{"id":26722,"date":"2025-02-24T12:34:43","date_gmt":"2025-02-24T04:34:43","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26722"},"modified":"2025-02-24T12:34:43","modified_gmt":"2025-02-24T04:34:43","slug":"tpo-llm-webui","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/tpo-llm-webui\/","title":{"rendered":"TPO-LLM-WebUI\uff1a\u8f93\u5165\u95ee\u9898\u5373\u53ef\u5b9e\u65f6\u8bad\u7ec3\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684AI\u6846\u67b6"},"content":{"rendered":"<p>TPO-LLM-WebUI \u662f\u7531 Airmomo \u5728 GitHub \u4e0a\u5f00\u6e90\u7684\u4e00\u4e2a\u521b\u65b0\u9879\u76ee\uff0c\u901a\u8fc7\u76f4\u89c2\u7684 Web \u754c\u9762\u5b9e\u73b0\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5b9e\u65f6\u4f18\u5316\u3002\u5b83\u91c7\u7528 TPO\uff08Test-Time Prompt Optimization\uff09\u6846\u67b6\uff0c\u5f7b\u5e95\u544a\u522b\u4f20\u7edf\u5fae\u8c03\u7684\u7e41\u7410\u6d41\u7a0b\uff0c\u65e0\u9700\u8bad\u7ec3\u5373\u53ef\u76f4\u63a5\u4f18\u5316\u6a21\u578b\u8f93\u51fa\u3002\u7528\u6237\u8f93\u5165\u95ee\u9898\u540e\uff0c\u7cfb\u7edf\u5229\u7528\u5956\u52b1\u6a21\u578b\u548c\u8fed\u4ee3\u53cd\u9988\uff0c\u8ba9\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8fdb\u5316\uff0c\u8d8a\u7528\u8d8a\u806a\u660e\uff0c\u8f93\u51fa\u8d28\u91cf\u6700\u9ad8\u53ef\u63d0\u534750%\u3002\u65e0\u8bba\u662f\u6280\u672f\u6587\u6863\u6da6\u8272\u8fd8\u662f\u5b89\u5168\u54cd\u5e94\u751f\u6210\uff0c\u8fd9\u4e2a\u8f7b\u91cf\u9ad8\u6548\u7684\u5de5\u5177\u90fd\u80fd\u4e3a\u5f00\u53d1\u8005\u4e0e\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u5f3a\u5927\u652f\u6301\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26725\" title=\"TPO-LLM-WebUI\uff1a\u65e0\u9700\u5fae\u8c03\uff0c\u8f93\u5165\u95ee\u9898\u5373\u53ef\u5b9e\u65f6\u4f18\u5316\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684AI\u6846\u67b6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e52ce79b2e54147.jpg\" alt=\"TPO-LLM-WebUI\uff1a\u65e0\u9700\u5fae\u8c03\uff0c\u8f93\u5165\u95ee\u9898\u5373\u53ef\u5b9e\u65f6\u4f18\u5316\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684AI\u6846\u67b6-1\" width=\"1909\" height=\"1205\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e52ce79b2e54147.jpg 1909w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e52ce79b2e54147-768x485.jpg 768w\" sizes=\"auto, (max-width: 1909px) 100vw, 1909px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26723\" title=\"TPO-LLM-WebUI\uff1a\u65e0\u9700\u5fae\u8c03\uff0c\u8f93\u5165\u95ee\u9898\u5373\u53ef\u5b9e\u65f6\u4f18\u5316\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684AI\u6846\u67b6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0615b5da8f0541e.png\" alt=\"TPO-LLM-WebUI\uff1a\u65e0\u9700\u5fae\u8c03\uff0c\u8f93\u5165\u95ee\u9898\u5373\u53ef\u5b9e\u65f6\u4f18\u5316\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684AI\u6846\u67b6-1\" width=\"1329\" height=\"680\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0615b5da8f0541e.png 1329w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0615b5da8f0541e-768x393.png 768w\" sizes=\"auto, (max-width: 1329px) 100vw, 1329px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u5b9e\u65f6\u8fdb\u5316<\/strong>\uff1a\u901a\u8fc7\u63a8\u7406\u9636\u6bb5\u4f18\u5316\u8f93\u51fa\uff0c\u8d8a\u7528\u8d8a\u7b26\u5408\u7528\u6237\u9700\u6c42\u3002<\/li>\n<li><strong>\u65e0\u9700\u5fae\u8c03<\/strong>\uff1a\u4e0d\u66f4\u65b0\u6a21\u578b\u6743\u91cd\uff0c\u76f4\u63a5\u63d0\u5347\u751f\u6210\u8d28\u91cf\u3002<\/li>\n<li><strong>\u591a\u6a21\u578b\u517c\u5bb9<\/strong>\uff1a\u652f\u6301\u52a0\u8f7d\u4e0d\u540c\u57fa\u7840\u6a21\u578b\u548c\u5956\u52b1\u6a21\u578b\u3002<\/li>\n<li><strong>\u52a8\u6001\u504f\u597d\u5bf9\u9f50<\/strong>\uff1a\u6839\u636e\u5956\u52b1\u53cd\u9988\u8c03\u6574\u8f93\u51fa\uff0c\u8d34\u8fd1\u4eba\u7c7b\u671f\u671b\u3002<\/li>\n<li><strong>\u63a8\u7406\u53ef\u89c6\u5316<\/strong>\uff1a\u5c55\u793a\u4f18\u5316\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u4fbf\u4e8e\u7406\u89e3\u548c\u8c03\u8bd5\u3002<\/li>\n<li><strong>\u8f7b\u91cf\u9ad8\u6548<\/strong>\uff1a\u8ba1\u7b97\u6210\u672c\u4f4e\uff0c\u90e8\u7f72\u7b80\u5355\u3002<\/li>\n<li><strong>\u5f00\u6e90\u7075\u6d3b<\/strong>\uff1a\u63d0\u4f9b\u6e90\u4ee3\u7801\uff0c\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u5f00\u53d1\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>TPO-LLM-WebUI \u7684\u90e8\u7f72\u9700\u8981\u4e00\u4e9b\u57fa\u7840\u73af\u5883\u914d\u7f6e\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h4>1. \u51c6\u5907\u73af\u5883<\/h4>\n<p>\u786e\u4fdd\u4ee5\u4e0b\u5de5\u5177\u5df2\u5b89\u88c5\uff1a<\/p>\n<ul>\n<li><strong>Python 3.10<\/strong>\uff1a\u6838\u5fc3\u8fd0\u884c\u73af\u5883\u3002<\/li>\n<li><strong>Git<\/strong>\uff1a\u7528\u4e8e\u83b7\u53d6\u9879\u76ee\u4ee3\u7801\u3002<\/li>\n<li><strong>GPU\uff08\u63a8\u8350\uff09<\/strong>\uff1aNVIDIA GPU \u53ef\u52a0\u901f\u63a8\u7406\u3002<\/li>\n<\/ul>\n<p><strong>\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a<\/strong><br \/>\n\u4f7f\u7528 Condi\uff1a<\/p>\n<pre><code>conda create -n tpo python=3.10\r\nconda activate tpo\r\n<\/code><\/pre>\n<p>\u6216 Python \u81ea\u5e26\u5de5\u5177\uff1a<\/p>\n<pre><code>python -m venv tpo\r\nsource tpo\/bin\/activate  # Linux\/Mac\r\ntpo\\Scripts\\activate  # Windows\r\n<\/code><\/pre>\n<p><strong>\u4e0b\u8f7d\u5e76\u5b89\u88c5\u4f9d\u8d56\uff1a<\/strong><\/p>\n<pre><code>git clone https:\/\/github.com\/Airmomo\/tpo-llm-webui.git\r\ncd tpo-llm-webui\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<p><strong>\u5b89\u88c5 TextGrad\uff1a<\/strong><br \/>\nTPO \u4f9d\u8d56 TextGrad\uff0c\u9700\u989d\u5916\u5b89\u88c5\uff1a<\/p>\n<pre><code>cd textgrad-main\r\npip install -e .\r\ncd ..\r\n<\/code><\/pre>\n<h4>2. \u914d\u7f6e\u6a21\u578b<\/h4>\n<p>\u9700\u8981\u624b\u52a8\u4e0b\u8f7d\u57fa\u7840\u6a21\u578b\u548c\u5956\u52b1\u6a21\u578b\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u7840\u6a21\u578b<\/strong>\uff1a\u5982\u00a0<code>deepseek-ai\/DeepSeek-R1-Distill-Qwen-32B<\/code>\uff08Hugging Face\uff09\u3002<\/li>\n<li><strong>\u5956\u52b1\u6a21\u578b<\/strong>\uff1a\u5982\u00a0<code>sfairXC\/FsfairX-LLaMA3-RM-v0.1<\/code>\uff08Hugging Face\uff09\u3002<br \/>\n\u5c06\u6a21\u578b\u653e\u5165\u6307\u5b9a\u76ee\u5f55\uff08\u5982\u00a0<code>\/model\/HuggingFace\/<\/code>\uff09\uff0c\u5e76\u5728\u00a0<code>config.yaml<\/code>\u00a0\u4e2d\u8bbe\u7f6e\u8def\u5f84\u3002<\/li>\n<\/ul>\n<h4>3. \u542f\u52a8 vLLM \u670d\u52a1<\/h4>\n<p>\u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/pt\/vllm\/\">vLLM<\/a> \u6258\u7ba1\u57fa\u7840\u6a21\u578b\u3002\u4ee5 2 \u4e2a GPU \u4e3a\u4f8b\uff1a<\/p>\n<pre><code>vllm serve \/model\/HuggingFace\/deepseek-ai\/DeepSeek-R1-Distill-Qwen-14B \r\n--dtype auto \r\n--api-key token-abc123 \r\n--tensor-parallel-size 2 \r\n--max-model-len 59968 \r\n--port 8000\r\n<\/code><\/pre>\n<p>\u670d\u52a1\u8fd0\u884c\u540e\uff0c\u76d1\u542c\u00a0<code>http:\/\/127.0.0.1:8000<\/code>\u3002<\/p>\n<h4>4. \u8fd0\u884c WebUI<\/h4>\n<p>\u5728\u65b0\u7ec8\u7aef\u4e2d\u542f\u52a8 Web \u754c\u9762\uff1a<\/p>\n<pre><code>python gradio_app.py\r\n<\/code><\/pre>\n<p>\u6d4f\u89c8\u5668\u8bbf\u95ee\u00a0<code>http:\/\/127.0.0.1:7860<\/code>\uff0c\u5373\u53ef\u4f7f\u7528\u3002<\/p>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>\u529f\u80fd1\uff1a\u6a21\u578b\u521d\u59cb\u5316<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-26724\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/721835fc2865a81.jpg\" alt=\"\" width=\"1892\" height=\"1004\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/721835fc2865a81.jpg 1892w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/721835fc2865a81-768x408.jpg 768w\" sizes=\"auto, (max-width: 1892px) 100vw, 1892px\" \/><\/p>\n<p>&nbsp;<\/p>\n<ol>\n<li><strong>\u6253\u5f00\u6a21\u578b\u8bbe\u7f6e<\/strong><br \/>\n\u8fdb\u5165 WebUI\uff0c\u70b9\u51fb\u201c\u6a21\u578b\u8bbe\u7f6e\u201d\u3002<\/li>\n<li><strong>\u8fde\u63a5 vLLM<\/strong><br \/>\n\u8f93\u5165\u5730\u5740\uff08\u5982\u00a0<code>http:\/\/127.0.0.1:8000<\/code>\uff09\u548c\u5bc6\u94a5\uff08<code>token-abc123<\/code>\uff09\u3002<\/li>\n<li><strong>\u52a0\u8f7d\u5956\u52b1\u6a21\u578b<\/strong><br \/>\n\u6307\u5b9a\u8def\u5f84\uff08\u5982\u00a0<code>\/model\/HuggingFace\/sfairXC\/FsfairX-LLaMA3-RM-v0.1<\/code>\uff09\uff0c\u70b9\u51fb\u201c\u521d\u59cb\u5316\u201d\uff0c\u7b49\u5f85 1-2 \u5206\u949f\u3002<\/li>\n<li><strong>\u786e\u8ba4\u5c31\u7eea<\/strong><br \/>\n\u754c\u9762\u63d0\u793a\u201c\u6a21\u578b\u5df2\u5c31\u7eea\u201d\u540e\u53ef\u7ee7\u7eed\u3002<\/li>\n<\/ol>\n<h4>\u529f\u80fd2\uff1a\u5b9e\u65f6\u4f18\u5316\u8f93\u51fa<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26725\" title=\"TPO-LLM-WebUI\uff1a\u65e0\u9700\u5fae\u8c03\uff0c\u8f93\u5165\u95ee\u9898\u5373\u53ef\u5b9e\u65f6\u4f18\u5316\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684AI\u6846\u67b6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e52ce79b2e54147.jpg\" alt=\"TPO-LLM-WebUI\uff1a\u65e0\u9700\u5fae\u8c03\uff0c\u8f93\u5165\u95ee\u9898\u5373\u53ef\u5b9e\u65f6\u4f18\u5316\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684AI\u6846\u67b6-1\" width=\"1909\" height=\"1205\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e52ce79b2e54147.jpg 1909w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e52ce79b2e54147-768x485.jpg 768w\" sizes=\"auto, (max-width: 1909px) 100vw, 1909px\" \/><\/p>\n<ol>\n<li><strong>\u5207\u6362\u4f18\u5316\u9875\u9762<\/strong><br \/>\n\u8fdb\u5165\u201c\u4f18\u5316\u8bbe\u7f6e\u201d\u3002<\/li>\n<li><strong>\u8f93\u5165\u95ee\u9898<\/strong><br \/>\n\u8f93\u5165\u5185\u5bb9\uff0c\u5982\u201c\u6da6\u8272\u8fd9\u7bc7\u6280\u672f\u6587\u6863\u201d\u3002<\/li>\n<li><strong>\u8fd0\u884c\u4f18\u5316<\/strong><br \/>\n\u70b9\u51fb\u201c\u5f00\u59cb\u4f18\u5316\u201d\uff0c\u7cfb\u7edf\u751f\u6210\u591a\u4e2a\u5019\u9009\u7ed3\u679c\u5e76\u8fed\u4ee3\u6539\u8fdb\u3002<\/li>\n<li><strong>\u67e5\u770b\u8fdb\u5316\u8fc7\u7a0b<\/strong><br \/>\n\u7ed3\u679c\u9875\u9762\u5c55\u793a\u521d\u59cb\u4e0e\u4f18\u5316\u540e\u7684\u8f93\u51fa\uff0c\u8d28\u91cf\u9010\u6b65\u63d0\u5347\u3002<\/li>\n<\/ol>\n<h4>\u529f\u80fd3\uff1a\u811a\u672c\u6a21\u5f0f\u4f18\u5316<\/h4>\n<p>\u82e5\u4e0d\u4f7f\u7528 WebUI\uff0c\u53ef\u8fd0\u884c\u811a\u672c\uff1a<\/p>\n<pre><code>python run.py \r\n--data_path data\/sample.json \r\n--ip 0.0.0.1 \r\n--port 8000 \r\n--server_model \/model\/HuggingFace\/deepseek-ai\/DeepSeek-R1-Distill-Qwen-14B \r\n--reward_model \/model\/HuggingFace\/sfairXC\/FsfairX-LLaMA3-RM-v0.1 \r\n--tpo_mode tpo \r\n--max_iterations 2 \r\n--sample_size 5\r\n<\/code><\/pre>\n<p>\u4f18\u5316\u7ed3\u679c\u4fdd\u5b58\u81f3\u00a0<code>logs\/<\/code>\u00a0\u6587\u4ef6\u5939\u3002<\/p>\n<h3>\u7279\u8272\u529f\u80fd\u8be6\u7ec6\u8bf4\u660e<\/h3>\n<h4>\u544a\u522b\u5fae\u8c03\uff0c\u5b9e\u65f6\u8fdb\u5316<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u8f93\u5165\u95ee\u9898\uff0c\u7cfb\u7edf\u751f\u6210\u521d\u59cb\u56de\u7b54\u3002<\/li>\n<li>\u5956\u52b1\u6a21\u578b\u8bc4\u4f30\u5e76\u53cd\u9988\uff0c\u6307\u5bfc\u4e0b\u4e00\u6b21\u8fed\u4ee3\u3002<\/li>\n<li>\u591a\u6b21\u8fed\u4ee3\u540e\uff0c\u8f93\u51fa\u9010\u6e10\u201c\u806a\u660e\u201d\uff0c\u8d28\u91cf\u63d0\u5347\u663e\u8457\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u65e0\u9700\u8bad\u7ec3\uff0c\u968f\u65f6\u4f18\u5316\uff0c\u8282\u7701\u65f6\u95f4\u4e0e\u7b97\u529b\u3002<\/li>\n<\/ul>\n<h4>\u8d8a\u7528\u8d8a\u806a\u660e<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a\n<ol>\n<li>\u591a\u6b21\u4f7f\u7528\u540c\u4e00\u6a21\u578b\uff0c\u8f93\u5165\u4e0d\u540c\u95ee\u9898\u3002<\/li>\n<li>\u7cfb\u7edf\u6839\u636e\u6bcf\u6b21\u53cd\u9988\u79ef\u7d2f\u7ecf\u9a8c\uff0c\u8f93\u51fa\u66f4\u8d34\u5408\u9700\u6c42\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u52a8\u6001\u5b66\u4e60\u7528\u6237\u504f\u597d\uff0c\u957f\u671f\u4f7f\u7528\u6548\u679c\u66f4\u4f73\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u786c\u4ef6\u8981\u6c42<\/strong>\uff1a\u63a8\u8350 16GB \u4ee5\u4e0a\u663e\u5b58\uff0c\u591a GPU \u9700\u786e\u4fdd\u8d44\u6e90\u7a7a\u95f2\uff0c\u53ef\u7528\u00a0<code>export CUDA_VISIBLE_DEVICES=2,3<\/code>\u00a0\u6307\u5b9a\u3002<\/li>\n<li><strong>\u95ee\u9898\u89e3\u51b3<\/strong>\uff1a\u663e\u5b58\u6ea2\u51fa\u65f6\uff0c\u964d\u4f4e\u00a0<code>sample_size<\/code>\u00a0\u6216\u68c0\u67e5 GPU \u5360\u7528\u3002<\/li>\n<li><strong>\u793e\u533a\u652f\u6301<\/strong>\uff1a\u53c2\u8003 GitHub README \u6216 Issues \u83b7\u53d6\u5e2e\u52a9\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>TPO-LLM-WebUI \u662f\u7531 Airmomo \u5728 GitHub \u4e0a\u5f00\u6e90\u7684\u4e00\u4e2a\u521b\u65b0\u9879\u76ee\uff0c\u901a\u8fc7\u76f4\u89c2\u7684 Web \u754c\u9762\u5b9e\u73b0\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5b9e\u65f6\u4f18\u5316\u3002\u5b83\u91c7\u7528 TPO\uff08Test-Time Prompt Optimization\uff09\u6846\u67b6\uff0c\u5f7b\u5e95\u544a\u522b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61909,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,365],"class_list":["post-26722","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-damoxingweidiao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/26722","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=26722"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/26722\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61909"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=26722"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=26722"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=26722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}