{"id":7461,"date":"2024-10-22T01:42:33","date_gmt":"2024-10-21T17:42:33","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=7461"},"modified":"2024-10-22T01:42:33","modified_gmt":"2024-10-21T17:42:33","slug":"5-tianxuexi-rag-deai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/5-tianxuexi-rag-deai\/","title":{"rendered":"5 \u5929\u5b66\u4e60 RAG \u7684\u8def\u7ebf\u89c4\u5212\u56fe"},"content":{"rendered":"<p><a href=\"https:\/\/www.kdjingpai.com\/pt\/rag\/\">RAG<\/a>\u00a0\u662f <a href=\"https:\/\/www.kdjingpai.com\/pt\/retrieval\/\">Retrieval<\/a> Augmented Generation\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7684\u7f29\u5199\u3002\u8ba9\u6211\u4eec\u5206\u89e3\u8fd9\u4e2a\u672f\u8bed\uff0c\u4ee5\u4fbf\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u4ec0\u4e48\u662f RAG\uff1a<\/p>\n<p><strong>R -&gt; \u68c0\u7d22<\/strong><\/p>\n<p><strong>A -&gt; \u589e\u5f3a<\/strong><\/p>\n<p><strong>G -&gt; \u751f\u6210<\/strong><\/p>\n<p>\u57fa\u672c\u4e0a\uff0c\u6211\u4eec\u73b0\u5728\u4f7f\u7528\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e76\u4e0d\u662f\u5b9e\u65f6\u66f4\u65b0\u7684\u3002\u5982\u679c\u6211\u5411\u4e00\u4e2a LLM\uff08\u4f8b\u5982 ChatGPT\uff09\u63d0\u95ee\uff0c\u5b83\u53ef\u80fd\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff08hallucination\uff09\u5e76\u7ed9\u51fa\u9519\u8bef\u7684\u7b54\u6848\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u79cd\u60c5\u51b5\uff0c\u6211\u4eec\u7528\u66f4\u591a\u7684\u6570\u636e\uff08\u4ec5\u9650\u90e8\u5206\u4eba\u8bbf\u95ee\u7684\u6570\u636e\uff0c\u800c\u975e\u5168\u7403\u516c\u5f00\u7684\u6570\u636e\uff09\u8bad\u7ec3 LLM\u3002\u7136\u540e\u6211\u4eec\u5411\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u7684 LLM \u63d0\u95ee\uff0c\u8fd9\u6837\u5b83\u5c31\u80fd\u63d0\u4f9b\u76f8\u5173\u7684\u4fe1\u606f\u3002\u5982\u679c\u6211\u4eec\u4e0d\u4f7f\u7528 RAG\uff0c\u53ef\u80fd\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u60c5\u51b5\uff1a<\/p>\n<ul>\n<li>\u589e\u52a0\u5e7b\u89c9\u7684\u53ef\u80fd\u6027<\/li>\n<li>LLM \u8fc7\u65f6<\/li>\n<li>\u51c6\u786e\u6027\u548c\u4e8b\u5b9e\u6027\u964d\u4f4e<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u53c2\u8003\u4e0b\u9762\u63d0\u5230\u7684\u56fe\u8868\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7462\" title=\"5 \u5929\u5b66\u4e60 RAG \u7684\u8def\u7ebf\u89c4\u5212\u56fe-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/92aae5151d865e1.webp\" alt=\"5 \u5929\u5b66\u4e60 RAG \u7684\u8def\u7ebf\u89c4\u5212\u56fe-1\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/92aae5151d865e1.webp 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/92aae5151d865e1-300x169.webp 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/92aae5151d865e1-1024x576.webp 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/92aae5151d865e1-768x432.webp 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/92aae5151d865e1-1536x864.webp 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>RAG \u662f\u4e00\u4e2a\u6df7\u5408\u7cfb\u7edf\uff0c\u5b83\u7ed3\u5408\u4e86\u57fa\u4e8e\u68c0\u7d22\u7684\u7cfb\u7edf\u4e0e LLM \u7684\u4f18\u52bf\uff0c\u4ee5\u751f\u6210\u66f4\u51c6\u786e\u3001\u76f8\u5173\u4e14\u4fe1\u606f\u4e30\u5bcc\u7684\u51b3\u7b56\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5229\u7528\u5916\u90e8\u77e5\u8bc6\u6e90\uff0c\u589e\u5f3a\u6a21\u578b\u63d0\u4f9b\u6700\u65b0\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u80fd\u529b\u3002\u5728\u4e0a\u9762\u7684\u56fe\u8868\u4e2d\uff1a<\/p>\n<ul>\n<li>\u7b2c\u4e00\u6b65\uff0c\u7528\u6237\u5411\u00a0LLM\u00a0\u63d0\u51fa\u67e5\u8be2\u3002<\/li>\n<li>\u67e5\u8be2\u7136\u540e\u88ab\u53d1\u9001\u5230<\/li>\n<li>\u7136\u540e<\/li>\n<li>\u68c0\u7d22\u5230\u7684\u6587\u6863\u4e0e\u539f\u59cb\u67e5\u8be2\u4e00\u8d77\u53d1\u9001\u5230\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002<\/li>\n<li>\u751f\u6210\u5668\u540c\u65f6\u5904\u7406\u67e5\u8be2\u548c\u76f8\u5173\u6587\u6863\uff0c\u751f\u6210\u4e00\u4e2a\u54cd\u5e94\uff0c\u7136\u540e\u5c06\u5176\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/li>\n<\/ul>\n<p>\u73b0\u5728\u6211\u77e5\u9053\u4f60\u5b8c\u5168\u6709\u5174\u8da3\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7\u5b66\u4e60 RAG\u3002\u90a3\u4e48\uff0c\u8ba9\u6211\u544a\u8bc9\u4f60\u4e00\u4e2a\u5b8c\u7f8e\u7684\u8def\u7ebf\u56fe\uff0c\u53ea\u9700 5 \u5929\u5c31\u80fd\u5b66\u4f1a RAG \u7cfb\u7edf\u3002\u662f\u7684\uff0c\u4f60\u6ca1\u542c\u9519\uff0c\u53ea\u9700 5 \u5929\u4f60\u5c31\u80fd\u638c\u63e1 RAG \u7cfb\u7edf\u3002\u8ba9\u6211\u4eec\u76f4\u63a5\u8fdb\u5165\u5b66\u4e60\u8def\u7ebf\u56fe\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7463\" title=\"5 \u5929\u5b66\u4e60 RAG \u7684\u8def\u7ebf\u89c4\u5212\u56fe-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/2da325ddd789306.webp\" alt=\"5 \u5929\u5b66\u4e60 RAG \u7684\u8def\u7ebf\u89c4\u5212\u56fe-2\" width=\"1200\" height=\"1500\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/2da325ddd789306.webp 1200w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/2da325ddd789306-240x300.webp 240w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/2da325ddd789306-819x1024.webp 819w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/2da325ddd789306-768x960.webp 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_13\">\u7b2c 1 \u5929: \u4e3a RAG \u6253\u4e0b\u57fa\u7840<\/h2>\n<p>\u7b2c 1 \u5929\u7684\u6838\u5fc3\u76ee\u6807\u662f\u4ece\u6574\u4f53\u4e0a\u7406\u89e3 RAG\uff0c\u5e76\u63a2\u7d22 RAG \u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002\u4ee5\u4e0b\u662f\u7b2c 1 \u5929\u7684\u4e3b\u9898\u7ec6\u5206\uff1a<\/p>\n<p><strong>RAG \u6982\u8ff0:<\/strong><\/p>\n<ul>\n<li>\u8ba4\u8bc6 RAG \u7684\u529f\u80fd\u3001\u91cd\u8981\u6027\u53ca\u5176\u5728\u73b0\u4ee3 NLP \u4e2d\u7684\u5730\u4f4d\u3002<\/li>\n<li>\u4e3b\u8981\u89c2\u70b9\u662f\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08retrieval-augmented generation\uff09\u901a\u8fc7\u5f15\u5165\u5916\u90e8\u4fe1\u606f\u6765\u63d0\u5347\u751f\u6210\u6a21\u578b\u7684\u6548\u679c\u3002<\/li>\n<\/ul>\n<p><strong>\u5173\u952e\u7ec4\u6210\u90e8\u5206:<\/strong><\/p>\n<ul>\n<li>\u5206\u522b\u5b66\u4e60\u68c0\u7d22\u548c\u751f\u6210\u3002<\/li>\n<li>\u4e86\u89e3\u68c0\u7d22\uff08\u4f8b\u5982\uff1a\u5bc6\u96c6\u6bb5\u843d\u68c0\u7d22\uff08DPR\uff09\u3001BM25\uff09\u548c\u751f\u6210\uff08\u4f8b\u5982\uff1aGPT\u3001BART\u3001T5\uff09\u7684\u67b6\u6784\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 id=\"_19\">\u7b2c 2 \u5929: \u6784\u5efa\u81ea\u5df1\u7684\u68c0\u7d22\u7cfb\u7edf<\/h2>\n<p>\u7b2c 2 \u5929\u7684\u6838\u5fc3\u76ee\u6807\u662f\u6210\u529f\u5b9e\u73b0\u4e00\u4e2a\u68c0\u7d22\u7cfb\u7edf\uff08\u5373\u4f7f\u662f\u4e00\u4e2a\u57fa\u7840\u7684\u7cfb\u7edf\uff09\u3002\u4ee5\u4e0b\u662f\u7b2c 2 \u5929\u7684\u4e3b\u9898\u7ec6\u5206\uff1a<\/p>\n<p><strong>\u6df1\u5165\u63a2\u8ba8\u68c0\u7d22\u6a21\u578b:<\/strong><\/p>\n<ul>\n<li>\u5b66\u4e60\u5bc6\u96c6\u68c0\u7d22\u4e0e\u7a00\u758f\u68c0\u7d22\u7684\u533a\u522b\uff1a<\/li>\n<li>\u5bc6\u96c6\u68c0\u7d22: DPR, ColBERT\u3002<\/li>\n<li>\u7a00\u758f\u68c0\u7d22: <a href=\"https:\/\/www.kdjingpai.com\/pt\/bm25\/\">BM25<\/a>, TF-IDF\u3002<\/li>\n<li>\u63a2\u7d22\u6bcf\u79cd\u65b9\u6cd5\u7684\u4f18\u7f3a\u70b9\u3002<\/li>\n<\/ul>\n<p><strong>\u68c0\u7d22\u7684\u5b9e\u73b0:<\/strong><\/p>\n<ul>\n<li>\u4f7f\u7528\u5982 elasticsearch\uff08\u7528\u4e8e\u7a00\u758f\u68c0\u7d22\uff09\u6216 faiss\uff08\u7528\u4e8e\u5bc6\u96c6\u68c0\u7d22\uff09\u7684\u5e93\uff0c\u5b8c\u6210\u57fa\u672c\u7684\u68c0\u7d22\u4efb\u52a1\u3002<\/li>\n<li>\u901a\u8fc7 Hugging Face \u7684 DPR \u6559\u7a0b\uff0c\u7406\u89e3\u5982\u4f55\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u6587\u6863\u3002<\/li>\n<\/ul>\n<p><strong>\u77e5\u8bc6\u6570\u636e\u5e93:<\/strong><\/p>\n<ul>\n<li>\u4e86\u89e3\u77e5\u8bc6\u5e93\u7684\u7ed3\u6784\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u4e3a\u68c0\u7d22\u4efb\u52a1\u51c6\u5907\u6570\u636e\uff0c\u5982\u9884\u5904\u7406\u8bed\u6599\u5e93\u548c\u6587\u6863\u7d22\u5f15\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 id=\"_27\">\u7b2c 3 \u5929: \u5fae\u8c03\u751f\u6210\u6a21\u578b\u5e76\u89c2\u5bdf\u7ed3\u679c<\/h2>\n<p>\u7b2c 3 \u5929\u7684\u76ee\u6807\u662f\u5fae\u8c03\u751f\u6210\u6a21\u578b\u5e76\u89c2\u5bdf\u7ed3\u679c\uff0c\u7406\u89e3\u68c0\u7d22\u5728\u589e\u5f3a\u751f\u6210\u4e2d\u7684\u4f5c\u7528\u3002\u4ee5\u4e0b\u662f\u7b2c 3 \u5929\u7684\u4e3b\u9898\u7ec6\u5206\uff1a<\/p>\n<p><strong>\u6df1\u5165\u63a2\u8ba8\u751f\u6210\u6a21\u578b:<\/strong><\/p>\n<ul>\n<li>\u68c0\u67e5\u5df2\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5982 T5\u3001GPT-2 \u548c BART\u3002<\/li>\n<li>\u5b66\u4e60\u751f\u6210\u4efb\u52a1\uff08\u4f8b\u5982\uff1a\u95ee\u7b54\u6216\u6458\u8981\uff09\u7684\u5fae\u8c03\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<p><strong>\u751f\u6210\u6a21\u578b\u7684\u52a8\u624b\u5b9e\u8df5:<\/strong><\/p>\n<ul>\n<li>\u5e94\u7528 Hugging Face \u63d0\u4f9b\u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/transformer\/\">Transformer<\/a> \u6a21\u578b\uff0c\u5728\u4e00\u4e2a\u5c0f\u578b\u6570\u636e\u96c6\u4e0a\u4f18\u5316\u6a21\u578b\u3002<\/li>\n<li>\u6d4b\u8bd5\u4f7f\u7528\u751f\u6210\u6a21\u578b\u751f\u6210\u95ee\u9898\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p><strong>\u63a2\u7d22\u68c0\u7d22\u4e0e\u751f\u6210\u7684\u4ea4\u4e92:<\/strong><\/p>\n<ul>\n<li>\u7814\u7a76\u751f\u6210\u6a21\u578b\u5bf9\u68c0\u7d22\u6570\u636e\u7684\u8f93\u5165\u65b9\u5f0f\u3002<\/li>\n<li>\u8ba4\u8bc6\u5230\u68c0\u7d22\u5982\u4f55\u63d0\u5347\u751f\u6210\u54cd\u5e94\u7684\u7cbe\u5ea6\u548c\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 id=\"_35\">\u7b2c 4 \u5929\uff1a\u5b9e\u73b0\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684 RAG \u7cfb\u7edf<\/h2>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u8ddd\u79bb\u76ee\u6807\u66f4\u8fd1\u4e86\u3002\u4eca\u5929\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5728\u4e00\u4e2a\u7b80\u5355\u7684\u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684 RAG \u7cfb\u7edf\uff0c\u5e76\u719f\u6089\u8c03\u6574\u53c2\u6570\u7684\u65b9\u6cd5\u3002\u4ee5\u4e0b\u662f\u7b2c\u56db\u5929\u7684\u4e3b\u9898\u5206\u89e3\uff1a<\/p>\n<p><strong>\u7ed3\u5408\u68c0\u7d22\u548c\u751f\u6210\uff1a<\/strong><\/p>\n<ul>\n<li>\u5c06\u751f\u6210\u548c\u68c0\u7d22\u7684\u7ec4\u4ef6\u6574\u5408\u5230\u4e00\u4e2a\u7cfb\u7edf\u4e2d\u3002<\/li>\n<li>\u5b9e\u73b0\u68c0\u7d22\u8f93\u51fa\u548c\u751f\u6210\u6a21\u578b\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n<p><strong>\u4f7f\u7528 LlamaIndex \u7684 RAG \u6d41\u6c34\u7ebf\uff1a<\/strong><\/p>\n<ul>\n<li>\u901a\u8fc7\u5b98\u65b9\u6587\u6863\u6216\u6559\u7a0b\u5b66\u4e60 RAG \u6d41\u6c34\u7ebf\u7684\u529f\u80fd\u3002<\/li>\n<li>\u5229\u7528 LlamaIndex \u7684 RAG \u6a21\u578b\uff0c\u8bbe\u7f6e\u5e76\u6267\u884c\u4e00\u4e2a\u793a\u4f8b\u3002<\/li>\n<\/ul>\n<p><strong>\u52a8\u624b\u5b9e\u9a8c\uff1a<\/strong><\/p>\n<ul>\n<li>\u5f00\u59cb\u5c1d\u8bd5\u4e0d\u540c\u7684\u53c2\u6570\uff0c\u4f8b\u5982\u68c0\u7d22\u7684\u6587\u6863\u6570\u91cf\u3001\u751f\u6210\u7684\u675f\u641c\u7d22\u7b56\u7565\uff0c\u4ee5\u53ca\u6e29\u5ea6\u7f29\u653e\u3002<\/li>\n<li>\u5c1d\u8bd5\u5728\u7b80\u5355\u7684\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u4e0a\u8fd0\u884c\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 id=\"_43\">\u7b2c 5 \u5929\uff1a\u6784\u5efa\u548c\u5fae\u8c03\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684 RAG \u7cfb\u7edf<\/h2>\n<p>\u6700\u540e\u4e00\u5929\u7684\u76ee\u6807\u662f\u901a\u8fc7\u5fae\u8c03\u521b\u5efa\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684 RAG \u6a21\u578b\uff0c\u5e76\u4e86\u89e3\u4e0d\u540c\u7c7b\u578b\u7684 RAG \u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u7b2c\u4e94\u5929\u7684\u4e3b\u9898\u5206\u89e3\uff1a<\/p>\n<ul>\n<li><strong>\u9ad8\u7ea7\u5fae\u8c03\uff1a<\/strong>\u00a0\u63a2\u7d22\u5982\u4f55\u4e3a\u7279\u5b9a\u9886\u57df\u7684\u4efb\u52a1\u4f18\u5316\u751f\u6210\u548c\u68c0\u7d22\u7ec4\u4ef6\u3002<\/li>\n<li><strong>\u6269\u5c55\uff1a<\/strong>\u00a0\u4f7f\u7528\u66f4\u5927\u7684\u6570\u636e\u96c6\u548c\u66f4\u590d\u6742\u7684\u77e5\u8bc6\u5e93\u6765\u6269\u5c55\u4f60\u7684 RAG \u7cfb\u7edf\u89c4\u6a21\u3002<\/li>\n<li><strong>\u6027\u80fd\u4f18\u5316\uff1a<\/strong>\u00a0\u5b66\u4e60\u5982\u4f55\u6700\u5927\u5316\u5185\u5b58\u4f7f\u7528\u548c\u68c0\u7d22\u901f\u5ea6\uff08\u4f8b\u5982\uff0c\u901a\u8fc7\u5728 GPU \u4e0a\u4f7f\u7528 faiss\uff09\u3002<\/li>\n<li><strong>\u8bc4\u4f30\uff1a<\/strong>\u00a0\u5b66\u4e60\u5982\u4f55\u5728\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u4e2d\u8bc4\u4f30 RAG \u6a21\u578b\uff0c\u4f7f\u7528\u5404\u79cd\u6307\u6807\u5982 BLEU\u3001ROUGE \u7b49\u6765\u8861\u91cf\u95ee\u9898\u7684\u89e3\u51b3\u60c5\u51b5\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>RAG\u00a0\u662f Retrieval Augmented Generation\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7684\u7f29\u5199\u3002\u8ba9\u6211\u4eec\u5206\u89e3\u8fd9\u4e2a\u672f\u8bed\uff0c\u4ee5\u4fbf\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u4ec0\u4e48\u662f RAG\uff1a R -&gt; \u68c0\u7d22 A -&gt; \u589e\u5f3a G -&gt; \u751f\u6210 \u57fa\u672c\u4e0a\uff0c\u6211\u4eec\u73b0\u5728\u4f7f\u7528\u7684\u5927&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-7461","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/7461","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=7461"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/7461\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=7461"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=7461"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=7461"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}