{"id":21227,"date":"2025-02-16T12:43:28","date_gmt":"2025-02-16T04:43:28","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21227"},"modified":"2025-02-16T12:43:28","modified_gmt":"2025-02-16T04:43:28","slug":"qwen25-vl-notebook","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/qwen25-vl-notebook\/","title":{"rendered":"Qwen2.5-VL Notebook \u793a\u4f8b\u8be6\u89e3\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a\u591a\u6a21\u6001\u89c6\u89c9\u6a21\u578b"},"content":{"rendered":"<p>\u8fd1\u65e5\uff0cQwen \u56e2\u961f\u9686\u91cd\u63a8\u51fa\u4e86\u4e00\u7cfb\u5217\u00a0<strong>Qwen2.5-VL \u7528\u4f8b Notebook \u793a\u4f8b<\/strong>\uff0c\u5168\u9762\u5c55\u793a\u4e86\u672c\u5730\u6a21\u578b\u548c API \u7684\u5f3a\u5927\u529f\u80fd\u3002 \u8fd9\u6279\u7cbe\u5fc3\u6253\u9020\u7684 Notebook \u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u7528\u6237\u66f4\u6df1\u5165\u5730\u4e86\u89e3 <a href=\"https:\/\/www.kdjingpai.com\/qwen25-vl\/\">Qwen2.5-VL<\/a> \u5f3a\u5927\u7684\u89c6\u89c9\u7406\u89e3\u80fd\u529b\uff0c\u5e76\u542f\u53d1\u66f4\u591a\u521b\u65b0\u5e94\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_2\">Notebook \u793a\u4f8b\uff1a\u5feb\u901f\u4e0a\u624b\uff0c\u4f53\u9a8c Qwen2.5-VL \u7684\u5353\u8d8a\u6027\u80fd<\/h2>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u8be6\u5c3d\u7684 Notebook \u793a\u4f8b\uff0c\u5f00\u53d1\u8005\u80fd\u591f\u00a0<strong>\u5feb\u901f\u4e0a\u624b\u5e76\u4eb2\u8eab\u4f53\u9a8c Qwen2.5-VL \u6a21\u578b\u5728\u5404\u9879\u4efb\u52a1\u4e2d\u7684\u51fa\u8272\u8868\u73b0<\/strong>\u3002 \u65e0\u8bba\u662f\u5e94\u5bf9\u590d\u6742\u7684\u6587\u6863\u89e3\u6790\u3001\u6267\u884c\u7cbe\u51c6\u7684 OCR \u4efb\u52a1\uff0c\u8fd8\u662f\u8fdb\u884c\u6df1\u5165\u7684\u89c6\u9891\u5185\u5bb9\u7406\u89e3\uff0cQwen2.5-VL \u90fd\u80fd\u63d0\u4f9b\u9ad8\u6548\u4e14\u51c6\u786e\u7684\u53cd\u9988\uff0c\u5145\u5206\u5c55\u73b0\u5176\u5353\u8d8a\u7684\u6027\u80fd\u3002<\/p>\n<p>\u540c\u65f6\uff0cQwen \u56e2\u961f\u4e5f\u671f\u5f85\u793e\u533a\u80fd\u591f\u79ef\u6781\u53cd\u9988\u5e76\u8d21\u732e\u529b\u91cf\uff0c\u5171\u540c\u5b8c\u5584\u548c\u62d3\u5c55 Qwen2.5-VL \u7684\u80fd\u529b\u8fb9\u754c\uff0c\u643a\u624b\u63a8\u52a8\u591a\u6a21\u6001\u6280\u672f\u7684\u53d1\u5c55\u3002<\/p>\n<p>\ud83d\udd17\u00a0<strong>\u76f8\u5173\u94fe\u63a5\uff1a<\/strong><\/p>\n<ul>\n<li><strong>GitHub \u4ee3\u7801\u4ed3\u5e93:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/tree\/main\/cookbooks<\/li>\n<li><strong>\u5728\u7ebf\u4f53\u9a8c:<\/strong>\u00a0https:\/\/chat.qwenlm.ai (\u9009\u62e9 Qwen2.5-VL-72B-Instruct \u6a21\u578b)<\/li>\n<li><strong>ModelScope \u6a21\u578b\u94fe\u63a5\uff1a<\/strong>\u00a0https:\/\/www.modelscope.cn\/collections\/Qwen25-VL-58fbb5d31f1d47<\/li>\n<li><strong>\u767e\u70bc API \u63a5\u53e3:<\/strong>\u00a0https:\/\/help.aliyun.com\/zh\/model-studio\/user-guide\/vision\/<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/744c5eca97397ec.webp\" alt=\"Qwen2.5-VL Notebook \u793a\u4f8b\u6982\u89c8\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_8\">Notebook \u793a\u4f8b\u8be6\u89e3<\/h2>\n<h3 id=\"_9\">01 Computer Use (\u7535\u8111\u4f7f\u7528)<\/h3>\n<p>\u6b64 Notebook \u793a\u4f8b\u6f14\u793a\u4e86\u5982\u4f55\u5229\u7528 Qwen2.5-VL \u6267\u884c\u4e0e\u7535\u8111\u4f7f\u7528\u76f8\u5173\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u7528\u6237\u53ea\u9700\u622a\u53d6\u7535\u8111\u684c\u9762\u5c4f\u5e55\u622a\u56fe\u5e76\u63d0\u51fa\u67e5\u8be2\uff0cQwen2.5-VL \u6a21\u578b\u5373\u53ef\u5206\u6790\u622a\u56fe\u5185\u5bb9\uff0c\u7406\u89e3\u7528\u6237\u610f\u56fe\uff0c\u8fdb\u800c\u751f\u6210\u7cbe\u786e\u7684\u70b9\u51fb\u6216\u8f93\u5165\u7b49\u64cd\u4f5c\u6307\u4ee4\uff0c\u5b9e\u73b0\u5bf9\u7535\u8111\u7684\u667a\u80fd\u63a7\u5236\u3002<\/p>\n<p>\ud83d\udc49\u00a0<strong>Notebook \u94fe\u63a5:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/blob\/main\/cookbooks\/computer_use.ipynb<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cea023300c9a304.webp\" alt=\"Computer Use \u793a\u4f8b\" \/><\/p>\n<h3 id=\"_14\">02 Spatial Understanding (\u7a7a\u95f4\u7406\u89e3)<\/h3>\n<p>\u6b64 Notebook \u793a\u4f8b\u7740\u91cd\u5c55\u793a\u4e86 Qwen2.5-VL \u5148\u8fdb\u7684\u7a7a\u95f4\u5b9a\u4f4d\u80fd\u529b\uff0c\u5305\u62ec\u7cbe\u51c6\u7684\u7269\u4f53\u68c0\u6d4b\u548c\u56fe\u50cf\u4e2d\u7279\u5b9a\u76ee\u6807\u7684\u5b9a\u4f4d\u3002<\/p>\n<p>\u901a\u8fc7\u793a\u4f8b\uff0c\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3 Qwen2.5-VL \u5982\u4f55\u6709\u6548\u5730\u6574\u5408\u89c6\u89c9\u548c\u8bed\u8a00\u7406\u89e3\uff0c\u4ece\u800c\u51c6\u786e\u89e3\u8bfb\u590d\u6742\u573a\u666f\uff0c\u5b9e\u73b0\u9ad8\u7ea7\u7684\u7a7a\u95f4\u63a8\u7406\u3002<\/p>\n<p>\ud83d\udc49\u00a0<strong>Notebook \u94fe\u63a5:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/blob\/main\/cookbooks\/spatial_understanding.ipynb<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74f585a4e968115.webp\" alt=\"Spatial Understanding \u793a\u4f8b\" \/><\/p>\n<h3 id=\"_19\">03 Document Parsing (\u6587\u6863\u89e3\u6790)<\/h3>\n<p>\u6b64 Notebook \u793a\u4f8b\u7a81\u663e\u4e86 Qwen2.5-VL \u5f3a\u5927\u7684\u6587\u6863\u89e3\u6790\u80fd\u529b\u3002 \u5b83\u53ef\u4ee5\u5904\u7406\u5404\u79cd\u56fe\u50cf\u683c\u5f0f\u7684\u6587\u6863\uff0c\u5e76\u4ee5 HTML\u3001JSON\u3001MD \u548c LaTeX \u7b49\u591a\u79cd\u683c\u5f0f\u8f93\u51fa\u89e3\u6790\u7ed3\u679c\u3002<\/p>\n<p>\u7279\u522b\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cQwen \u521b\u65b0\u6027\u5730\u5f15\u5165\u4e86\u4e00\u79cd\u72ec\u7279\u7684 QwenVL HTML \u683c\u5f0f\u3002 \u8fd9\u79cd\u683c\u5f0f\u5305\u542b\u4e86\u6587\u6863\u4e2d\u6bcf\u4e2a\u7ec4\u4ef6\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u4ece\u800c\u80fd\u591f\u5b9e\u73b0\u5bf9\u6587\u6863\u7684\u7cbe\u786e\u91cd\u5efa\u548c\u7075\u6d3b\u64cd\u4f5c\u3002<\/p>\n<p>\ud83d\udc49\u00a0<strong>Notebook \u94fe\u63a5:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/blob\/main\/cookbooks\/document_parsing.ipynb<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/2794b8d56a41374.webp\" alt=\"Document Parsing \u793a\u4f8b\" \/><\/p>\n<h3 id=\"_24\">04 Mobile Agent (\u79fb\u52a8\u8bbe\u5907\u4ee3\u7406)<\/h3>\n<p>\u6b64 Notebook \u793a\u4f8b\u6f14\u793a\u4e86\u5982\u4f55\u5229\u7528 Qwen2.5-VL \u7684\u4ee3\u7406\u529f\u80fd\u4e0e\u79fb\u52a8\u8bbe\u5907\u8fdb\u884c\u667a\u80fd\u4ea4\u4e92\u3002<\/p>\n<p>\u793a\u4f8b\u5c55\u793a\u4e86 Qwen2.5-VL \u6a21\u578b\u5982\u4f55\u6839\u636e\u7528\u6237\u7684\u67e5\u8be2\u548c\u79fb\u52a8\u8bbe\u5907\u7684\u89c6\u89c9\u4e0a\u4e0b\u6587\uff0c\u751f\u6210\u5e76\u6267\u884c\u76f8\u5e94\u7684\u64cd\u4f5c\uff0c\u5b9e\u73b0\u5bf9\u79fb\u52a8\u8bbe\u5907\u7684\u4fbf\u6377\u63a7\u5236\u3002<\/p>\n<p>\ud83d\udc49\u00a0<strong>Notebook \u94fe\u63a5:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/blob\/main\/cookbooks\/mobile_agent.ipynb<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0380e3bb8499502.webp\" alt=\"Mobile Agent \u793a\u4f8b\" \/><\/p>\n<h3 id=\"_29\">05 OCR (\u5149\u5b66\u5b57\u7b26\u8bc6\u522b)<\/h3>\n<p>\u6b64 Notebook \u793a\u4f8b\u4e13\u6ce8\u4e8e\u5c55\u793a Qwen2.5-VL \u7684 OCR (\u5149\u5b66\u5b57\u7b26\u8bc6\u522b) \u80fd\u529b\uff0c\u5305\u62ec\u4ece\u56fe\u50cf\u4e2d\u7cbe\u51c6\u63d0\u53d6\u548c\u8bc6\u522b\u6587\u672c\u4fe1\u606f\u3002<\/p>\n<p>\u901a\u8fc7\u793a\u4f8b\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u89c2\u5730\u4e86\u89e3 Qwen2.5-VL \u5982\u4f55\u5728\u590d\u6742\u573a\u666f\u4e0b\u51c6\u786e\u6355\u6349\u548c\u89e3\u8bfb\u6587\u672c\u5185\u5bb9\uff0c\u5c55\u73b0\u5176\u5f3a\u5927\u7684\u6587\u5b57\u8bc6\u522b\u80fd\u529b\u3002<\/p>\n<p>\ud83d\udc49\u00a0<strong>Notebook \u94fe\u63a5:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/blob\/main\/cookbooks\/ocr.ipynb<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c91b0bb38e7a15f.webp\" alt=\"OCR \u793a\u4f8b\" \/><\/p>\n<h3 id=\"_34\">06 Universal Recognition (\u4e07\u7269\u8bc6\u522b)<\/h3>\n<p>\u6b64 Notebook \u793a\u4f8b \u6f14\u793a \u4e86\u5982\u4f55\u4f7f\u7528 Qwen2.5-VL \u8fdb\u884c\u901a\u7528\u7269\u4f53\u8bc6\u522b\u3002<\/p>\n<p>\u7528\u6237\u53ea\u9700\u63d0\u4f9b\u4e00\u5f20\u56fe\u50cf\u548c\u4e00\u4e2a\u67e5\u8be2\uff0cQwen2.5-VL \u6a21\u578b\u4fbf\u80fd\u5206\u6790\u56fe\u50cf\uff0c\u7406\u89e3\u7528\u6237\u67e5\u8be2\u610f\u56fe\uff0c\u5e76\u7ed9\u51fa\u76f8\u5e94\u7684\u8bc6\u522b\u7ed3\u679c\uff0c\u5b9e\u73b0\u5bf9\u56fe\u50cf\u5185\u5bb9\u7684 \u5168\u9762\u7684 \u7406\u89e3\u3002<\/p>\n<p>\ud83d\udc49\u00a0<strong>Notebook \u94fe\u63a5:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/blob\/main\/cookbooks\/universal_recognition.ipynb<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e909498dc09397d.webp\" alt=\"Universal Recognition \u793a\u4f8b\" \/><\/p>\n<h3 id=\"_39\">07 Video Understanding (\u89c6\u9891\u7406\u89e3)<\/h3>\n<p>Qwen2.5-VL \u5177\u5907\u5f3a\u5927\u7684\u957f\u89c6\u9891\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u5904\u7406\u65f6\u957f\u8d85\u8fc7 1 \u5c0f\u65f6\u7684\u89c6\u9891\u5185\u5bb9\u3002 \u6b64 Notebook \u793a\u4f8b\u5c06\u6df1\u5165\u63a2\u7d22 Qwen2.5-VL \u6a21\u578b\u5728\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u5404\u9879\u80fd\u529b\u3002<\/p>\n<p>Qwen2.5-VL \u65e8\u5728\u5c55\u793a\u5176\u5728\u5404\u79cd\u89c6\u9891\u5206\u6790\u573a\u666f\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff0c \u4ece\u57fa\u7840\u7684 OCR (\u5149\u5b66\u5b57\u7b26\u8bc6\u522b) \u5230\u590d\u6742\u7684\u4e8b\u4ef6\u68c0\u6d4b\u548c\u5185\u5bb9\u603b\u7ed3\uff0c\u5747\u80fd\u80dc\u4efb\u3002<\/p>\n<p>\ud83d\udc49\u00a0<strong>Notebook \u94fe\u63a5:<\/strong>\u00a0https:\/\/github.com\/QwenLM\/Qwen2.5-VL\/blob\/main\/cookbooks\/video_understanding.ipynb<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f7c9c12f72518a3.webp\" alt=\"Video Understanding \u793a\u4f8b\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_44\">\u9b54\u642d\u6700\u4f73\u5b9e\u8df5\uff1a\u514d\u8d39\u7b97\u529b\u73a9\u8f6c Cookbook \u793a\u4f8b<\/h2>\n<p>\u5728 ModelScope \u9b54\u642d\u793e\u533a\uff0c\u7528\u6237\u53ef\u4ee5\u5229\u7528\u514d\u8d39\u7b97\u529b\u8f7b\u677e\u4f53\u9a8c\u8fd9\u4e9b Cookbook \u793a\u4f8b\u3002<\/p>\n<p><strong>\u9996\u5148\uff0c\u4e0b\u8f7d Qwen2.5-VL \u4ee3\u7801:<\/strong><\/p>\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">git<\/span> clone https:\/\/github.com\/QwenLM\/Qwen2.5-VL.git\r\n<\/code><\/pre>\n<p><strong>Notebook \u4e2d\u4f7f\u7528\u6a21\u578b API\uff1a<\/strong>\u00a0\u9b54\u642d\u5e73\u53f0 API-Inference \u63d0\u4f9b\u4e86\u514d\u8d39\u7684 Qwen2.5-VL \u7cfb\u5217\u6a21\u578b API\u3002\u9b54\u642d\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 API \u8c03\u7528\u7684\u65b9\u5f0f\u76f4\u63a5\u4f7f\u7528\uff0c\u53ea\u9700\u66ff\u6362 Cookbook \u4e2d\u7684 base-URL \u5e76\u586b\u5199\u9b54\u642d SDK <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">Token<\/a> \u5373\u53ef\u3002<strong>\u8be6\u7ec6\u6587\u6863\uff1a<\/strong>\u00a0https:\/\/www.modelscope.cn\/docs\/model-service\/API-Inference\/intro<\/p>\n<pre><code class=\"language-python hljs\"><span class=\"hljs-keyword\">from<\/span> openai <span class=\"hljs-keyword\">import<\/span> OpenAI\r\nclient = OpenAI(\r\n    api_key=<span class=\"hljs-string\">\"&lt;MODELSCOPE_SDK_TOKEN&gt;\"<\/span>, <span class=\"hljs-comment\"># ModelScope Token<\/span>\r\n    base_url=<span class=\"hljs-string\">\"https:\/\/api-inference.modelscope.cn\/v1\"<\/span>\r\n)\r\n\r\n\r\nresponse = client.chat.completions.create(\r\n    model=<span class=\"hljs-string\">\"Qwen\/Qwen2.5-VL-72B-Instruct\"<\/span>, <span class=\"hljs-comment\"># ModelScope Model-Id<\/span>\r\n    messages = [\r\n        {\r\n            <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>,\r\n            <span class=\"hljs-string\">\"content\"<\/span>: [\r\n                {\r\n                    <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"image_url\"<\/span>,\r\n                    <span class=\"hljs-string\">\"image_url\"<\/span>: {<span class=\"hljs-string\">\"url\"<\/span>: <span class=\"hljs-string\">\"https:\/\/modelscope.oss-cn-beijing.aliyuncs.com\/demo\/images\/bird-vl.jpg\"<\/span>}\r\n                },\r\n                {   <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"text\"<\/span>,\r\n                    <span class=\"hljs-string\">\"text\"<\/span>: <span class=\"hljs-string\">\"Count the number of birds in the figure, including those that are only showing their heads. To ensure accuracy, first detect their key points, then give the total number.\"<\/span>\r\n                },\r\n            ],\r\n        }\r\n    ],\r\n    stream=<span class=\"hljs-literal\">True<\/span>\r\n    )\r\n<\/code><\/pre>\n<p><strong>Notebook \u4f7f\u7528\u672c\u5730\u6a21\u578b\uff1a<\/strong>\u00a0\u8bf7\u9009\u62e9 GPU \u673a\u578b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/86267bbe88247ed.png\" alt=\"alt text\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_52\">\u7ed3\u8bed\uff1a\u6b22\u8fce\u4f53\u9a8c\uff0c\u5171\u521b\u672a\u6765<\/h2>\n<p>\u672a\u6765\uff0cQwen \u56e2\u961f\u5c06\u6301\u7eed\u66f4\u65b0\u548c\u6269\u5c55\u8fd9\u4e9b Notebook \u793a\u4f8b\uff0c\u878d\u5165\u66f4\u591a\u5b9e\u7528\u529f\u80fd\u548c\u5e94\u7528\u573a\u666f\uff0c\u529b\u6c42\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\u3002 \u6b22\u8fce\u8bbf\u95ee Qwen2.5-VL \u7684 GitHub \u4ed3\u5e93\u6216 ModelScope \u9b54\u642d\u5e73\u53f0\uff0c\u4f53\u9a8c\u8fd9\u4e9b Notebook \u793a\u4f8b\uff0c\u5e76\u5206\u4eab\u60a8\u7684\u4f7f\u7528\u5fc3\u5f97\u4e0e\u521b\u65b0\u5e94\u7528\uff01Qwen \u56e2\u961f\u671f\u5f85\u4e0e\u60a8\u4e00\u540c\u63a2\u7d22 Qwen2.5-VL \u7684\u66f4\u591a\u53ef\u80fd\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0cQwen \u56e2\u961f\u9686\u91cd\u63a8\u51fa\u4e86\u4e00\u7cfb\u5217\u00a0Qwen2.5-VL \u7528\u4f8b Notebook \u793a\u4f8b\uff0c\u5168\u9762\u5c55\u793a\u4e86\u672c\u5730\u6a21\u578b\u548c API \u7684\u5f3a\u5927\u529f\u80fd\u3002 \u8fd9\u6279\u7cbe\u5fc3\u6253\u9020\u7684 Notebook \u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u7528\u6237\u66f4\u6df1\u5165\u5730\u4e86\u89e3 Qwen2.5-VL \u5f3a\u5927\u7684\u89c6\u89c9\u7406\u89e3\u80fd&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[182],"tags":[],"class_list":["post-21227","post","type-post","status-publish","format-standard","hentry","category-shicao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21227","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=21227"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21227\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=21227"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=21227"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=21227"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}