{"id":32043,"date":"2025-07-02T23:06:25","date_gmt":"2025-07-02T15:06:25","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=32043"},"modified":"2025-07-02T23:09:41","modified_gmt":"2025-07-02T15:09:41","slug":"tokendagger","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/tokendagger\/","title":{"rendered":"TokenDagger\uff1a\u9ad8\u6027\u80fd\u6587\u672c\u5206\u8bcd\u5de5\u5177"},"content":{"rendered":"<p>TokenDagger \u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684\u6587\u672c\u5206\u8bcd\u5de5\u5177\uff0c\u4e13\u4e3a\u52a0\u901f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\u8bbe\u8ba1\u3002\u5b83\u662f OpenAI \u7684 TikToken \u7684\u66ff\u4ee3\u54c1\uff0c\u4f18\u5316\u4e86\u5206\u8bcd\u901f\u5ea6\uff0c\u5c24\u5176\u5728\u5904\u7406\u4ee3\u7801\u548c\u5927\u89c4\u6a21\u6587\u672c\u65f6\u8868\u73b0\u51fa\u8272\u3002\u9879\u76ee\u7531\u5f00\u53d1\u8005 Matthew Wolfe \u5728 GitHub \u4e0a\u5f00\u6e90\uff0c\u63d0\u4f9b\u4e0e TikToken 100% \u517c\u5bb9\u7684\u63a5\u53e3\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u4fee\u6539\u73b0\u6709\u4ee3\u7801\u5373\u53ef\u66ff\u6362\u4f7f\u7528\u3002TokenDagger \u4f7f\u7528 PCRE2 \u5f15\u64ce\u4f18\u5316\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\uff0c\u7b80\u5316\u4e86\u5b57\u8282\u5bf9\u7f16\u7801\uff08BPE\uff09\u7b97\u6cd5\uff0c\u663e\u8457\u63d0\u5347\u6027\u80fd\u3002\u6d4b\u8bd5\u663e\u793a\uff0c\u5b83\u5728\u4ee3\u7801\u5206\u8bcd\u901f\u5ea6\u4e0a\u6bd4 TikToken \u5feb 4 \u500d\uff0c\u5728\u5904\u7406 1GB \u6587\u672c\u6587\u4ef6\u65f6\u541e\u5410\u91cf\u63d0\u5347 2-3 \u500d\u3002\u9879\u76ee\u9002\u5408\u9700\u8981\u9ad8\u6548\u6587\u672c\u5904\u7406\u7684\u5f00\u53d1\u8005\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u548c AI \u7814\u7a76\u4eba\u5458\u3002<\/p>\n<p><img decoding=\"async\" title=\"TokenDagger\uff1a\u9ad8\u6027\u80fd\u6587\u672c\u5206\u8bcd\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ab5a86e08858305.jpg\" alt=\"TokenDagger\uff1a\u9ad8\u6027\u80fd\u6587\u672c\u5206\u8bcd\u5de5\u5177-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u9ad8\u6548\u5206\u8bcd\uff1a\u57fa\u4e8e PCRE2 \u5f15\u64ce\uff0c\u4f18\u5316\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\uff0c\u663e\u8457\u63d0\u5347\u6587\u672c\u5206\u8bcd\u901f\u5ea6\u3002<\/li>\n<li>\u4e0e TikToken \u517c\u5bb9\uff1a\u4f5c\u4e3a TikToken \u7684\u76f4\u63a5\u66ff\u4ee3\u54c1\uff0c\u65e0\u9700\u4fee\u6539\u73b0\u6709\u4ee3\u7801\u5373\u53ef\u96c6\u6210\u3002<\/li>\n<li>\u7b80\u5316 BPE \u7b97\u6cd5\uff1a\u4f18\u5316\u5b57\u8282\u5bf9\u7f16\u7801\uff0c\u51cf\u5c11\u7279\u6b8a <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">token<\/a> \u5904\u7406\u7684\u6027\u80fd\u5f00\u9500\u3002<\/li>\n<li>\u5f00\u6e90\u652f\u6301\uff1a\u63d0\u4f9b\u5b8c\u6574\u6e90\u4ee3\u7801\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u81ea\u5b9a\u4e49\u6216\u8d21\u732e\u6539\u8fdb\u3002<\/li>\n<li>\u8de8\u5e73\u53f0\u652f\u6301\uff1a\u652f\u6301 Linux\u3001macOS \u7b49\u7cfb\u7edf\uff0c\u6613\u4e8e\u5728\u591a\u79cd\u5f00\u53d1\u73af\u5883\u4e2d\u90e8\u7f72\u3002<\/li>\n<li>\u6d4b\u8bd5\u5957\u4ef6\uff1a\u5185\u7f6e\u57fa\u51c6\u6d4b\u8bd5\u5de5\u5177\uff0c\u53ef\u9a8c\u8bc1\u5206\u8bcd\u6027\u80fd\u5e76\u4e0e TikToken \u5bf9\u6bd4\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>TokenDagger \u7684\u5b89\u88c5\u7b80\u5355\uff0c\u9002\u5408\u719f\u6089 Python \u548c Git \u7684\u5f00\u53d1\u8005\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6b65\u9aa4\uff0c\u57fa\u4e8e Ubuntu\/Debian \u7cfb\u7edf\uff08\u5176\u4ed6\u7cfb\u7edf\u9700\u76f8\u5e94\u8c03\u6574\u4f9d\u8d56\u5b89\u88c5\u547d\u4ee4\uff09\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ee3\u7801\u4ed3\u5e93<\/strong><br \/>\n\u4f7f\u7528 Git \u547d\u4ee4\u514b\u9686 TokenDagger \u4ed3\u5e93\u5230\u672c\u5730\uff1a<\/p>\n<pre><code>git clone git@github.com:M4THYOU\/TokenDagger.git\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<pre><code>\r\n<\/code><\/pre>\n<p>\u8fd9\u4f1a\u4e0b\u8f7d TokenDagger \u7684\u6700\u65b0\u6e90\u4ee3\u7801\u3002<\/p>\n<ol start=\"2\">\n<li><strong>\u5b89\u88c5 PCRE2 \u5f00\u53d1\u5e93<\/strong><br \/>\nTokenDagger \u4f7f\u7528 PCRE2 \u8fdb\u884c\u9ad8\u6548\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\uff0c\u9700\u5b89\u88c5\u5f00\u53d1\u5e93\uff1a<\/p>\n<pre><code>sudo apt install libpcre2-dev\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u66f4\u65b0\u5b50\u6a21\u5757<\/strong><br \/>\n\u9879\u76ee\u4f9d\u8d56\u4e00\u4e9b\u5916\u90e8\u7ec4\u4ef6\uff0c\u9700\u521d\u59cb\u5316\u5e76\u66f4\u65b0\u5b50\u6a21\u5757\uff1a<\/p>\n<pre><code>git submodule update --init --recursive\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5 Python \u5f00\u53d1\u73af\u5883<\/strong><br \/>\n\u786e\u4fdd\u7cfb\u7edf\u6709 Python3 \u5f00\u53d1\u73af\u5883\uff1a<\/p>\n<pre><code>sudo apt update &amp;&amp; sudo apt install -y python3-dev\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5 TikToken\uff08\u53ef\u9009\uff09<\/strong><br \/>\n\u5982\u679c\u9700\u8981\u8fd0\u884c\u6d4b\u8bd5\u5957\u4ef6\u4e0e TikToken \u8fdb\u884c\u6027\u80fd\u5bf9\u6bd4\uff0c\u9700\u5b89\u88c5 TikToken\uff1a<\/p>\n<pre><code>pip3 install tiktoken\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u7f16\u8bd1\u548c\u8fd0\u884c<\/strong><br \/>\n\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff0c\u8fd0\u884c Python \u811a\u672c\u6216\u6d4b\u8bd5\u5957\u4ef6\uff1a<\/p>\n<pre><code>cd TokenDagger\r\npython3 setup.py install\r\n<\/code><\/pre>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0cTokenDagger \u53ef\u901a\u8fc7 Python \u5bfc\u5165\u4f7f\u7528\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<p>TokenDagger \u7684\u6838\u5fc3\u529f\u80fd\u662f\u9ad8\u6548\u5206\u8bcd\uff0c\u9002\u5408\u5904\u7406\u4ee3\u7801\u3001\u6587\u6863\u6216\u5927\u89c4\u6a21\u6587\u672c\u3002\u4ee5\u4e0b\u662f\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<h4>1. \u96c6\u6210\u5230\u73b0\u6709\u9879\u76ee<\/h4>\n<p>TokenDagger \u4e0e TikToken \u7684 API \u5b8c\u5168\u517c\u5bb9\u3002\u5f00\u53d1\u8005\u53ea\u9700\u5c06 TikToken \u7684\u5bfc\u5165\u8bed\u53e5\u66ff\u6362\u4e3a TokenDagger\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code># \u539f\u4ee3\u7801\r\nfrom tiktoken import encoding_for_model\r\n# \u66ff\u6362\u4e3a\r\nfrom tokendagger import encoding_for_model\r\n<\/code><\/pre>\n<p>\u65e0\u9700\u4fee\u6539\u540e\u7eed\u4ee3\u7801\uff0cTokenDagger \u5373\u53ef\u63a5\u7ba1\u5206\u8bcd\u4efb\u52a1\uff0c\u63d0\u4f9b\u66f4\u5feb\u7684\u5904\u7406\u901f\u5ea6\u3002<\/p>\n<h4>2. \u5206\u8bcd\u64cd\u4f5c<\/h4>\n<p>TokenDagger \u652f\u6301\u6807\u51c6\u7684\u5206\u8bcd\u64cd\u4f5c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u793a\u4f8b\uff1a<\/p>\n<pre><code>from tokendagger import encoding_for_model\r\nencoder = encoding_for_model(\"gpt-3.5-turbo\")\r\ntext = \"Hello, this is a sample text for <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">tokenization<\/a>.\"\r\n<a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">tokens<\/a> = encoder.encode(text)\r\nprint(tokens)\r\n<\/code><\/pre>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u5c06\u8f93\u5165\u6587\u672c\u8f6c\u6362\u4e3a token \u5217\u8868\uff0c\u901f\u5ea6\u6bd4 TikToken \u66f4\u5feb\uff0c\u5c24\u5176\u5728\u5904\u7406\u957f\u6587\u672c\u6216\u4ee3\u7801\u65f6\u3002<\/p>\n<h4>3. \u5904\u7406\u4ee3\u7801\u5206\u8bcd<\/h4>\n<p>TokenDagger \u5728\u4ee3\u7801\u5206\u8bcd\u4e0a\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u3002\u5047\u8bbe\u9700\u8981\u5904\u7406 Python \u4ee3\u7801\uff1a<\/p>\n<pre><code>code = \"\"\"\r\ndef hello_world():\r\nprint(\"Hello, World!\")\r\n\"\"\"\r\ntokens = encoder.encode(code)\r\nprint(len(tokens))  # \u8f93\u51fa token \u6570\u91cf\r\n<\/code><\/pre>\n<p>\u6d4b\u8bd5\u8868\u660e\uff0cTokenDagger \u5904\u7406\u7c7b\u4f3c\u4ee3\u7801\u7684\u901f\u5ea6\u6bd4 TikToken \u5feb 4 \u500d\uff0c\u9002\u5408\u9700\u8981\u5feb\u901f\u89e3\u6790\u4ee3\u7801\u7684\u573a\u666f\u3002<\/p>\n<h4>4. \u8fd0\u884c\u57fa\u51c6\u6d4b\u8bd5<\/h4>\n<p>TokenDagger \u63d0\u4f9b\u5185\u7f6e\u6d4b\u8bd5\u5957\u4ef6\uff0c\u5f00\u53d1\u8005\u53ef\u9a8c\u8bc1\u6027\u80fd\uff1a<\/p>\n<pre><code>python3 -m tokendagger.benchmark\r\n<\/code><\/pre>\n<p>\u6d4b\u8bd5\u7ed3\u679c\u4f1a\u663e\u793a TokenDagger \u4e0e TikToken \u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u901f\u5ea6\u5bf9\u6bd4\uff0c\u4f8b\u5982 1GB \u6587\u672c\u6587\u4ef6\u6216\u4ee3\u7801\u6837\u672c\u3002<\/p>\n<h4>5. \u81ea\u5b9a\u4e49\u5f00\u53d1<\/h4>\n<p>\u5f00\u53d1\u8005\u53ef\u4fee\u6539 TokenDagger \u6e90\u4ee3\u7801\u4ee5\u9002\u5e94\u7279\u5b9a\u9700\u6c42\u3002\u9879\u76ee\u76ee\u5f55\u7ed3\u6784\u6e05\u6670\uff0c\u6838\u5fc3\u5206\u8bcd\u903b\u8f91\u4f4d\u4e8e\u00a0<code>tokendagger\/core<\/code>\u00a0\u4e2d\u3002\u5f00\u53d1\u8005\u53ef\u8c03\u6574 PCRE2 \u6b63\u5219\u8868\u8fbe\u5f0f\u6216 BPE \u7b97\u6cd5\u4ee5\u4f18\u5316\u7279\u5b9a\u7528\u4f8b\u3002<\/p>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u73af\u5883\u8981\u6c42<\/strong>\uff1a\u786e\u4fdd\u7cfb\u7edf\u5b89\u88c5\u4e86 Python 3.6+ \u548c PCRE2 \u5e93\u3002<\/li>\n<li><strong>\u6027\u80fd\u6d4b\u8bd5\u73af\u5883<\/strong>\uff1a\u5b98\u65b9\u57fa\u51c6\u6d4b\u8bd5\u5728 AMD EPYC 4584PX \u5904\u7406\u5668\u4e0a\u8fdb\u884c\uff0c\u5b9e\u9645\u6027\u80fd\u53ef\u80fd\u56e0\u786c\u4ef6\u4e0d\u540c\u800c\u53d8\u5316\u3002<\/li>\n<li><strong>\u793e\u533a\u652f\u6301<\/strong>\uff1a\u5982\u9047\u95ee\u9898\uff0c\u53ef\u5728 GitHub \u63d0\u4ea4 issue \u6216\u67e5\u770b\u6587\u6863\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>AI \u6a21\u578b\u5f00\u53d1<\/strong><br \/>\nTokenDagger \u9002\u5408\u7528\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u9884\u5904\u7406\u9636\u6bb5\uff0c\u5feb\u901f\u5c06\u6587\u672c\u8f6c\u4e3a token\uff0c\u63d0\u5347\u8bad\u7ec3\u6548\u7387\u3002\u4f8b\u5982\uff0cAI \u5f00\u53d1\u8005\u53ef\u4f7f\u7528\u5b83\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u7f29\u77ed\u6570\u636e\u9884\u5904\u7406\u65f6\u95f4\u3002<\/li>\n<li><strong>\u4ee3\u7801\u5206\u6790\u5de5\u5177<\/strong><br \/>\n\u5728\u4ee3\u7801\u5ba1\u67e5\u6216\u9759\u6001\u5206\u6790\u5de5\u5177\u4e2d\uff0cTokenDagger \u53ef\u5feb\u901f\u89e3\u6790\u6e90\u4ee3\u7801\uff0c\u751f\u6210 token \u5e8f\u5217\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u8bed\u6cd5\u9ad8\u4eae\u3001\u4ee3\u7801\u8865\u5168\u6216\u9519\u8bef\u68c0\u6d4b\u529f\u80fd\u3002<\/li>\n<li><strong>\u5927\u6570\u636e\u6587\u672c\u5904\u7406<\/strong><br \/>\n\u6570\u636e\u79d1\u5b66\u5bb6\u53ef\u4f7f\u7528 TokenDagger \u5904\u7406\u6d77\u91cf\u6587\u672c\uff0c\u4f8b\u5982\u65e5\u5fd7\u6587\u4ef6\u6216\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u3002\u5176\u9ad8\u541e\u5410\u91cf\u7279\u6027\u663e\u8457\u51cf\u5c11\u5904\u7406\u65f6\u95f4\u3002<\/li>\n<li><strong>\u6559\u80b2\u4e0e\u7814\u7a76<\/strong><br \/>\n\u5b66\u751f\u548c\u7814\u7a76\u4eba\u5458\u53ef\u5229\u7528 TokenDagger \u5b66\u4e60\u5206\u8bcd\u7b97\u6cd5\u6216\u8fdb\u884c NLP \u5b9e\u9a8c\uff0c\u9879\u76ee\u5f00\u6e90\u4e14\u6587\u6863\u6e05\u6670\uff0c\u9002\u5408\u5b66\u672f\u63a2\u7d22\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>TokenDagger \u548c TikToken \u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/strong><br \/>\nTokenDagger \u662f TikToken \u7684\u9ad8\u6027\u80fd\u66ff\u4ee3\u54c1\uff0c\u4f7f\u7528 PCRE2 \u5f15\u64ce\u548c\u4f18\u5316\u7684 BPE \u7b97\u6cd5\uff0c\u901f\u5ea6\u66f4\u5feb\uff0c\u5c24\u5176\u5728\u4ee3\u7801\u5206\u8bcd\u4e0a\u63d0\u5347 4 \u500d\uff0c\u6587\u672c\u5904\u7406\u541e\u5410\u91cf\u63d0\u5347 2-3 \u500d\u3002<\/li>\n<li><strong>\u662f\u5426\u9700\u8981\u4fee\u6539\u4ee3\u7801\u624d\u80fd\u4f7f\u7528 TokenDagger\uff1f<\/strong><br \/>\n\u4e0d\u9700\u8981\u3002TokenDagger \u4e0e TikToken \u7684 API \u5b8c\u5168\u517c\u5bb9\uff0c\u53ea\u9700\u66ff\u6362\u5bfc\u5165\u8bed\u53e5\u5373\u53ef\u65e0\u7f1d\u5207\u6362\u3002<\/li>\n<li><strong>TokenDagger \u652f\u6301\u54ea\u4e9b\u7f16\u7a0b\u8bed\u8a00\uff1f<\/strong><br \/>\n\u5b83\u4e3b\u8981\u4e3a Python \u5f00\u53d1\u8005\u8bbe\u8ba1\uff0c\u4f46\u5206\u8bcd\u529f\u80fd\u53ef\u5904\u7406\u4efb\u4f55\u6587\u672c\uff0c\u5305\u62ec\u5404\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u4ee3\u7801\u3002<\/li>\n<li><strong>\u5982\u4f55\u9a8c\u8bc1 TokenDagger \u7684\u6027\u80fd\uff1f<\/strong><br \/>\n\u8fd0\u884c\u5185\u7f6e\u57fa\u51c6\u6d4b\u8bd5\u00a0<code>python3 -m tokendagger.benchmark<\/code>\uff0c\u53ef\u5bf9\u6bd4 TokenDagger \u548c TikToken \u7684\u5206\u8bcd\u901f\u5ea6\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>TokenDagger \u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684\u6587\u672c\u5206\u8bcd\u5de5\u5177\uff0c\u4e13\u4e3a\u52a0\u901f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\u8bbe\u8ba1\u3002\u5b83\u662f OpenAI \u7684 TikToken \u7684\u66ff\u4ee3\u54c1\uff0c\u4f18\u5316\u4e86\u5206\u8bcd\u901f\u5ea6\uff0c\u5c24\u5176\u5728\u5904\u7406\u4ee3\u7801\u548c\u5927\u89c4\u6a21\u6587\u672c\u65f6\u8868\u73b0\u51fa\u8272\u3002\u9879\u76ee\u7531\u5f00\u53d1\u8005 Matthew Wolfe &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-32043","post","type-post","status-publish","format-standard","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/32043","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=32043"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/32043\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=32043"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=32043"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=32043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}