{"id":29339,"date":"2025-03-25T15:57:27","date_gmt":"2025-03-25T07:57:27","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29339"},"modified":"2025-03-25T15:57:27","modified_gmt":"2025-03-25T07:57:27","slug":"quanxin-qwen25-vl-32","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/quanxin-qwen25-vl-32\/","title":{"rendered":"\u5168\u65b0 Qwen2.5-VL-32B-Instruct \u591a\u6a21\u6001\u6a21\u578b\u53d1\u5e03\uff0c\u6027\u80fd\u8d8572B\uff01"},"content":{"rendered":"<p>\u8fd1\u65e5\uff0c\u5907\u53d7\u77a9\u76ee\u7684 <a href=\"https:\/\/www.kdjingpai.com\/ja\/qwen25-vl\/\">Qwen2.5-VL<\/a> \u7cfb\u5217\u6a21\u578b\u518d\u6dfb\u65b0\u6210\u5458\u2014\u2014\u00a0Qwen2.5-VL-32B-Instruct\u00a0\u6b63\u5f0f\u5f00\u6e90\u53d1\u5e03\u3002\u8fd9\u6b3e 320 \u4ebf\u53c2\u6570\u89c4\u6a21\u7684\u591a\u6a21\u6001\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u7ee7\u627f Qwen2.5-VL \u7cfb\u5217\u4f18\u52bf\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b49\u6280\u672f\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u5b9e\u73b0\u4e86\u6027\u80fd\u7684\u663e\u8457\u63d0\u5347\uff0c\u5c24\u5176\u5728\u590d\u6742\u63a8\u7406\u548c\u7528\u6237\u4f53\u9a8c\u65b9\u9762\u8868\u73b0\u7a81\u51fa\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u636e\u4e86\u89e3\uff0c\u4eca\u5e74\u4e00\u6708\u5e95\uff0c Qwen \u56e2\u961f\u63a8\u51fa\u4e86 Qwen2.5-VL \u7cfb\u5217\u6a21\u578b\uff0c\u5e76\u8fc5\u901f\u83b7\u5f97\u793e\u533a\u7684\u5e7f\u6cdb\u5173\u6ce8\u548c\u79ef\u6781\u53cd\u9988\u3002\u4e3a\u4e86\u54cd\u5e94\u793e\u533a\u7684\u671f\u5f85\uff0c\u5e76\u6301\u7eed\u63a8\u52a8\u591a\u6a21\u6001\u6a21\u578b\u6280\u672f\u7684\u53d1\u5c55\uff0c\u56e2\u961f\u5728 Qwen2.5-VL \u7cfb\u5217\u7684\u57fa\u7840\u4e0a\uff0c\u5386\u65f6\u6570\u6708\u7cbe\u5fc3\u6253\u78e8\uff0c\u6700\u7ec8\u63a8\u51fa\u4e86\u8fd9\u6b3e\u5168\u65b0\u7684 Qwen2.5-VL-32B-Instruct \u6a21\u578b\uff0c\u5e76\u91c7\u7528 Apache 2.0 \u534f\u8bae\u8fdb\u884c\u5f00\u6e90\uff0c\u65e8\u5728\u60e0\u53ca\u66f4\u5e7f\u6cdb\u7684\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6027\u80fd\u8dc3\u5347\uff0c\u591a\u9879\u6307\u6807\u8d85\u8d8a\u524d\u4ee3\u53ca\u540c\u7c7b\u6a21\u578b<\/h2>\n<p>\u5b98\u65b9\u6570\u636e\u663e\u793a\uff0cQwen2.5-VL-32B-Instruct \u6a21\u578b\u76f8\u8f83\u4e8e\u6b64\u524d\u53d1\u5e03\u7684 Qwen2.5-VL \u7cfb\u5217\uff0c\u5728\u591a\u4e2a\u5173\u952e\u6027\u80fd\u6307\u6807\u4e0a\u5b9e\u73b0\u4e86\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5728\u7528\u6237\u4e3b\u89c2\u504f\u597d\u65b9\u9762\uff0c\u65b0\u6a21\u578b\u901a\u8fc7\u8c03\u6574\u8f93\u51fa\u98ce\u683c\uff0c\u4f7f\u5f97\u56de\u590d\u5185\u5bb9\u66f4\u52a0\u8be6\u5b9e\uff0c\u683c\u5f0f\u66f4\u4e3a\u89c4\u8303\uff0c\u66f4\u8d34\u5408\u4eba\u7c7b\u7684\u9605\u8bfb\u4e60\u60ef\u548c\u504f\u597d\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u5c06\u83b7\u5f97\u66f4\u6d41\u7545\u3001\u66f4\u81ea\u7136\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5728\u6570\u5b66\u63a8\u7406\u80fd\u529b\u65b9\u9762\uff0cQwen2.5-VL-32B-Instruct \u6a21\u578b\u5728\u590d\u6742\u6570\u5b66\u95ee\u9898\u6c42\u89e3\u7684\u51c6\u786e\u6027\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u6b65\u3002\u8fd9\u8868\u660e\u8be5\u6a21\u578b\u5728\u903b\u8f91\u63a8\u7406\u548c\u8ba1\u7b97\u80fd\u529b\u4e0a\u5f97\u5230\u4e86\u6709\u6548\u589e\u5f3a\uff0c\u80fd\u591f\u66f4\u597d\u5730\u5e94\u5bf9\u9700\u8981\u6df1\u5165\u601d\u8003\u548c\u7cbe\u786e\u8ba1\u7b97\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u56fe\u50cf\u7ec6\u7c92\u5ea6\u7406\u89e3\u4e0e\u63a8\u7406\u65b9\u9762\uff0cQwen2.5-VL-32B-Instruct \u6a21\u578b\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u5b9e\u529b\u3002\u65e0\u8bba\u662f\u5728\u56fe\u50cf\u89e3\u6790\u7684\u7cbe\u5ea6\u3001\u5185\u5bb9\u8bc6\u522b\u7684\u5e7f\u5ea6\uff0c\u8fd8\u662f\u89c6\u89c9\u903b\u8f91\u63a8\u5bfc\u7684\u6df1\u5ea6\u4e0a\uff0c\u65b0\u6a21\u578b\u90fd\u8868\u73b0\u51fa\u4e86\u66f4\u9ad8\u7684\u6c34\u51c6\uff0c\u80fd\u591f\u66f4\u51c6\u786e\u3001\u66f4\u7ec6\u81f4\u5730\u5206\u6790\u56fe\u50cf\u4fe1\u606f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u73b0 Qwen2.5-VL-32B-Instruct \u6a21\u578b\u7684\u6027\u80fd\u4f18\u52bf\uff0c\u5b98\u65b9\u8fd8\u5c06\u5176\u4e0e\u4e1a\u5185\u9886\u5148\u7684\u540c\u89c4\u6a21\u6a21\u578b\uff0c\u5305\u62ec Mistral-Small-3.1-24B \u548c Gemma-3-27B-IT \u8fdb\u884c\u4e86\u5bf9\u6bd4\u6d4b\u8bd5\u3002\u7ed3\u679c\u663e\u793a\uff0cQwen2.5-VL-32B-Instruct \u6a21\u578b\u5728\u591a\u9879\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u5747\u8868\u73b0\u51fa\u660e\u663e\u7684\u4f18\u52bf\uff0c\u90e8\u5206\u6307\u6807\u751a\u81f3\u8d85\u8d8a\u4e86\u66f4\u5927\u89c4\u6a21\u7684 Qwen2-VL-72B-Instruct \u6a21\u578b\u3002\u5c24\u5176\u662f\u5728 MMMU\u3001MMMU-Pro \u548c MathVista \u7b49\u5f3a\u8c03\u590d\u6742\u591a\u6b65\u9aa4\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\uff0cQwen2.5-VL-32B-Instruct \u6a21\u578b\u7684\u7a81\u51fa\u8868\u73b0\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u800c\u5728\u6ce8\u91cd\u7528\u6237\u4e3b\u89c2\u4f53\u9a8c\u7684 MM-MT-Bench \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u8be5\u6a21\u578b\u4e5f\u76f8\u8f83\u4e8e\u524d\u4ee3 Qwen2-VL-72B-Instruct \u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u6b65\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29340\" title=\"\u5168\u65b0 Qwen2.5-VL-32B-Instruct \u591a\u6a21\u6001\u6a21\u578b\u53d1\u5e03\uff0c\u6027\u80fd\u8d8572B\uff01-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/6888e17330cd670.jpg\" alt=\"\u5168\u65b0 Qwen2.5-VL-32B-Instruct \u591a\u6a21\u6001\u6a21\u578b\u53d1\u5e03\uff0c\u6027\u80fd\u8d8572B\uff01-1\" width=\"2560\" height=\"1380\" \/><\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cQwen2.5-VL-32B-Instruct \u6a21\u578b\u4e0d\u4ec5\u5728\u89c6\u89c9\u80fd\u529b\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5728\u7eaf\u6587\u672c\u80fd\u529b\u65b9\u9762\u4e5f\u8fbe\u5230\u4e86\u540c\u89c4\u6a21\u6a21\u578b\u7684\u6700\u4f18\u6c34\u5e73\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29341\" title=\"\u5168\u65b0 Qwen2.5-VL-32B-Instruct \u591a\u6a21\u6001\u6a21\u578b\u53d1\u5e03\uff0c\u6027\u80fd\u8d8572B\uff01-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/e54c7194eed5125.jpg\" alt=\"\u5168\u65b0 Qwen2.5-VL-32B-Instruct \u591a\u6a21\u6001\u6a21\u578b\u53d1\u5e03\uff0c\u6027\u80fd\u8d8572B\uff01-2\" width=\"2560\" height=\"1442\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u6280\u672f\u4eae\u70b9\uff1a\u52a8\u6001\u5206\u8fa8\u7387\u3001\u9ad8\u6548\u89c6\u89c9\u7f16\u7801\u5668<\/h2>\n<p>Qwen2.5-VL \u7cfb\u5217\u6a21\u578b\u5728\u6280\u672f\u67b6\u6784\u4e0a\u4e5f\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u521b\u65b0\u5347\u7ea7\u3002<\/p>\n<p>\u5728\u89c6\u9891\u7406\u89e3\u65b9\u9762\uff0c\u6a21\u578b\u91c7\u7528\u4e86\u52a8\u6001\u5206\u8fa8\u7387\u548c\u5e27\u7387\u8bad\u7ec3\u6280\u672f\uff0c\u901a\u8fc7\u5f15\u5165\u52a8\u6001 FPS \u91c7\u6837\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u7406\u89e3\u4e0d\u540c\u91c7\u6837\u7387\u7684\u89c6\u9891\u5185\u5bb9\u3002\u540c\u65f6\uff0c\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u66f4\u65b0\u4e86 mRoPE (\u591a\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801)\uff0c\u5e76\u7ed3\u5408 IDs \u548c\u7edd\u5bf9\u65f6\u95f4\u5bf9\u9f50\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u65f6\u95f4\u5e8f\u5217\u548c\u901f\u5ea6\u4fe1\u606f\uff0c\u4ece\u800c\u5177\u5907\u6355\u6349\u89c6\u9891\u5173\u952e\u65f6\u523b\u7684\u80fd\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29342\" title=\"\u5168\u65b0 Qwen2.5-VL-32B-Instruct \u591a\u6a21\u6001\u6a21\u578b\u53d1\u5e03\uff0c\u6027\u80fd\u8d8572B\uff01-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d4372df8acbee1c.jpeg\" alt=\"\u5168\u65b0 Qwen2.5-VL-32B-Instruct \u591a\u6a21\u6001\u6a21\u578b\u53d1\u5e03\uff0c\u6027\u80fd\u8d8572B\uff01-3\" width=\"2560\" height=\"1677\" \/><\/p>\n<p>\u5728\u89c6\u89c9\u7f16\u7801\u5668\u65b9\u9762\uff0cQwen2.5-VL \u7cfb\u5217\u6a21\u578b\u91c7\u7528\u4e86\u7cbe\u7b80\u9ad8\u6548\u7684 Vision Encoder\u3002\u901a\u8fc7\u5728 ViT (Vision <a href=\"https:\/\/www.kdjingpai.com\/ja\/transformer\/\">Transformer<\/a>) \u4e2d\u7b56\u7565\u6027\u5730\u5f15\u5165\u7a97\u53e3\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5e76\u7ed3\u5408 SwiGLU \u548c RMSNorm \u7b49\u4f18\u5316\u624b\u6bb5\uff0c\u4f7f\u5f97 ViT \u67b6\u6784\u4e0e Qwen2.5 LLM \u7684\u7ed3\u6784\u66f4\u52a0\u4e00\u81f4\uff0c\u4ece\u800c\u6709\u6548\u63d0\u5347\u4e86\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u901f\u5ea6\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5f00\u6e90\u666e\u60e0\uff0c\u52a9\u529b\u591a\u6a21\u6001\u5e94\u7528\u521b\u65b0<\/h2>\n<p>Qwen2.5-VL-32B-Instruct \u6a21\u578b\u7684\u5f00\u6e90\u53d1\u5e03\uff0c\u65e0\u7591\u5c06\u4e3a\u591a\u6a21\u6001\u89c6\u89c9\u8bed\u8a00\u9886\u57df\u6ce8\u5165\u65b0\u7684\u6d3b\u529b\u3002\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u57fa\u4e8e\u8be5\u6a21\u578b\uff0c\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u7814\u7a76\u548c\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u5f00\u53d1\uff0c\u4f8b\u5982\u56fe\u50cf\u548c\u89c6\u9891\u5185\u5bb9\u7406\u89e3\u3001\u667a\u80fd Agent\u3001\u8de8\u6a21\u6001\u5185\u5bb9\u751f\u6210\u7b49\u3002<\/p>\n<p>\u76ee\u524d\uff0cQwen2.5-VL-32B-Instruct \u6a21\u578b\u5df2\u5728 Hugging Face Transformers \u548c ModelScope \u7b49\u5e73\u53f0\u4e0a\u7ebf\uff0c\u5e76\u63d0\u4f9b\u8be6\u7ec6\u7684\u4ee3\u7801\u793a\u4f8b\u548c\u4f7f\u7528\u6307\u5357\uff0c\u65b9\u4fbf\u7528\u6237\u5feb\u901f\u4e0a\u624b\u4f53\u9a8c\u3002Qwen \u56e2\u961f\u4e5f\u8868\u793a\uff0c\u5c06\u6301\u7eed\u5173\u6ce8\u793e\u533a\u53cd\u9988\uff0c\u4e0d\u65ad\u4f18\u5316\u548c\u5b8c\u5584 Qwen2.5-VL \u7cfb\u5217\u6a21\u578b\uff0c\u4e3a\u63a8\u52a8\u591a\u6a21\u6001\u6280\u672f\u7684\u53d1\u5c55\u8d21\u732e\u529b\u91cf\u3002<\/p>\n<p>\u5bf9\u4e8e\u5e0c\u671b\u4f53\u9a8c Qwen2.5-VL-32B-Instruct \u6a21\u578b\u7684\u7528\u6237\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5feb\u901f\u5f00\u59cb\uff1a<\/p>\n<p><strong>\u73af\u5883\u914d\u7f6e<\/strong><\/p>\n<p>\u5efa\u8bae\u7528\u6237\u4ece\u6e90\u7801\u6784\u5efa transformers \u5e93\uff0c\u4ee5\u786e\u4fdd\u517c\u5bb9\u6027\uff1a<\/p>\n<pre><code>pip install git+https:\/\/github.com\/huggingface\/transformers accelerate<\/code><\/pre>\n<p>\u5feb\u901f\u4e0a\u624b\u4ee3\u7801\u793a\u4f8b (\u4f7f\u7528 \ud83e\udd17 Transformers):<\/p>\n<pre><code>from transformers import Qwen2_5_VLForConditionalGeneration, AutoTokenizer, AutoProcessor\r\nfrom qwen_vl_utils import process_vision_info\r\n# \u52a0\u8f7d\u6a21\u578b\r\nmodel = Qwen2_5_VLForConditionalGeneration.from_pretrained(\r\n\"Qwen\/Qwen2.5-VL-32B-Instruct\", torch_dtype=\"auto\", device_map=\"auto\"\r\n)\r\n# \u52a0\u8f7d processor\r\nprocessor = AutoProcessor.from_pretrained(\"Qwen\/Qwen2.5-VL-32B-Instruct\")\r\n# \u6784\u5efa messages\r\nmessages = [\r\n{\r\n\"role\": \"user\",\r\n\"content\": [\r\n{\r\n\"type\": \"image\",\r\n\"image\": \"https:\/\/qianwen-res.oss-cn-beijing.aliyuncs.com\/Qwen-VL\/assets\/demo.jpeg\",\r\n},\r\n{\"type\": \"text\", \"text\": \"Describe this image.\"},\r\n],\r\n}\r\n]\r\n# \u9884\u5904\u7406\r\ntext = processor.apply_chat_template(\r\nmessages, tokenize=False, add_generation_prompt=True\r\n)\r\nimage_inputs, video_inputs = process_vision_info(messages)\r\ninputs = processor(\r\ntext=[text],\r\nimages=image_inputs,\r\nvideos=video_inputs,\r\npadding=True,\r\nreturn_tensors=\"pt\",\r\n)\r\ninputs = inputs.to(\"cuda\")\r\n# \u6a21\u578b\u63a8\u7406\r\ngenerated_ids = model.generate(**inputs, max_new_tokens=128)\r\ngenerated_ids_trimmed = [\r\nout_ids[len(in_ids) :] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)\r\n]\r\noutput_text = processor.batch_decode(\r\ngenerated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False\r\n)\r\nprint(output_text)\r\n<\/code><\/pre>\n<p>Qwen2.5-VL-32B-Instruct \u6a21\u578b\u7684\u53d1\u5e03\uff0c\u65e0\u7591\u4e3a\u591a\u6a21\u6001\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u9886\u57df\u5e26\u6765\u4e86\u65b0\u7684\u7a81\u7834\uff0c\u5176\u5728\u6027\u80fd\u3001\u6280\u672f\u548c\u5f00\u6e90\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u6709\u671b\u52a0\u901f\u591a\u6a21\u6001\u6280\u672f\u7684\u666e\u53ca\u548c\u5e94\u7528\uff0c\u503c\u5f97\u4e1a\u754c\u6301\u7eed\u5173\u6ce8\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0c\u5907\u53d7\u77a9\u76ee\u7684 Qwen2.5-VL \u7cfb\u5217\u6a21\u578b\u518d\u6dfb\u65b0\u6210\u5458\u2014\u2014\u00a0Qwen2.5-VL-32B-Instruct\u00a0\u6b63\u5f0f\u5f00\u6e90\u53d1\u5e03\u3002\u8fd9\u6b3e 320 \u4ebf\u53c2\u6570\u89c4\u6a21\u7684\u591a\u6a21\u6001\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u7ee7\u627f Qwen2.5-VL \u7cfb\u5217\u4f18\u52bf\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b49\u6280\u672f\u8fdb&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-29339","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/29339","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=29339"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/29339\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=29339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=29339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=29339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}