{"id":28921,"date":"2025-03-18T02:30:41","date_gmt":"2025-03-17T18:30:41","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28921"},"modified":"2025-03-18T02:33:20","modified_gmt":"2025-03-17T18:33:20","slug":"langfuse","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/langfuse\/","title":{"rendered":"Langfuse\uff1a\u5f00\u6e90\u7684 LLM \u5e94\u7528\u89c2\u6d4b\u4e0e\u8c03\u8bd5\u5e73\u53f0"},"content":{"rendered":"<p>Langfuse \u662f\u4e00\u4e2a\u5f00\u6e90\u7684 LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u5de5\u7a0b\u5e73\u53f0\u3002\u5b83\u5e2e\u52a9\u5f00\u53d1\u8005\u8ffd\u8e2a\u3001\u8c03\u8bd5\u548c\u4f18\u5316 LLM \u5e94\u7528\uff0c\u63d0\u4f9b\u89c2\u6d4b\u8c03\u7528\u3001\u7ba1\u7406\u63d0\u793a\u8bcd\u3001\u8fd0\u884c\u5b9e\u9a8c\u548c\u8bc4\u4f30\u7ed3\u679c\u7684\u5de5\u5177\u3002\u5e73\u53f0\u7531 Langfuse \u56e2\u961f\u5f00\u53d1\uff0c\u652f\u6301 LangChain\u3001OpenAI \u7b49\u6846\u67b6\uff0c\u91c7\u7528 MIT \u8bb8\u53ef\u8bc1\uff0c\u793e\u533a\u6d3b\u8dc3\u3002\u5b83\u53ef\u4ee5\u5feb\u901f\u81ea\u6258\u7ba1\u5230\u672c\u5730\u6216\u4e91\u7aef\uff0c\u9002\u5408\u56e2\u961f\u534f\u4f5c\u5f00\u53d1\u53ef\u9760\u7684 AI \u5e94\u7528\u3002Langfuse \u63d0\u4f9b\u4e91\u670d\u52a1\uff08\u6709\u514d\u8d39\u5957\u9910\uff09\u548c\u81ea\u6258\u7ba1\u9009\u9879\uff0c\u90e8\u7f72\u7b80\u5355\uff0c\u7ecf\u8fc7\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002<\/p>\n<blockquote><p>\u5bf9 Agents \u548c <a href=\"https:\/\/www.kdjingpai.com\/pt\/rag\/\">RAG<\/a> \u8fd0\u884c\u8fc7\u7a0b\u53ef\u89c6\u5316\u89c2\u6d4b\uff0c\u548c LangSmith \u7c7b\u4f3c\u3002<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28924\" title=\"Langfuse\uff1a\u5f00\u6e90\u7684 LLM \u5e94\u7528\u89c2\u6d4b\u4e0e\u8c03\u8bd5\u5e73\u53f0-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3e8dcc87680eb18.png\" alt=\"Langfuse\uff1a\u5f00\u6e90\u7684 LLM \u5e94\u7528\u89c2\u6d4b\u4e0e\u8c03\u8bd5\u5e73\u53f0-1\" width=\"1915\" height=\"761\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3e8dcc87680eb18.png 1915w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3e8dcc87680eb18-768x305.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3e8dcc87680eb18-1536x610.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3e8dcc87680eb18-18x7.png 18w\" sizes=\"auto, (max-width: 1915px) 100vw, 1915px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u5e94\u7528\u89c2\u6d4b<\/strong>: \u8ffd\u8e2a LLM \u5e94\u7528\u7684\u6bcf\u6b21\u8c03\u7528\uff0c\u8bb0\u5f55\u8f93\u5165\u8f93\u51fa\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u3002<\/li>\n<li><strong>\u63d0\u793a\u7ba1\u7406<\/strong>: \u96c6\u4e2d\u5b58\u50a8\u63d0\u793a\u8bcd\uff0c\u652f\u6301\u7248\u672c\u63a7\u5236\u548c\u56e2\u961f\u534f\u4f5c\u8c03\u6574\u3002<\/li>\n<li><strong>\u6570\u636e\u96c6\u7ba1\u7406<\/strong>: \u521b\u5efa\u6d4b\u8bd5\u6570\u636e\u96c6\uff0c\u8fd0\u884c\u5b9e\u9a8c\u5bf9\u6bd4\u6a21\u578b\u6216\u63d0\u793a\u6548\u679c\u3002<\/li>\n<li><strong>\u8bc4\u4f30\u5de5\u5177<\/strong>: \u652f\u6301\u7528\u6237\u53cd\u9988\u3001\u624b\u52a8\u6807\u6ce8\u548c\u81ea\u52a8\u5316\u8bc4\u4f30\uff0c\u68c0\u67e5\u8f93\u51fa\u8d28\u91cf\u3002<\/li>\n<li><strong>\u8c03\u8bd5\u652f\u6301<\/strong>: \u67e5\u770b\u8be6\u7ec6\u65e5\u5fd7\u548c\u7528\u6237\u4f1a\u8bdd\uff0c\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u3002<\/li>\n<li><strong>\u5b9e\u9a8c playground<\/strong>: \u6d4b\u8bd5\u63d0\u793a\u8bcd\u548c\u6a21\u578b\u914d\u7f6e\uff0c\u52a0\u901f\u5f00\u53d1\u8fed\u4ee3\u3002<\/li>\n<li><strong>\u591a\u6846\u67b6\u652f\u6301<\/strong>: \u517c\u5bb9 LangChain\u3001OpenAI SDK\u3001LiteLLM \u7b49\u3002<\/li>\n<li><strong>API \u96c6\u6210<\/strong>: \u63d0\u4f9b\u5168\u9762 API\uff0c\u5b9a\u5236 LLMOps \u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u4e0e\u90e8\u7f72<\/h3>\n<h4>\u4e91\u670d\u52a1<\/h4>\n<ol>\n<li><strong>\u6ce8\u518c\u8d26\u53f7<\/strong>: \u8bbf\u95ee\u00a0<a href=\"https:\/\/cloud.langfuse.com\/auth\/sign-up\">Langfuse \u4e91\u7aef<\/a>\uff0c\u70b9\u51fb\u201cSign Up\u201d\u6ce8\u518c\u3002<\/li>\n<li><strong>\u521b\u5efa\u9879\u76ee<\/strong>: \u767b\u5f55\u540e\uff0c\u70b9\u51fb\u201cNew Project\u201d\uff0c\u8f93\u5165\u9879\u76ee\u540d\u79f0\u3002<\/li>\n<li><strong>\u83b7\u53d6\u5bc6\u94a5<\/strong>: \u5728\u9879\u76ee\u8bbe\u7f6e\u4e2d\u751f\u6210\u00a0<code>PUBLIC_KEY<\/code>\u00a0\u548c\u00a0<code>SECRET_KEY<\/code>\u3002<\/li>\n<li><strong>\u5f00\u59cb\u4f7f\u7528<\/strong>: \u65e0\u9700\u5b89\u88c5\uff0c\u76f4\u63a5\u901a\u8fc7 SDK \u8fde\u63a5\u4e91\u670d\u52a1\u3002<\/li>\n<\/ol>\n<h4>\u672c\u5730\u90e8\u7f72\uff08Docker Compose\uff09<\/h4>\n<ol>\n<li><strong>\u51c6\u5907\u73af\u5883<\/strong>: \u786e\u4fdd\u5df2\u5b89\u88c5 Docker \u548c Docker Compose\uff0c\u53ef\u4ece\u00a0Docker \u5b98\u7f51\u00a0\u4e0b\u8f7d\u3002<\/li>\n<li><strong>\u514b\u9686\u4ee3\u7801<\/strong>: \u5728\u7ec8\u7aef\u8fd0\u884c\u00a0<code>git clone https:\/\/github.com\/langfuse\/langfuse.git<\/code>\uff0c\u7136\u540e\u8fdb\u5165\u76ee\u5f55\u00a0<code>cd langfuse<\/code>\u3002<\/li>\n<li><strong>\u542f\u52a8\u670d\u52a1<\/strong>: \u8f93\u5165\u00a0<code>docker compose up<\/code>\uff0c\u7b49\u5f85\u542f\u52a8\u5b8c\u6210\uff0c\u9ed8\u8ba4\u5730\u5740\u4e3a\u00a0<code>http:\/\/localhost:3000<\/code>\u3002<\/li>\n<li><strong>\u9a8c\u8bc1<\/strong>: \u6d4f\u89c8\u5668\u8bbf\u95ee\u00a0<code>http:\/\/localhost:3000<\/code>\uff0c\u770b\u5230\u767b\u5f55\u9875\u9762\u5373\u6210\u529f\u3002<\/li>\n<li><strong>\u914d\u7f6e\u5bc6\u94a5<\/strong>: \u6ce8\u518c\u540e\u5728 UI \u4e2d\u751f\u6210\u5bc6\u94a5\uff0c\u7528\u4e8e SDK\u3002<\/li>\n<\/ol>\n<h4>Kubernetes \u90e8\u7f72\uff08\u751f\u4ea7\u63a8\u8350\uff09<\/h4>\n<ol>\n<li><strong>\u51c6\u5907\u96c6\u7fa4<\/strong>: \u4f7f\u7528 Minikube\uff08\u672c\u5730\u6d4b\u8bd5\uff09\u6216\u4e91\u670d\u52a1\uff08\u5982 AWS\uff09\u521b\u5efa Kubernetes \u96c6\u7fa4\u3002<\/li>\n<li><strong>\u6dfb\u52a0 Helm<\/strong>: \u8fd0\u884c\u00a0<code>helm repo add langfuse https:\/\/langfuse.github.io\/langfuse-k8s<\/code>\u00a0\u548c\u00a0<code>helm repo update<\/code>\u3002<\/li>\n<li><strong>\u914d\u7f6e<\/strong>: \u521b\u5efa\u00a0<code>values.yaml<\/code>\uff0c\u586b\u5165\u6570\u636e\u5e93\u548c\u5bc6\u94a5\u4fe1\u606f\uff08\u53c2\u8003\u00a0<a href=\"https:\/\/langfuse.com\/self-hosting\/kubernetes-helm\">\u5b98\u65b9\u6587\u6863<\/a>\uff09\u3002<\/li>\n<li><strong>\u90e8\u7f72<\/strong>: \u8f93\u5165\u00a0<code>helm install langfuse langfuse\/langfuse -f values.yaml<\/code>\uff0c\u7b49\u5f85\u5b8c\u6210\u3002<\/li>\n<li><strong>\u8bbf\u95ee<\/strong>: \u6839\u636e Ingress \u914d\u7f6e\u8bbf\u95ee\u670d\u52a1\u5730\u5740\u3002<\/li>\n<\/ol>\n<h4>\u865a\u62df\u673a\u90e8\u7f72<\/h4>\n<ul>\n<li>\u5728\u5355\u53f0\u865a\u62df\u673a\u4e0a\u8fd0\u884c\u00a0<code>docker compose up<\/code>\uff0c\u9002\u5408\u5c0f\u578b\u751f\u4ea7\u73af\u5883\uff0c\u5177\u4f53\u6b65\u9aa4\u540c\u672c\u5730\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u5e94\u7528\u89c2\u6d4b<\/h4>\n<ol>\n<li><strong>\u5b89\u88c5 SDK<\/strong>: Python \u9879\u76ee\u8fd0\u884c\u00a0<code>pip install langfuse<\/code>\uff0cJS\/TS \u9879\u76ee\u8fd0\u884c\u00a0<code>npm install langfuse<\/code>\u3002<\/li>\n<li><strong>\u521d\u59cb\u5316<\/strong>: \u5728\u4ee3\u7801\u4e2d\u914d\u7f6e\u5bc6\u94a5\u548c\u4e3b\u673a\uff1a\n<pre><code>from langfuse import Langfuse\r\nlangfuse = Langfuse(public_key=\"pk-lf-xxx\", secret_key=\"sk-lf-xxx\", host=\"http:\/\/localhost:3000\")<\/code><\/pre>\n<\/li>\n<\/ol>\n<ol start=\"3\">\n<li><strong>\u8bb0\u5f55\u8c03\u7528<\/strong>: \u4f7f\u7528\u88c5\u9970\u5668\u6216\u624b\u52a8\u8ffd\u8e2a\uff1a\n<pre><code>from langfuse.decorators import observe\r\n@observe()\r\ndef chat(input):\r\nreturn openai.chat.completions.create(model=\"gpt-3.5-turbo\", messages=[{\"role\": \"user\", \"content\": input}])\r\nchat(\"\u4f60\u597d\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u67e5\u770b<\/strong>: \u5728 UI \u7684 \u201cTraces\u201d \u9875\u9762\uff0c\u68c0\u67e5\u8c03\u7528\u8be6\u60c5\u3002<\/li>\n<\/ol>\n<h4>\u63d0\u793a\u7ba1\u7406<\/h4>\n<ol>\n<li><strong>\u65b0\u5efa\u63d0\u793a<\/strong>: \u5728 UI \u7684 \u201cPrompts\u201d \u9875\u9762\uff0c\u70b9\u51fb \u201cNew Prompt\u201d\uff0c\u8f93\u5165\u540d\u79f0\u548c\u5185\u5bb9\uff0c\u4f8b\u5982\uff1a\n<pre><code>System: \u4f60\u662f\u4e00\u4e2a\u52a9\u624b\uff0c\u76f4\u63a5\u56de\u7b54\u95ee\u9898\u3002\r\nUser: {{question}}\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4f7f\u7528\u63d0\u793a<\/strong>: \u4ee3\u7801\u4e2d\u8c03\u7528\u00a0<code>langfuse.get_prompt(\"prompt-name\")<\/code>\u3002<\/li>\n<li><strong>\u7248\u672c\u7ba1\u7406<\/strong>: \u4fee\u6539\u63d0\u793a\u540e\u81ea\u52a8\u4fdd\u5b58\u7248\u672c\uff0c\u53ef\u56de\u6eda\u3002<\/li>\n<\/ol>\n<h4>\u6570\u636e\u96c6\u4e0e\u5b9e\u9a8c<\/h4>\n<ol>\n<li><strong>\u521b\u5efa\u6570\u636e\u96c6<\/strong>: \u5728 UI \u7684 \u201cDatasets\u201d \u9875\u9762\uff0c\u70b9\u51fb \u201cCreate Dataset\u201d\uff0c\u547d\u540d\u5982 \u201cqa-test\u201d\u3002<\/li>\n<li><strong>\u6dfb\u52a0\u6570\u636e<\/strong>: \u8f93\u5165\u6216\u4e0a\u4f20 CSV\uff0c\u4f8b\u5982\uff1a\n<pre><code>Input: \"1+1\u7b49\u4e8e\u51e0\uff1f\" Expected: \"2\"\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u5b9e\u9a8c<\/strong>: \u5728\u4ee3\u7801\u4e2d\u6d4b\u8bd5\uff1a\n<pre><code>dataset = langfuse.get_dataset(\"qa-test\")\r\nfor item in dataset.items:\r\nresult = chat(item.input)\r\nitem.link(langfuse.trace({\"output\": result}), \"test-1\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5206\u6790<\/strong>: \u5728 UI \u67e5\u770b\u5b9e\u9a8c\u7ed3\u679c\u3002<\/li>\n<\/ol>\n<h4>Playground<\/h4>\n<ol>\n<li><strong>\u8fdb\u5165<\/strong>: \u5728 UI \u70b9\u51fb \u201cPlayground\u201d\uff0c\u8f93\u5165\u63d0\u793a\u8bcd\u548c\u6a21\u578b\u53c2\u6570\u3002<\/li>\n<li><strong>\u6d4b\u8bd5<\/strong>: \u70b9\u51fb\u8fd0\u884c\uff0c\u67e5\u770b\u8f93\u51fa\uff0c\u8c03\u6574\u53c2\u6570\u540e\u4fdd\u5b58\u3002<\/li>\n<li><strong>\u8df3\u8f6c<\/strong>: \u4ece \u201cTraces\u201d \u7684\u9519\u8bef\u7ed3\u679c\u76f4\u63a5\u8fdb\u5165 <a href=\"https:\/\/www.kdjingpai.com\/pt\/playground\/\">Playground<\/a> \u4fee\u6539\u3002<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u8c03\u8bd5\u65e5\u5fd7<\/h4>\n<ul>\n<li>\u5728 \u201cTraces\u201d \u9875\u9762\uff0c\u70b9\u51fb\u67d0\u6b21\u8c03\u7528\uff0c\u67e5\u770b\u8f93\u5165\u8f93\u51fa\u548c\u4e0a\u4e0b\u6587\u3002<\/li>\n<li>\u5728 \u201cSessions\u201d \u67e5\u770b\u7528\u6237\u4f1a\u8bdd\uff0c\u5206\u6790\u591a\u8f6e\u5bf9\u8bdd\u3002<\/li>\n<\/ul>\n<h4>\u8bc4\u4f30\u8f93\u51fa<\/h4>\n<ul>\n<li><strong>\u624b\u52a8<\/strong>: \u5728 \u201cScores\u201d \u9875\u9762\u4e3a\u8f93\u51fa\u8bc4\u5206\uff080-1\uff09\u3002<\/li>\n<li><strong>\u81ea\u52a8<\/strong>: \u901a\u8fc7 API \u6dfb\u52a0\u8bc4\u4f30\uff1a\n<pre><code>langfuse.score(trace_id=\"xxx\", name=\"accuracy\", value=0.95)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>API \u4f7f\u7528<\/h4>\n<ul>\n<li>\u4f7f\u7528 OpenAPI \u89c4\u8303\u6216 SDK\uff08\u5982 Python\/JS\uff09\u8c03\u7528\uff0c\u4f8b\u5982\u521b\u5efa\u8ffd\u8e2a\uff1a\n<pre><code>curl -X POST \"http:\/\/localhost:3000\/api\/traces\" -H \"Authorization: Bearer sk-lf-xxx\" -d '{\"id\": \"trace-1\", \"name\": \"test\"}'\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>RAG\u6d41\u7a0b\u53ef\u89c6\u5316\u8ffd\u8e2a<\/strong>\n<ul>\n<li>\u4ece\u5173\u952e\u8bcd\u53ec\u56de\u3001\u5411\u91cf\u53ec\u56de\u3001\u53ec\u56de\u878d\u5408\u3001\u91cd\u6392\u3001\u56de\u7b54\u6574\u4f53\u6d41\u7a0b\u7684\u53ef\u89c6\u5316\u8ffd\u8e2a<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5f00\u53d1\u667a\u80fd\u5ba2\u670d<\/strong>\n<ul>\n<li>\u56e2\u961f\u7528 Langfuse \u8ffd\u8e2a\u5bf9\u8bdd\uff0c\u4f18\u5316\u56de\u7b54\u8d28\u91cf\uff0c\u63d0\u5347\u5ba2\u6237\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6a21\u578b\u6027\u80fd\u5bf9\u6bd4<\/strong>\n<ul>\n<li>\u5f00\u53d1\u8005\u521b\u5efa\u6570\u636e\u96c6\uff0c\u6d4b\u8bd5\u591a\u4e2a LLM \u5728\u95ee\u7b54\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f01\u4e1a\u5185\u90e8\u90e8\u7f72<\/strong>\n<ul>\n<li>\u516c\u53f8\u81ea\u6258\u7ba1 Langfuse\uff0c\u4fdd\u62a4\u654f\u611f\u6570\u636e\uff0c\u8c03\u8bd5\u5185\u90e8 AI \u5e94\u7528\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>\u652f\u6301\u54ea\u4e9b\u8bed\u8a00\u548c\u6846\u67b6\uff1f<\/strong>\n<ul>\n<li>\u652f\u6301 Python \u548c JS\/TS\uff0c\u517c\u5bb9 LangChain\u3001OpenAI\u3001LlamaIndex \u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u81ea\u6258\u7ba1\u7684\u6700\u4f4e\u914d\u7f6e\u662f\u4ec0\u4e48\uff1f<\/strong>\n<ul>\n<li>\u5c0f\u578b\u9879\u76ee\u7528 2 \u6838 CPU \u548c 4GB \u5185\u5b58\uff0c\u5927\u578b\u5efa\u8bae 8 \u6838 16GB\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5982\u4f55\u7981\u7528\u9065\u6d4b\uff1f<\/strong>\n<ul>\n<li>\u5728\u73af\u5883\u53d8\u91cf\u4e2d\u8bbe\u7f6e\u00a0<code>TELEMETRY_ENABLED=false<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Langfuse \u662f\u4e00\u4e2a\u5f00\u6e90\u7684 LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u5de5\u7a0b\u5e73\u53f0\u3002\u5b83\u5e2e\u52a9\u5f00\u53d1\u8005\u8ffd\u8e2a\u3001\u8c03\u8bd5\u548c\u4f18\u5316 LLM \u5e94\u7528\uff0c\u63d0\u4f9b\u89c2\u6d4b\u8c03\u7528\u3001\u7ba1\u7406\u63d0\u793a\u8bcd\u3001\u8fd0\u884c\u5b9e\u9a8c\u548c\u8bc4\u4f30\u7ed3\u679c\u7684\u5de5\u5177\u3002\u5e73\u53f0\u7531 Langfuse \u56e2\u961f\u5f00\u53d1\uff0c\u652f\u6301 LangChain\u3001OpenAI \u7b49\u6846\u67b6&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62062,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-28921","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/28921","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=28921"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/28921\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/62062"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=28921"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=28921"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=28921"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}