{"id":30161,"date":"2025-04-08T15:04:27","date_gmt":"2025-04-08T07:04:27","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30161"},"modified":"2025-04-08T15:04:27","modified_gmt":"2025-04-08T07:04:27","slug":"weclone","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/weclone\/","title":{"rendered":"WeClone\uff1a\u7528\u5fae\u4fe1\u804a\u5929\u8bb0\u5f55\u548c\u8bed\u97f3\u8bad\u7ec3\u6570\u5b57\u5206\u8eab"},"content":{"rendered":"<p>WeClone \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u901a\u8fc7\u5fae\u4fe1\u804a\u5929\u8bb0\u5f55\u548c\u8bed\u97f3\u6d88\u606f\uff0c\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\u548c\u8bed\u97f3\u5408\u6210\u6280\u672f\uff0c\u8ba9\u7528\u6237\u521b\u5efa\u4e2a\u6027\u5316\u7684\u6570\u5b57\u5206\u8eab\u3002\u9879\u76ee\u80fd\u5206\u6790\u7528\u6237\u7684\u804a\u5929\u4e60\u60ef\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u8fd8\u53ef\u4ee5\u7528\u5c11\u91cf\u8bed\u97f3\u6837\u672c\u751f\u6210\u903c\u771f\u7684\u58f0\u97f3\u514b\u9686\u3002\u6700\u7ec8\uff0c\u6570\u5b57\u5206\u8eab\u53ef\u4ee5\u7ed1\u5b9a\u5230\u5fae\u4fe1\u673a\u5668\u4eba\uff0c\u5b9e\u73b0\u81ea\u52a8\u56de\u590d\u6587\u5b57\u548c\u8bed\u97f3\u3002\u8fd9\u4e2a\u5de5\u5177\u9002\u5408\u60f3\u5728\u5fae\u4fe1\u4e0a\u7528AI\u52a9\u624b\u6216\u5b66\u4e60AI\u6280\u672f\u7684\u4eba\u3002\u4ee3\u7801\u5b8c\u5168\u516c\u5f00\uff0c\u5438\u5f15\u4e86\u4e0d\u5c11\u6280\u672f\u7231\u597d\u8005\u548c\u5f00\u53d1\u8005\u53c2\u4e0e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30162\" title=\"WeClone\uff1a\u7528\u5fae\u4fe1\u804a\u5929\u8bb0\u5f55\u548c\u8bed\u97f3\u8bad\u7ec3\u6570\u5b57\u5206\u8eab-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/cd902cc275c294b.jpg\" alt=\"WeClone\uff1a\u7528\u5fae\u4fe1\u804a\u5929\u8bb0\u5f55\u548c\u8bed\u97f3\u8bad\u7ec3\u6570\u5b57\u5206\u8eab-1\" width=\"1792\" height=\"771\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/cd902cc275c294b.jpg 1792w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/cd902cc275c294b-768x330.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/cd902cc275c294b-1536x661.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/cd902cc275c294b-18x8.jpg 18w\" sizes=\"auto, (max-width: 1792px) 100vw, 1792px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u804a\u5929\u8bb0\u5f55\u8bad\u7ec3<\/strong>\uff1a\u7528\u5fae\u4fe1\u804a\u5929\u8bb0\u5f55\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6a21\u4eff\u7528\u6237\u8bf4\u8bdd\u65b9\u5f0f\u3002<\/li>\n<li><strong>\u9ad8\u8d28\u91cf\u8bed\u97f3\u514b\u9686<\/strong>\uff1a\u75280.5B\u53c2\u6570\u6a21\u578b\u548c5\u79d2\u8bed\u97f3\u6837\u672c\uff0c\u751f\u6210\u76f8\u4f3c\u5ea6\u9ad8\u8fbe95%\u7684\u58f0\u97f3\u3002<\/li>\n<li><strong>\u5fae\u4fe1\u673a\u5668\u4eba\u7ed1\u5b9a<\/strong>\uff1a\u5c06\u6570\u5b57\u5206\u8eab\u63a5\u5165\u5fae\u4fe1\uff0c\u652f\u6301\u81ea\u52a8\u6587\u5b57\u548c\u8bed\u97f3\u56de\u590d\u3002<\/li>\n<li><strong>\u6570\u636e\u9884\u5904\u7406\u5de5\u5177<\/strong>\uff1a\u63d0\u4f9b\u811a\u672c\u5c06\u804a\u5929\u8bb0\u5f55\u8f6c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u9ed8\u8ba4\u8fc7\u6ee4\u654f\u611f\u4fe1\u606f\u3002<\/li>\n<li><strong>\u6a21\u578b\u4e2a\u6027\u5316\u4f18\u5316<\/strong>\uff1a\u652f\u6301LoRA\u5fae\u8c03\u6280\u672f\uff0c\u8ba9\u6a21\u578b\u66f4\u7b26\u5408\u7528\u6237\u8bed\u8a00\u4e60\u60ef\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>WeClone \u9700\u8981\u4e00\u5b9a\u7684\u6280\u672f\u57fa\u7840\uff0c\u6bd4\u5982\u4f1a\u7528 Python \u548c Git\u3002\u4e0b\u9762\u662f\u8be6\u7ec6\u7684\u64cd\u4f5c\u6b65\u9aa4\uff0c\u5e2e\u4f60\u4ece\u5b89\u88c5\u5230\u4f7f\u7528\u4e00\u6b65\u6b65\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u514b\u9686\u9879\u76ee<\/strong><br \/>\n\u6253\u5f00\u7ec8\u7aef\uff0c\u8f93\u5165\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/xming521\/WeClone.git\r\n<\/code><\/pre>\n<p>\u7136\u540e\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a<\/p>\n<pre><code>cd WeClone\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u8bbe\u7f6e\u73af\u5883<\/strong><br \/>\n\u9879\u76ee\u5efa\u8bae\u7528 Python 3.9\u3002\u63a8\u8350\u7528\u00a0<code>uv<\/code>\u00a0\u7ba1\u7406\u73af\u5883\uff0c\u5b89\u88c5\u547d\u4ee4\u5982\u4e0b\uff1a<\/li>\n<\/ol>\n<pre><code>uv venv .venv --python=3.9\r\nsource .venv\/bin\/activate  # Linux\/Mac\r\n.venv\\Scripts\\activate     # Windows\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u6fc0\u6d3b\u73af\u5883\u540e\uff0c\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>uv pip install --group main -e .\r\n<\/code><\/pre>\n<p>\u6ce8\u610f\uff1a\u8fd9\u4e0d\u5305\u62ec\u8bed\u97f3\u514b\u9686\u7684\u00a0<code>xcodec<\/code>\u00a0\u4f9d\u8d56\uff0c\u82e5\u9700\u8981\u53ef\u53e6\u884c\u5b89\u88c5\u3002<\/p>\n<ol start=\"4\">\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong><br \/>\n\u9ed8\u8ba4\u4f7f\u7528 ChatGLM3-6B \u6a21\u578b\u3002\u53ef\u4ee5\u7528 Hugging Face \u4e0b\u8f7d\uff1a<\/li>\n<\/ol>\n<pre><code>git lfs install\r\ngit clone https:\/\/huggingface.co\/THUDM\/chatglm3-6b\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4e0b\u8f7d\u6162\uff0c\u53ef\u7528\u9b54\u642d\u793e\u533a\uff1a<\/p>\n<pre><code>export USE_MODELSCOPE_HUB=1  # Windows \u7528 set\r\ngit clone https:\/\/www.modelscope.cn\/ZhipuAI\/chatglm3-6b.git\r\n<\/code><\/pre>\n<p>\u9b54\u642d\u6a21\u578b\u9700\u66ff\u6362\u00a0<code>modeling_chatglm.py<\/code>\u00a0\u4e3a Hugging Face \u7248\u672c\u3002<\/p>\n<h3>\u6570\u636e\u51c6\u5907<\/h3>\n<ol>\n<li><strong>\u5bfc\u51fa\u804a\u5929\u8bb0\u5f55<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u4e0b\u8f7d\u00a0<code>PyWxDump<\/code>\uff0c\u89e3\u5bc6\u5fae\u4fe1\u6570\u636e\u5e93\u3002<\/li>\n<li>\u70b9\u51fb\u201c\u804a\u5929\u5907\u4efd\u201d\uff0c\u9009\u62e9 CSV \u683c\u5f0f\u5bfc\u51fa\u8054\u7cfb\u4eba\u6216\u7fa4\u804a\u8bb0\u5f55\u3002<\/li>\n<li>\u5c06\u5bfc\u51fa\u7684\u00a0<code>wxdump_tmp\/export\/csv<\/code>\u00a0\u6587\u4ef6\u5939\u653e\u5165\u00a0<code>.\/data\/csv<\/code>\u3002<\/li>\n<li>\u793a\u4f8b\u6570\u636e\u5728\u00a0<code>data\/example_chat.csv<\/code>\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u5904\u7406\u6570\u636e<\/strong><br \/>\n\u8fd0\u884c\u811a\u672c\u8f6c\u4e3a JSON \u683c\u5f0f\uff1a<\/li>\n<\/ol>\n<pre><code>.\/make_dataset\/csv_to_json.py\r\n<\/code><\/pre>\n<p>\u9ed8\u8ba4\u8fc7\u6ee4\u624b\u673a\u53f7\u3001\u8eab\u4efd\u8bc1\u53f7\u7b49\u654f\u611f\u4fe1\u606f\u3002\u53ef\u4ee5\u5728\u00a0<code>blocked_words.json<\/code>\u00a0\u6dfb\u52a0\u7981\u7528\u8bcd\uff0c\u6574\u53e5\u542b\u7981\u7528\u8bcd\u4f1a\u88ab\u53bb\u6389\u3002<\/p>\n<h3>\u6a21\u578b\u5fae\u8c03<\/h3>\n<ol>\n<li><strong>\u914d\u7f6e\u53c2\u6570<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u7f16\u8f91\u00a0<code>settings.json<\/code>\uff0c\u6307\u5b9a\u6a21\u578b\u8def\u5f84\u3002<\/li>\n<li>\u8c03\u6574\u00a0<code>per_device_train_batch_size<\/code>\u00a0\u548c\u00a0<code>gradient_accumulation_steps<\/code>\u00a0\u9002\u914d\u663e\u5b58\u3002<\/li>\n<li>\u6839\u636e\u6570\u636e\u91cf\u8c03\u6574\u00a0<code>num_train_epochs<\/code>\uff08\u8f6e\u6b21\uff09\u548c\u00a0<code>lora_rank<\/code>\uff0c\u907f\u514d\u8fc7\u62df\u5408\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u5355\u5361\u8bad\u7ec3<\/strong><\/li>\n<\/ol>\n<pre><code>python src\/train_sft.py\r\n<\/code><\/pre>\n<p>\u4f5c\u8005\u75282\u4e07\u6761\u6570\u636e\u8bad\u7ec3\uff0closs \u964d\u5230 3.5\uff0c\u6548\u679c\u4e0d\u9519\u3002<\/p>\n<ol start=\"3\">\n<li><strong>\u591a\u5361\u8bad\u7ec3<\/strong><br \/>\n\u5b89\u88c5 DeepSpeed\uff1a<\/li>\n<\/ol>\n<pre><code>uv pip install deepspeed\r\n<\/code><\/pre>\n<p>\u8fd0\u884c\u591a\u5361\u8bad\u7ec3\uff08\u66ff\u6362\u201c\u4f7f\u7528\u663e\u5361\u6570\u91cf\u201d\uff09\uff1a<\/p>\n<pre><code>deepspeed --num_gpus=\u4f7f\u7528\u663e\u5361\u6570\u91cf src\/train_sft.py\r\n<\/code><\/pre>\n<h3>\u8bed\u97f3\u514b\u9686<\/h3>\n<ul>\n<li>\u51c6\u59075\u79d2\u4ee5\u4e0a\u5fae\u4fe1\u8bed\u97f3\u6d88\u606f\uff0c\u653e\u5165\u00a0<code>WeClone-audio<\/code>\u00a0\u6587\u4ef6\u5939\u3002<\/li>\n<li>\u8fd0\u884c\u76f8\u5173\u811a\u672c\uff08\u9700\u5b89\u88c5\u00a0<code>xcodec<\/code>\uff09\uff0c\u751f\u6210\u7684\u58f0\u97f3\u4fdd\u5b58\u5728\u8be5\u6587\u4ef6\u5939\u3002<\/li>\n<li>\u58f0\u97f3\u4fdd\u7559\u8bed\u8c03\u548c\u60c5\u611f\uff0c\u76f8\u4f3c\u5ea6\u53ef\u8fbe95%\u3002<\/li>\n<\/ul>\n<h3>\u7ed1\u5b9a\u5fae\u4fe1\u673a\u5668\u4eba<\/h3>\n<ol>\n<li><strong>\u90e8\u7f72 AstrBot<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u4e0b\u8f7d\u5e76\u5b89\u88c5 AstrBot\uff08\u652f\u6301\u5fae\u4fe1\u3001QQ \u7b49\u5e73\u53f0\uff09\u3002<\/li>\n<li>\u914d\u7f6e\u6d88\u606f\u5e73\u53f0\uff08\u5982\u5fae\u4fe1\uff09\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u542f\u52a8 API \u670d\u52a1<\/strong><\/li>\n<\/ol>\n<pre><code>python src\/api_service.py\r\n<\/code><\/pre>\n<p>\u9ed8\u8ba4\u5730\u5740\u4e3a\u00a0<code>http:\/\/172.17.0.1:8005\/v1<\/code>\u3002<\/p>\n<ol start=\"3\">\n<li><strong>\u914d\u7f6e AstrBot<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u6dfb\u52a0\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u7c7b\u578b\u9009 OpenAI\u3002<\/li>\n<li>API Base URL \u586b\u672c\u5730\u5730\u5740\uff0c\u6a21\u578b\u586b\u00a0<code>gpt-3.5-turbo<\/code>\u3002<\/li>\n<li>\u5173\u95ed\u5de5\u5177\u8c03\u7528\uff1a\u53d1\u9001\u6307\u4ee4\u00a0<code>\/tool off reminder<\/code>\u3002<\/li>\n<li>\u8bbe\u7f6e\u4e0e\u5fae\u8c03\u65f6\u4e00\u81f4\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002<\/li>\n<\/ul>\n<h3>\u786c\u4ef6\u8981\u6c42<\/h3>\n<ul>\n<li>\u9ed8\u8ba4\u7528 ChatGLM3-6B \u548c LoRA \u5fae\u8c03\uff0c\u970016GB\u663e\u5b58\u3002<\/li>\n<li>\u5176\u4ed6\u9009\u9879\uff1a<\/li>\n<li>QLoRA\uff084\u4f4d\u7cbe\u5ea6\uff09\uff1a6GB\uff087B\u6a21\u578b\uff09\u523048GB\uff0870B\u6a21\u578b\uff09\u3002<\/li>\n<li>\u5168\u53c2\u6570\u5fae\u8c03\uff0816\u4f4d\uff09\uff1a60GB\uff087B\uff09\u5230600GB\uff0870B\uff09\u3002<\/li>\n<li>\u5efa\u8bae\u7528GPU\uff0c\u663e\u5b58\u4e0d\u8db3\u53ef\u8c03\u4f4e\u7cbe\u5ea6\u6216\u7528\u591a\u5361\u3002<\/li>\n<\/ul>\n<h3>\u4f7f\u7528\u6280\u5de7<\/h3>\n<ul>\n<li>\u6570\u636e\u91cf\u81f3\u5c112000\u6761\uff0c\u8d28\u91cf\u8d8a\u9ad8\u8d8a\u597d\u3002<\/li>\n<li>\u8bed\u97f3\u6837\u672c\u8981\u6e05\u6670\uff0c\u907f\u514d\u80cc\u666f\u566a\u97f3\u3002<\/li>\n<li>\u6d4b\u8bd5\u6a21\u578b\u53ef\u7528\u00a0<code>web_demo.py<\/code>\u00a0\u6216\u00a0<code>test_model.py<\/code>\u3002<\/li>\n<\/ul>\n<p>\u5b8c\u6210\u540e\uff0c\u4f60\u7684\u6570\u5b57\u5206\u8eab\u5c31\u80fd\u5728\u5fae\u4fe1\u4e0a\u81ea\u52a8\u804a\u5929\u548c\u8bed\u97f3\u56de\u590d\uff0c\u6548\u679c\u975e\u5e38\u63a5\u8fd1\u672c\u4eba\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u65e5\u5e38\u52a9\u624b<\/strong><br \/>\n\u6570\u5b57\u5206\u8eab\u80fd\u5e2e\u4f60\u56de\u590d\u5fae\u4fe1\u6d88\u606f\uff0c\u6bd4\u5982\u5fd9\u65f6\u81ea\u52a8\u56de\u5e94\u670b\u53cb\u95ee\u5019\u3002<\/li>\n<li><strong>\u6280\u672f\u5b9e\u8df5<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u7528\u5b83\u5b66\u4e60\u5927\u8bed\u8a00\u6a21\u578b\u548c\u8bed\u97f3\u514b\u9686\u6280\u672f\uff0c\u4ee3\u7801\u5f00\u6e90\u9002\u5408\u52a8\u624b\u5c1d\u8bd5\u3002<\/li>\n<li><strong>\u8da3\u5473\u4e92\u52a8<\/strong><br \/>\n\u8ba9\u6570\u5b57\u5206\u8eab\u7528\u4f60\u7684\u58f0\u97f3\u548c\u8bed\u6c14\u8ddf\u670b\u53cb\u804a\u5929\uff0c\u589e\u52a0\u5a31\u4e50\u6027\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>\u6570\u636e\u91cf\u5c11\u4f1a\u600e\u6837\uff1f<\/strong><br \/>\n\u6570\u636e\u5c11\u4e8e2000\u6761\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u4e0d\u51c6\uff0c\u5efa\u8bae\u591a\u51c6\u5907\u5bf9\u8bdd\u548c\u6e05\u6670\u8bed\u97f3\u3002<\/li>\n<li><strong>\u666e\u901a\u7535\u8111\u80fd\u8dd1\u5417\uff1f<\/strong><br \/>\n\u9700\u898116GB\u663e\u5b58\u7684GPU\uff0c\u666e\u901a\u7535\u8111\u53ef\u80fd\u4e0d\u884c\uff0c\u53ef\u7528\u4f4e\u7cbe\u5ea6\u6a21\u5f0f\u8bd5\u8bd5\u3002<\/li>\n<li><strong>\u58f0\u97f3\u514b\u9686\u6709\u591a\u50cf\uff1f<\/strong><br \/>\n\u75285\u79d2\u6837\u672c\u751f\u6210\u7684\u58f0\u97f3\uff0c\u76f8\u4f3c\u5ea6\u9ad8\u8fbe95%\uff0c\u8bed\u8c03\u548c\u60c5\u611f\u90fd\u5f88\u81ea\u7136\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>WeClone \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u901a\u8fc7\u5fae\u4fe1\u804a\u5929\u8bb0\u5f55\u548c\u8bed\u97f3\u6d88\u606f\uff0c\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\u548c\u8bed\u97f3\u5408\u6210\u6280\u672f\uff0c\u8ba9\u7528\u6237\u521b\u5efa\u4e2a\u6027\u5316\u7684\u6570\u5b57\u5206\u8eab\u3002\u9879\u76ee\u80fd\u5206\u6790\u7528\u6237\u7684\u804a\u5929\u4e60\u60ef\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u8fd8\u53ef\u4ee5\u7528\u5c11\u91cf\u8bed\u97f3\u6837\u672c\u751f\u6210\u903c\u771f\u7684\u58f0\u97f3\u514b\u9686\u3002\u6700\u7ec8\uff0c\u6570\u5b57\u5206\u8eab\u53ef\u4ee5\u7ed1\u5b9a\u5230\u5fae\u4fe1\u673a\u5668\u4eba\uff0c\u5b9e\u73b0\u81ea\u52a8&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62211,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,365],"class_list":["post-30161","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-damoxingweidiao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/30161","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=30161"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/30161\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/62211"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=30161"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=30161"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=30161"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}