{"id":31934,"date":"2025-06-30T17:12:12","date_gmt":"2025-06-30T09:12:12","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31934"},"modified":"2025-06-30T17:12:12","modified_gmt":"2025-06-30T09:12:12","slug":"baidufabu-ernie-4","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/baidufabu-ernie-4\/","title":{"rendered":"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784"},"content":{"rendered":"<p>\u767e\u5ea6\u4e8e 6 \u6708 30 \u65e5\u5ba3\u5e03\uff0c\u6b63\u5f0f\u5f00\u6e90\u5176\u6700\u65b0\u7684\u00a0<code>ERNIE 4.5<\/code>\u00a0\u5927\u89c4\u6a21\u591a\u6a21\u6001\u6a21\u578b\u5bb6\u65cf\u3002\u8be5\u7cfb\u5217\u5305\u542b 10 \u4e2a\u4e0d\u540c\u89c4\u6a21\u7684\u53d8\u4f53\uff0c\u5168\u9762\u62e5\u62b1\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\uff0c\u5e76\u63d0\u4f9b\u4ece\u6a21\u578b\u3001\u5f00\u53d1\u5957\u4ef6\u5230\u90e8\u7f72\u5de5\u5177\u7684\u5168\u6808\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u6240\u6709\u6a21\u578b\u5747\u5728\u00a0<code>Apache 2.0<\/code>\u00a0\u8bb8\u53ef\u4e0b\u5f00\u653e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31935\" title=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/06\/bce059749d61c1c.png\" alt=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-1\" width=\"2560\" height=\"1126\" \/><\/p>\n<h3>\u6280\u672f\u6838\u5fc3\uff1a\u4e13\u4e3a\u591a\u6a21\u6001\u8bbe\u8ba1\u7684\u5f02\u6784 MoE \u67b6\u6784<\/h3>\n<p>\u4e0e\u4e1a\u754c\u5e38\u89c1\u7684 MoE \u6a21\u578b\u4e0d\u540c\uff0c<code>ERNIE 4.5<\/code>\u00a0\u7684\u4e00\u4e2a\u663e\u8457\u7279\u70b9\u662f\u5176\u521b\u65b0\u7684\u201c\u591a\u6a21\u6001\u5f02\u6784 MoE\u201d\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002\u8be5\u67b6\u6784\u65e8\u5728\u8ba9\u6a21\u578b\u5728\u5904\u7406\u6587\u672c\u548c\u56fe\u50cf\u7b49\u591a\u6a21\u6001\u4fe1\u606f\u65f6\uff0c\u65e2\u80fd\u5171\u4eab\u901a\u7528\u53c2\u6570\uff0c\u4e5f\u4fdd\u7559\u4e86\u4e13\u95e8\u5904\u7406\u7279\u5b9a\u6a21\u6001\u4fe1\u606f\u7684\u72ec\u7acb\u53c2\u6570\u3002<\/p>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u7814\u53d1\u56e2\u961f\u8bbe\u8ba1\u4e86\u591a\u79cd\u6280\u672f\uff0c\u5305\u62ec\u6a21\u6001\u9694\u79bb\u8def\u7531\uff08modality-isolated routing\uff09\u3001\u8def\u7531\u5668\u6b63\u4ea4\u635f\u5931\uff08router orthogonal loss\uff09\u548c\u591a\u6a21\u6001\u4ee4\u724c\u5e73\u8861\u635f\u5931\uff08multimodal token-balanced loss\uff09\u3002\u8fd9\u4e9b\u8bbe\u8ba1\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u5728\u8054\u5408\u8bad\u7ec3\u671f\u95f4\uff0c\u786e\u4fdd\u6587\u672c\u548c\u89c6\u89c9\u4e24\u79cd\u6a21\u6001\u7684\u5b66\u4e60\u80fd\u591f\u76f8\u4e92\u4fc3\u8fdb\uff0c\u800c\u4e0d\u662f\u76f8\u4e92\u5e72\u6270\uff0c\u4ece\u800c\u5728\u4e0d\u727a\u7272\u6587\u672c\u4efb\u52a1\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u663e\u8457\u589e\u5f3a\u6a21\u578b\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u9664\u4e86\u6a21\u578b\u67b6\u6784\uff0c\u767e\u5ea6\u8fd8\u5f3a\u8c03\u4e86\u5176\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u4e0a\u7684\u6548\u7387\u4f18\u5316\u3002\u901a\u8fc7\u8282\u70b9\u5185\u4e13\u5bb6\u5e76\u884c\u3001\u5185\u5b58\u9ad8\u6548\u7684\u6d41\u6c34\u7ebf\u8c03\u5ea6\u3001FP8 \u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u4ee5\u53ca\u7ec6\u7c92\u5ea6\u91cd\u8ba1\u7b97\u7b49\u6280\u672f\uff0c\u5176\u6700\u5927\u89c4\u6a21\u7684\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u5b9e\u73b0\u4e86 47% \u7684\u6a21\u578b FLOPs \u5229\u7528\u7387\uff08MFU\uff09\u3002\u5728\u63a8\u7406\u7aef\uff0c<code>ERNIE 4.5<\/code>\u00a0\u91c7\u7528\u4e86\u591a\u4e13\u5bb6\u5e76\u884c\u534f\u4f5c\u548c\u5377\u79ef\u7f16\u7801\u91cf\u5316\u7b49\u7b97\u6cd5\uff0c\u5b9e\u73b0\u4e86 4-bit\/2-bit \u7684\u4f4e\u6bd4\u7279\u91cf\u5316\u3002<\/p>\n<h3>\u6027\u80fd\u8868\u73b0\uff1a\u4e0e\u4e1a\u754c\u9876\u5c16\u6a21\u578b\u7684\u591a\u7ef4\u5ea6\u5bf9\u6bd4<\/h3>\n<p>\u6839\u636e\u767e\u5ea6\u516c\u5e03\u7684\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff0c<code>ERNIE 4.5<\/code>\u00a0\u5728\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u7ade\u4e89\u529b\u3002<\/p>\n<p><strong>\u9884\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u6027\u80fd<\/strong><\/p>\n<p><code>ERNIE-4.5-300B-A47B-Base<\/code>\u00a0\u6a21\u578b\u5728 28 \u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684 22 \u4e2a\u4e0a\uff0c\u5176\u6027\u80fd\u8d85\u8d8a\u4e86\u00a0<code>DeepSeek-V3-671B-A37B-Base<\/code>\u3002\u8fd9\u8868\u660e\u8be5\u6a21\u578b\u5728\u901a\u7528\u6027\u3001\u63a8\u7406\u548c\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u4e0a\u5177\u5907\u9886\u5148\u6c34\u5e73\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31937\" title=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/06\/6ba4aa0f2ccfdec.png\" alt=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-2\" width=\"2457\" height=\"2560\" \/><\/p>\n<p><strong>\u6307\u4ee4\u5fae\u8c03\u540e\u6a21\u578b\u6027\u80fd<\/strong><\/p>\n<p>\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03\u540e\u7684\u00a0<code>ERNIE-4.5-300B-A47B<\/code>\u00a0\u6a21\u578b\u5728\u6307\u4ee4\u9075\u5faa\uff08IFEval\uff09\u548c\u77e5\u8bc6\u95ee\u7b54\uff08SimpleQA\uff09\u7b49\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u9876\u5c16\u5206\u6570\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31936\" title=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/06\/eb3e53d27511cf6.png\" alt=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-3\" width=\"2281\" height=\"2560\" \/><\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u53c2\u6570\u89c4\u6a21\u66f4\u5c0f\u7684\u00a0<code>ERNIE-4.5-21B-A3B<\/code>\u00a0\u6a21\u578b\uff0c\u5176\u603b\u53c2\u6570\u91cf\u7ea6\u662f\u00a0<code>Qwen3-30B<\/code>\u00a0\u7684 70%\uff0c\u4f46\u5728 BBH \u548c CMATH \u7b49\u6570\u5b66\u4e0e\u63a8\u7406\u57fa\u51c6\u4e0a\uff0c\u8868\u73b0\u4f18\u4e8e\u540e\u8005\uff0c\u5c55\u793a\u4e86\u8f83\u9ad8\u7684\u53c2\u6570\u6548\u7387\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31939\" title=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/06\/0332b4bd159cdb3.png\" alt=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-4\" width=\"2052\" height=\"2560\" \/><\/p>\n<p><strong>\u591a\u6a21\u6001\u6a21\u578b\u6027\u80fd<\/strong><\/p>\n<p><code>ERNIE 4.5<\/code>\u00a0\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u652f\u6301\u201c\u601d\u7ef4\u6a21\u5f0f (thinking mode)\u201d\u548c\u201c\u975e\u601d\u7ef4\u6a21\u5f0f (non-thinking mode)\u201d\u3002<\/p>\n<p>\u5728\u975e\u601d\u7ef4\u6a21\u5f0f\u4e0b\uff0c\u6a21\u578b\u4e13\u6ce8\u4e8e\u9ad8\u6548\u7684\u89c6\u89c9\u611f\u77e5\u3001\u6587\u6863\u548c\u56fe\u8868\u7406\u89e3\u3002\u800c\u5728\u601d\u7ef4\u6a21\u5f0f\u4e0b\uff0c\u6a21\u578b\u5728\u4fdd\u6301\u5f3a\u5927\u611f\u77e5\u80fd\u529b\u7684\u540c\u65f6\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5728\u00a0<code>MathVista<\/code>\u3001<code>MMMU<\/code>\u00a0\u7b49\u590d\u6742\u57fa\u51c6\u4e0a\u7684\u63a8\u7406\u80fd\u529b\u3002<code>ERNIE-4.5-VL<\/code>\u00a0\u7684\u8f7b\u91cf\u7ea7\u7248\u672c\u5728\u591a\u4e2a\u57fa\u51c6\u4e0a\uff0c\u5176\u8868\u73b0\u4e5f\u8db3\u4ee5\u5ab2\u7f8e\u751a\u81f3\u8d85\u8fc7\u4e86\u53c2\u6570\u91cf\u66f4\u5927\u7684\u00a0<code>Qwen2.5-VL-32B<\/code>\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31938\" title=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/06\/fd698d4291d85f6.png\" alt=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-5\" width=\"2403\" height=\"2560\" \/><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31940\" title=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/06\/68d5409f6348f7a.png\" alt=\"\u767e\u5ea6\u53d1\u5e03 ERNIE 4.5 \u6a21\u578b\u5bb6\u65cf\uff0c\u5168\u9762\u5f00\u6e90\u5e76\u4e3b\u6253\u5f02\u6784 MoE \u67b6\u6784-6\" width=\"2560\" height=\"2263\" \/><\/p>\n<h3>\u751f\u6001\u4e0e\u5de5\u5177\u94fe\uff1a<code>ERNIEKit<\/code>\u00a0\u548c\u00a0<code>FastDeploy<\/code><\/h3>\n<p><code>ERNIE 4.5<\/code>\u00a0\u6a21\u578b\u5bb6\u65cf\u57fa\u4e8e\u00a0<code>PaddlePaddle<\/code>\u00a0\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u8bad\u7ec3\uff0c\u540c\u65f6\u4e5f\u63d0\u4f9b\u4e86\u00a0<code>PyTorch<\/code>\u00a0\u517c\u5bb9\u7684\u7248\u672c\u3002\u767e\u5ea6\u6b64\u6b21\u53d1\u5e03\u4e86\u4e24\u4e2a\u6838\u5fc3\u5de5\u5177\uff0c\u65e8\u5728\u964d\u4f4e\u5f00\u53d1\u8005\u7684\u4f7f\u7528\u95e8\u69db\u3002<\/p>\n<ul>\n<li><strong>ERNIEKit\uff1a\u6a21\u578b\u5fae\u8c03\u4e0e\u5bf9\u9f50<\/strong>\n<p><code>ERNIEKit<\/code>\u00a0\u662f\u4e00\u4e2a\u5de5\u4e1a\u7ea7\u5f00\u53d1\u5de5\u5177\u5305\uff0c\u652f\u6301\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3001\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\u4ee5\u53ca\u00a0<code>LoRA<\/code>\u3001\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\uff08QAT\uff09\u548c\u8bad\u7ec3\u540e\u91cf\u5316\uff08PTQ\uff09\u7b49\u4e00\u7cfb\u5217\u4e3b\u6d41\u7684\u8bad\u7ec3\u548c\u538b\u7f29\u6280\u672f\u3002<\/p>\n<p>\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u547d\u4ee4\u884c\u5de5\u5177\u4e0b\u8f7d\u6a21\u578b\u5e76\u6267\u884c SFT \u6216 DPO \u4efb\u52a1\u3002<\/p>\n<pre><code># \u4e0b\u8f7d\u6a21\u578b\r\nhuggingface-cli download baidu\/ERNIE-4.5-300B-A47B-Base-Paddle \\\r\n--local-dir baidu\/ERNIE-4.5-300B-A47B-Base-Paddle\r\n# \u76d1\u7763\u5fae\u8c03 (SFT)\r\nerniekit train examples\/configs\/ERNIE-4.5-300B-A47B\/sft\/run_sft_wint8mix_lora_8k.yaml \\\r\nmodel_name_or_path=baidu\/ERNIE-4.5-300B-A47B-Base-Paddle\r\n<\/code><\/pre>\n<\/li>\n<li><strong>FastDeploy\uff1a\u9ad8\u6548\u6a21\u578b\u90e8\u7f72<\/strong>\n<p><code>FastDeploy<\/code>\u00a0\u662f\u4e00\u4e2a\u4e3a\u5927\u6a21\u578b\u8bbe\u8ba1\u7684\u9ad8\u6548\u90e8\u7f72\u5de5\u5177\u5305\uff0c\u5176 API \u517c\u5bb9\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/pt\/vllm\/\">vLLM<\/a><\/code>\u00a0\u548c\u00a0<code>OpenAI<\/code>\u00a0\u534f\u8bae\uff0c\u652f\u6301\u4e00\u952e\u5f0f\u670d\u52a1\u5316\u90e8\u7f72\u3002\u5b83\u4e3a\u00a0<code>ERNIE 4.5<\/code>\u00a0\u7684 MoE \u6a21\u578b\u63d0\u4f9b\u4e86\u5de5\u4e1a\u7ea7\u7684\u591a\u673a\u90e8\u7f72\u65b9\u6848\uff0c\u5e76\u96c6\u6210\u4e86\u4f4e\u6bd4\u7279\u91cf\u5316\u3001\u4e0a\u4e0b\u6587\u7f13\u5b58\u548c\u63a8\u6d4b\u89e3\u7801\u7b49\u52a0\u901f\u6280\u672f\u3002<\/p>\n<p>\u672c\u5730\u63a8\u7406\u793a\u4f8b\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><code>from fastdeploy import LLM, SamplingParams\r\nprompt = \"Write me a poem about large language model.\"\r\nsampling_params = SamplingParams(temperature=0.8, top_p=0.95)\r\nllm = LLM(model=\"baidu\/ERNIE-4.5-0.3B-Paddle\", max_model_len=32768)\r\noutputs = llm.generate(prompt, sampling_params)\r\n<\/code><\/pre>\n<p>\u670d\u52a1\u5316\u90e8\u7f72\u5219\u53ef\u4ee5\u901a\u8fc7\u4e00\u884c\u547d\u4ee4\u542f\u52a8\uff1a<\/p>\n<pre><code>python -m fastdeploy.entrypoints.openai.api_server \\\r\n--model \"baidu\/ERNIE-4.5-0.3B-Paddle\" \\\r\n--max-model-len 32768 \\\r\n--port 9904\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3>\u5f00\u6e90\u8bb8\u53ef\u4e0e\u5f15\u7528<\/h3>\n<p><code>ERNIE 4.5<\/code>\u00a0\u6a21\u578b\u9075\u5faa\u00a0<code>Apache License 2.0<\/code>\u00a0\u534f\u8bae\uff0c\u8be5\u8bb8\u53ef\u5141\u8bb8\u5546\u4e1a\u4f7f\u7528\u3002<\/p>\n<p>\u5982\u9700\u5728\u7814\u7a76\u4e2d\u5f15\u7528\uff0c\u53ef\u4f7f\u7528\u4ee5\u4e0b\u00a0<code>BibTeX<\/code>\u00a0\u683c\u5f0f\uff1a<\/p>\n<pre><code>@misc{ernie2025technicalreport,\r\ntitle={ERNIE 4.5 Technical Report},\r\nauthor={Baidu ERNIE Team},\r\nyear={2025},\r\neprint={},\r\narchivePrefix={arXiv},\r\nprimaryClass={cs.CL},\r\nurl={}\r\n}<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u767e\u5ea6\u4e8e 6 \u6708 30 \u65e5\u5ba3\u5e03\uff0c\u6b63\u5f0f\u5f00\u6e90\u5176\u6700\u65b0\u7684\u00a0ERNIE 4.5\u00a0\u5927\u89c4\u6a21\u591a\u6a21\u6001\u6a21\u578b\u5bb6\u65cf\u3002\u8be5\u7cfb\u5217\u5305\u542b 10 \u4e2a\u4e0d\u540c\u89c4\u6a21\u7684\u53d8\u4f53\uff0c\u5168\u9762\u62e5\u62b1\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\uff0c\u5e76\u63d0\u4f9b\u4ece\u6a21\u578b\u3001\u5f00\u53d1\u5957\u4ef6\u5230\u90e8\u7f72\u5de5\u5177\u7684\u5168\u6808\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u6240\u6709\u6a21\u578b\u5747\u5728\u00a0Apache 2&#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-31934","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/31934","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=31934"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/31934\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=31934"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=31934"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=31934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}