e\u533a\u534f\u4f5c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>Audio-Reasoner \u7684\u5b89\u88c5\u9700\u8981\u914d\u7f6e Python \u73af\u5883\u5e76\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\uff0c\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff0c\u786e\u4fdd\u7528\u6237\u53ef\u4ee5\u987a\u5229\u5b8c\u6210\u642d\u5efa\uff1a<\/p>\n<h4>1. \u514b\u9686 GitHub \u4ed3\u5e93<\/h4>\n<p>\u9996\u5148\u5728\u672c\u5730\u514b\u9686 Audio-Reasoner \u9879\u76ee\u3002\u6253\u5f00\u7ec8\u7aef\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/xzf-thu\/Audio-Reasoner.git\r\ncd Audio-Reasoner\r\n<\/code><\/pre>\n<p>\u8fd9\u4f1a\u5c06\u9879\u76ee\u6587\u4ef6\u4e0b\u8f7d\u5230\u672c\u5730\u5e76\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u3002<\/p>\n<h4>2. \u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/h4>\n<p>\u4e3a\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\uff0c\u5efa\u8bae\u4f7f\u7528 Conda \u521b\u5efa\u72ec\u7acb\u7684 Python \u73af\u5883\uff1a<\/p>\n<pre><code>conda create -n Audio-Reasoner python=3.10\r\nconda activate Audio-Reasoner\r\n<\/code><\/pre>\n<p>\u6b64\u547d\u4ee4\u521b\u5efa\u5e76\u6fc0\u6d3b\u4e00\u4e2a\u57fa\u4e8e Python 3.10 \u7684\u73af\u5883\uff0c\u540d\u4e3a &#8220;Audio-Reasoner&#8221;\u3002<\/p>\n<h4>3. \u5b89\u88c5\u4f9d\u8d56\u5305<\/h4>\n<p>\u9879\u76ee\u63d0\u4f9b\u4e86\u00a0<code>requirements.txt<\/code>\u00a0\u6587\u4ef6\uff0c\u5305\u542b\u5fc5\u8981\u7684\u4f9d\u8d56\u3002\u5b89\u88c5\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<pre><code>pip install -r requirements.txt\r\npip install transformers==4.48.0\r\n<\/code><\/pre>\n<p>\u6ce8\u610f\uff1a<code>transformers<\/code>\u00a0\u9700\u5b89\u88c5 4.48.0 \u7248\u672c\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u6027\u80fd\u7a33\u5b9a\u3002\u5148\u5b89\u88c5\u5176\u4ed6\u4f9d\u8d56\uff0c\u518d\u5355\u72ec\u6307\u5b9a\u00a0<code>transformers<\/code>\u00a0\u7248\u672c\uff0c\u907f\u514d\u51b2\u7a81\u3002<\/p>\n<h4>4. \u4e0b\u8f7d\u6a21\u578b\u6743\u91cd<\/h4>\n<p>Audio-Reasoner-7B \u6a21\u578b\u5df2\u53d1\u5e03\u4e8e HuggingFace\uff0c\u9700\u624b\u52a8\u4e0b\u8f7d\u5e76\u914d\u7f6e\u8def\u5f84\uff1a<\/p>\n<ul>\n<li>\u8bbf\u95ee\u00a0<a href=\"https:\/\/huggingface.co\/zhifeixie\/Audio-Reasoner\/tree\/main\">HuggingFace Audio-Reasoner-7B<\/a>\uff0c\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6\u3002<\/li>\n<li>\u5c06\u4e0b\u8f7d\u7684\u68c0\u67e5\u70b9\u8def\u5f84\u586b\u5165\u4ee3\u7801\u4e2d\u7684\u00a0<code>last_model_checkpoint<\/code>\u00a0\u53d8\u91cf\uff0c\u4f8b\u5982\uff1a<\/li>\n<\/ul>\n<pre><code>last_model_checkpoint = \"\/path\/to\/Audio-Reasoner-7B\"\r\n<\/code><\/pre>\n<h3>\u5982\u4f55\u4f7f\u7528<\/h3>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4ee3\u7801\u8fd0\u884c Audio-Reasoner\uff0c\u5904\u7406\u97f3\u9891\u4efb\u52a1\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u64cd\u4f5c\u6307\u5357\uff1a<\/p>\n<h4>\u5feb\u901f\u5f00\u59cb\uff1a\u8fd0\u884c\u793a\u4f8b\u4ee3\u7801<\/h4>\n<p>\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5feb\u901f\u5165\u95e8\u793a\u4f8b\uff0c\u5e2e\u52a9\u7528\u6237\u6d4b\u8bd5\u6a21\u578b\u529f\u80fd\uff1a<\/p>\n<ol>\n<li><strong>\u51c6\u5907\u97f3\u9891\u6587\u4ef6<\/strong><br \/>\n\u9ed8\u8ba4\u4f7f\u7528\u9879\u76ee\u81ea\u5e26\u7684\u00a0<code>assets\/test.wav<\/code>\u00a0\u6587\u4ef6\uff0c\u4e5f\u53ef\u66ff\u6362\u4e3a\u81ea\u5df1\u7684 WAV \u683c\u5f0f\u97f3\u9891\u3002\u786e\u4fdd\u8def\u5f84\u6b63\u786e\u3002<\/li>\n<li><strong>\u7f16\u8f91\u4ee3\u7801\u4e2d\u7684\u97f3\u9891\u8def\u5f84\u548c\u95ee\u9898<\/strong><br \/>\n\u6253\u5f00\u00a0<code>inference.py<\/code>\u00a0\u6216\u76f4\u63a5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff0c\u8bbe\u7f6e\u97f3\u9891\u8def\u5f84\u548c\u63d0\u95ee\uff1a<\/p>\n<pre><code>audiopath = \"assets\/test.wav\"\r\nprompt = \"\u8fd9\u6bb5\u97f3\u9891\u7684\u8282\u594f\u611f\u548c\u62cd\u5b50\u662f\u600e\u6837\u7684\uff1f\"\r\naudioreasoner_gen(audiopath, prompt)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u7a0b\u5e8f<\/strong><br \/>\n\u5728\u7ec8\u7aef\u4e2d\u6267\u884c\uff1a<\/p>\n<pre><code>conda activate Audio-Reasoner\r\ncd Audio-Reasoner\r\npython inference.py\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u5c06\u8f93\u51fa\u7ed3\u6784\u5316\u7684\u63a8\u7406\u7ed3\u679c\uff0c\u5305\u62ec\u00a0<code>&lt;THINK&gt;<\/code>\uff08\u8ba1\u5212\u3001\u63cf\u8ff0\u3001\u63a8\u7406\u3001\u603b\u7ed3\uff09\u548c\u00a0<code>&lt;RESPONSE&gt;<\/code>\uff08\u6700\u7ec8\u56de\u7b54\uff09\u3002<\/li>\n<\/ol>\n<h4>\u6838\u5fc3\u529f\u80fd\uff1a\u97f3\u9891\u6df1\u5ea6\u63a8\u7406<\/h4>\n<p>Audio-Reasoner \u7684\u6838\u5fc3\u662f\u57fa\u4e8e\u94fe\u5f0f\u601d\u7ef4\u7684\u97f3\u9891\u63a8\u7406\uff0c\u4ee5\u4e0b\u662f\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<ol>\n<li><strong>\u8f93\u5165\u97f3\u9891\u548c\u95ee\u9898<\/strong>\n<ul>\n<li>\u4f7f\u7528\u00a0<code>audioreasoner_gen<\/code>\u00a0\u51fd\u6570\uff0c\u4f20\u5165\u97f3\u9891\u8def\u5f84\u548c\u5177\u4f53\u95ee\u9898\u3002\u4f8b\u5982\uff1a\n<pre><code>audiopath = \"your_audio.wav\"\r\nprompt = \"\u97f3\u9891\u4e2d\u662f\u5426\u6709\u9e1f\u53eb\u58f0\uff1f\"\r\naudioreasoner_gen(audiopath, prompt)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u67e5\u770b\u63a8\u7406\u8f93\u51fa<\/strong><br \/>\n\u6a21\u578b\u4f1a\u8fd4\u56de\u8be6\u7ec6\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f8b\u5982\uff1a<\/p>\n<pre><code>&lt;THINK&gt;\r\n&lt;PLANNING&gt;: \u68c0\u67e5\u97f3\u9891\u4e2d\u7684\u58f0\u97f3\u7279\u5f81\uff0c\u8bc6\u522b\u662f\u5426\u6709\u9e1f\u53eb\u58f0\u3002\r\n&lt;CAPTION&gt;: \u97f3\u9891\u5305\u542b\u81ea\u7136\u73af\u5883\u97f3\uff0c\u53ef\u80fd\u6709\u98ce\u58f0\u548c\u52a8\u7269\u53eb\u58f0\u3002\r\n&lt;REASONING&gt;: \u5206\u6790\u9ad8\u9891\u58f0\u97f3\u7279\u5f81\uff0c\u4e0e\u9e1f\u7c7b\u53eb\u58f0\u6a21\u5f0f\u5339\u914d\u3002\r\n&lt;SUMMARY&gt;: \u97f3\u9891\u4e2d\u53ef\u80fd\u5b58\u5728\u9e1f\u53eb\u58f0\u3002\r\n&lt;\/THINK&gt;\r\n&lt;RESPONSE&gt;: \u662f\u7684\uff0c\u97f3\u9891\u4e2d\u6709\u9e1f\u53eb\u58f0\u3002\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8c03\u6574\u8f93\u51fa\u53c2\u6570\uff08\u53ef\u9009\uff09<\/strong><br \/>\n\u82e5\u9700\u66f4\u957f\u6216\u66f4\u7075\u6d3b\u7684\u56de\u7b54\uff0c\u53ef\u4fee\u6539\u00a0<code>RequestConfig<\/code>\u00a0\u53c2\u6570\uff1a<\/p>\n<pre><code>request_config = RequestConfig(max_tokens=4096, temperature=0.5, stream=True)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h4>\u672c\u5730\u6d4b\u8bd5\u9884\u8bbe\u6837\u672c<\/h4>\n<p>\u9879\u76ee\u5185\u7f6e\u4e86\u6d4b\u8bd5\u97f3\u9891\u548c\u95ee\u9898\uff0c\u65b9\u4fbf\u5feb\u901f\u9a8c\u8bc1\uff1a<\/p>\n<pre><code>conda activate Audio-Reasoner\r\ncd Audio-Reasoner\r\npython inference.py\r\n<\/code><\/pre>\n<p>\u8fd0\u884c\u540e\uff0c\u7ec8\u7aef\u4f1a\u663e\u793a\u5bf9\u00a0<code>assets\/test.wav<\/code>\u00a0\u7684\u5206\u6790\u7ed3\u679c\uff0c\u9002\u5408\u521d\u6b21\u4f53\u9a8c\u3002<\/p>\n<h4>\u7279\u8272\u529f\u80fd\uff1a\u591a\u6a21\u6001\u7406\u89e3<\/h4>\n<p>Audio-Reasoner \u652f\u6301\u97f3\u9891\u4e0e\u6587\u672c\u7684\u8054\u5408\u5206\u6790\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>prompt = \"\u8fd9\u6bb5\u97f3\u4e50\u7684\u60c5\u7eea\u662f\u5426\u4e0e\u2018\u60b2\u4f24\u2019\u63cf\u8ff0\u76f8\u7b26\uff1f\"\r\naudioreasoner_gen(\"sad_music.wav\", prompt)\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u4f1a\u7ed3\u5408\u97f3\u9891\u7279\u5f81\u548c\u6587\u672c\u8bed\u4e49\uff0c\u8f93\u51fa\u63a8\u7406\u7ed3\u679c\u3002<\/p>\n<h4>\u6ce8\u610f\u4e8b\u9879\u4e0e\u5e38\u89c1\u95ee\u9898<\/h4>\n<ul>\n<li><strong>\u97f3\u9891\u683c\u5f0f<\/strong>: \u63a8\u8350\u4f7f\u7528 WAV \u683c\u5f0f\uff0c\u91c7\u6837\u7387 16kHz\uff0c\u5355\u58f0\u9053\u3002<\/li>\n<li><strong>\u8fd0\u884c\u7f13\u6162<\/strong>: \u82e5\u901f\u5ea6\u6162\uff0c\u68c0\u67e5\u662f\u5426\u542f\u7528 GPU\uff08\u9700\u5b89\u88c5 CUDA \u7248 PyTorch\uff09\u3002<\/li>\n<li><strong>\u6a21\u578b\u65e0\u54cd\u5e94<\/strong>: \u786e\u8ba4\u6a21\u578b\u8def\u5f84\u662f\u5426\u6b63\u786e\uff0c\u4f9d\u8d56\u662f\u5426\u5b8c\u6574\u5b89\u88c5\u3002<\/li>\n<li><strong>\u4f9d\u8d56\u51b2\u7a81<\/strong>: \u82e5\u5b89\u88c5\u5931\u8d25\uff0c\u5c1d\u8bd5\u65b0\u5efa\u73af\u5883\u5e76\u4e25\u683c\u6309\u987a\u5e8f\u5b89\u88c5\u4f9d\u8d56\u3002<\/li>\n<\/ul>\n<h3>\u8fdb\u9636\u4f7f\u7528<\/h3>\n<ul>\n<li><strong>\u81ea\u5b9a\u4e49\u63a8\u7406\u903b\u8f91<\/strong>: \u4fee\u6539\u00a0<code>system<\/code>\u00a0\u63d0\u793a\u8bcd\uff0c\u8c03\u6574\u6a21\u578b\u7684\u63a8\u7406\u98ce\u683c\u3002<\/li>\n<li><strong>\u6279\u91cf\u5904\u7406<\/strong>: \u5c06\u00a0<code>max_batch_size<\/code>\u00a0\u8bbe\u4e3a\u66f4\u9ad8\u503c\uff08\u5982 128\uff09\uff0c\u652f\u6301\u591a\u97f3\u9891\u540c\u65f6\u63a8\u7406\u3002<\/li>\n<li><strong>\u7ed3\u5408 CoTA \u6570\u636e\u96c6<\/strong>: \u672a\u6765 CoTA \u6570\u636e\u96c6\u53d1\u5e03\u540e\uff0c\u53ef\u7528\u4e8e\u8fdb\u4e00\u6b65\u8bad\u7ec3\u6216\u5fae\u8c03\u6a21\u578b\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Audio-Reasoner \u662f\u7531\u6e05\u534e\u5927\u5b66\u56e2\u961f\u5f00\u53d1\u5e76\u6258\u7ba1\u4e8e GitHub \u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e13\u6ce8\u4e8e\u6784\u5efa\u652f\u6301\u97f3\u9891\u6df1\u5ea6\u63a8\u7406\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u8be5\u6a21\u578b\u57fa\u4e8e Qwen2-Audio-Instruct\uff0c\u901a\u8fc7\u5f15\u5165\u7ed3\u6784\u5316\u7684\u94fe\u5f0f\u601d\u7ef4\uff08Chain-of-Thought&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61986,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-27855","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27855","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=27855"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27855\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61986"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=27855"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=27855"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=27855"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}