{"id":600,"date":"2024-08-18T17:40:28","date_gmt":"2024-08-18T09:40:28","guid":{"rendered":"http:\/\/mapleleaf666.vip\/?p=600"},"modified":"2024-08-18T17:40:28","modified_gmt":"2024-08-18T09:40:28","slug":"%e4%b9%a6%e7%94%9f%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ae%9e%e6%88%98%e8%90%a5-opencompass-%e8%af%84%e6%b5%8b-internlm-1-8b-%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"http:\/\/mapleleaf666.vip\/?p=600","title":{"rendered":"\u4e66\u751f\u5927\u6a21\u578b\u5b9e\u6218\u8425\u2014\u2014OpenCompass \u8bc4\u6d4b InternLM-1.8B \u5b9e\u8df5"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u672c\u6587\u53c2\u8003\u5b9e\u6218\u8425\u63d0\u4f9b\u7684\u6559\u7a0b\uff1a<a href=\"https:\/\/github.com\/InternLM\/Tutorial\/blob\/camp3\/docs\/L1\/OpenCompass\/readme.md\">Tutorial\/docs\/L1\/OpenCompass\/readme.md at camp3 \u00b7 InternLM\/Tutorial (github.com)<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u57fa\u7840\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 OpenCompass \u8bc4\u6d4b internlm2-chat-1.8b \u6a21\u578b\u5728 ceval \u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd<\/li>\n<\/ul>\n\n\n\n<p>\u8fdb\u9636\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 OpenCompass \u8fdb\u884c\u4e3b\u89c2\u8bc4\u6d4b<\/li>\n\n\n\n<li>\u4f7f\u7528 OpenCompass \u8bc4\u6d4b InternLM2-Chat-1.8B \u6a21\u578b\u4f7f\u7528 LMDeploy\u90e8\u7f72\u540e\u5728 ceval \u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd<\/li>\n\n\n\n<li>\u4f7f\u7528 OpenCompass \u8fdb\u884c\u8c03\u7528API\u8bc4\u6d4b<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">1 \u5927\u6a21\u578b\u8bc4\u6d4b<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/12\/dSIjWfvrGP57JA4.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/12\/dSIjWfvrGP57JA4.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"framework-cn\"\/><\/div><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6839\u636e\u6a21\u578b\u7c7b\u578b\u4e0d\u540c\u8fdb\u884c\u5212\u5206\uff1a\u6bd4\u5982\u57fa\u5ea7\u6a21\u578b\u4e0e\u5bf9\u8bdd\u6a21\u578b<\/li>\n\n\n\n<li>\u6839\u636e\u6a21\u578b\u95ee\u9898\u662f\u5426\u6709\u56fa\u5b9a\u7b54\u6848\uff0c\u5212\u5206\u4e3a\uff1a\u5ba2\u89c2\u95ee\u7b54\u9898\u3001\u5ba2\u89c2\u9009\u62e9\u9898\u3001\u5f00\u653e\u5f0f\u4e3b\u89c2\u9898\uff08\u9700\u8981\u5f15\u5165\u4eba\u7c7b\u8bc4\u6d4b\u548c\u6a21\u578b\u8bc4\u6d4b\u4e24\u79cd\u65b9\u6cd5\uff09<\/li>\n\n\n\n<li>\u957f\u6587\u672c\u8bc4\u6d4b\uff1a\u4f8b\u5982\u68c0\u6d4b\u6a21\u578b\u662f\u5426\u4f1a\u5728\u957f\u6587\u672c\u4e2d\u9014\u63d2\u5165\u65e0\u5173\u7684\u8bed\u53e5<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">2 OpenCompass\u6982\u89c8<\/h2>\n\n\n\n<p><a href=\"https:\/\/opencompass.org.cn\/home\">OpenCompass<\/a>\u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u9636\u6bb5\uff1a\u914d\u7f6e -&gt; \u63a8\u7406 -&gt; \u8bc4\u4f30 -&gt; \u53ef\u89c6\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u914d\u7f6e\uff1a\u8fd9\u662f\u6574\u4e2a\u5de5\u4f5c\u6d41\u7684\u8d77\u70b9\u3002\u60a8\u9700\u8981\u914d\u7f6e\u6574\u4e2a\u8bc4\u4f30\u8fc7\u7a0b\uff0c\u9009\u62e9\u8981\u8bc4\u4f30\u7684\u6a21\u578b\u548c\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u9009\u62e9\u8bc4\u4f30\u7b56\u7565\u3001\u8ba1\u7b97\u540e\u7aef\u7b49\uff0c\u5e76\u5b9a\u4e49\u663e\u793a\u7ed3\u679c\u7684\u65b9\u5f0f\u3002<\/li>\n\n\n\n<li>\u63a8\u7406\u4e0e\u8bc4\u4f30\uff1a\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0cOpenCompass \u5c06\u4f1a\u5f00\u59cb\u5bf9\u6a21\u578b\u548c\u6570\u636e\u96c6\u8fdb\u884c\u5e76\u884c\u63a8\u7406\u548c\u8bc4\u4f30\u3002\u63a8\u7406\u9636\u6bb5\u4e3b\u8981\u662f\u8ba9\u6a21\u578b\u4ece\u6570\u636e\u96c6\u4ea7\u751f\u8f93\u51fa\uff0c\u800c\u8bc4\u4f30\u9636\u6bb5\u5219\u662f\u8861\u91cf\u8fd9\u4e9b\u8f93\u51fa\u4e0e\u6807\u51c6\u7b54\u6848\u7684\u5339\u914d\u7a0b\u5ea6\u3002\u8fd9\u4e24\u4e2a\u8fc7\u7a0b\u4f1a\u88ab\u62c6\u5206\u4e3a\u591a\u4e2a\u540c\u65f6\u8fd0\u884c\u7684\u201c\u4efb\u52a1\u201d\u4ee5\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u53ef\u89c6\u5316\uff1a\u8bc4\u4f30\u5b8c\u6210\u540e\uff0cOpenCompass \u5c06\u7ed3\u679c\u6574\u7406\u6210\u6613\u8bfb\u7684\u8868\u683c\uff0c\u5e76\u5c06\u5176\u4fdd\u5b58\u4e3a CSV \u548c TXT \u6587\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3 \u73af\u5883\u914d\u7f6e<\/h2>\n\n\n\n<p>\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u914d\u7f6e\u73af\u5883\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>conda create -n opencompass python=3.10\nconda activate opencompass\nconda install pytorch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 pytorch-cuda=12.1 -c pytorch -c nvidia -y\n\n# \u6ce8\u610f\uff1a\u4e00\u5b9a\u8981\u5148 cd \/root\ncd \/root\ngit clone -b 0.2.4 https:\/\/github.com\/open-compass\/opencompass\ncd opencompass\npip install -e .\n\napt-get update\napt-get install cmake\npip install -r requirements.txt\npip install protobuf<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">4 \u6570\u636e\u51c6\u5907<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u8bc4\u6d4b\u6570\u636e\u96c6<\/h3>\n\n\n\n<p>\u9996\u5148\u6211\u4eec\u9700\u8981\u8bc4\u6d4b\u6570\u636e\u96c6\uff0c\u7531\u4e8e\u4f7f\u7528\u7684\u662fInternStudio\u5f00\u53d1\u673a\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728share\u6587\u4ef6\u5939\u4e2d\u83b7\u53d6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cp \/share\/temp\/datasets\/OpenCompassData-core-20231110.zip \/root\/opencompass\/unzip OpenCompassData-core-20231110.zip<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 InternLM\u548cceval \u76f8\u5173\u7684\u914d\u7f6e\u6587\u4ef6<\/h3>\n\n\n\n<p>\u901a\u8fc7\u4e0b\u9762\u547d\u4ee4\u53ef\u4ee5\u5217\u51fa\u6240\u6709\u8ddf InternLM \u53ca C-Eval \u76f8\u5173\u7684\u914d\u7f6e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python tools\/list_configs.py internlm ceval<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/12\/u8qgIQbCL3jWEe4.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/12\/u8qgIQbCL3jWEe4.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240812192226614\"\/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">5 \u5f00\u59cb\u8bc4\u6d4b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u547d\u4ee4\u884c\u8bc4\u6d4b<\/h3>\n\n\n\n<p>\u6b64\u8282\u4e3b\u8981\u901a\u8fc7\u547d\u4ee4\u884c\u8bc4\u6d4binternlm2-chat-1.8b \u6a21\u578b\u5728 ceval \u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd<\/p>\n\n\n\n<p>\u6253\u5f00 opencompass\u6587\u4ef6\u5939\u4e0bconfigs\/models\/hf_internlm\/\u7684<code>hf_internlm2_chat_1_8b.py<\/code> ,\u8d34\u5165\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from opencompass.models import HuggingFaceCausalLM\n\n\nmodels = &#91;\n    dict(\n        type=HuggingFaceCausalLM,\n        abbr='internlm2-1.8b-hf',\n        path=\"\/share\/new_models\/Shanghai_AI_Laboratory\/internlm2-chat-1_8b\",\n        tokenizer_path='\/share\/new_models\/Shanghai_AI_Laboratory\/internlm2-chat-1_8b',\n        model_kwargs=dict(\n            trust_remote_code=True,\n            device_map='auto',\n        ),\n        tokenizer_kwargs=dict(\n            padding_side='left',\n            truncation_side='left',\n            use_fast=False,\n            trust_remote_code=True,\n        ),\n        max_out_len=100,\n        min_out_len=1,\n        max_seq_len=2048,\n        batch_size=8,\n        run_cfg=dict(num_gpus=1, num_procs=1),\n    )\n]<\/code><\/pre>\n\n\n\n<p>\u8be5\u6bb5\u4ee3\u7801\u7684\u4f5c\u7528\u662f\u914d\u7f6e\u4e00\u4e2a Hugging Face \u7684\u56e0\u679c\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u63d0\u4f9b\u4e86\u5173\u4e8e\u6a21\u578b\u52a0\u8f7d\u3001\u5206\u8bcd\u5668\u914d\u7f6e\u3001\u8f93\u51fa\u957f\u5ea6\u3001\u5e8f\u5217\u957f\u5ea6\u3001\u6279\u5904\u7406\u5927\u5c0f\u3001\u4ee5\u53ca\u8fd0\u884c\u65f6\u786c\u4ef6\u914d\u7f6e\u7684\u8be6\u7ec6\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u8bc4\u6d4b InternLM2-Chat-1.8B \u6a21\u578b\u5728 C-Eval \u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u3002\u5728\u6b64\u4e4b\u524d\u6211\u4eec\u9700\u8981\u5148\u8c03\u6574\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#\u73af\u5883\u53d8\u91cf\u914d\u7f6e\nexport MKL_SERVICE_FORCE_INTEL=1\nexport MKL_THREADING_LAYER=GNU<\/code><\/pre>\n\n\n\n<p>\u7531\u4e8e OpenCompass \u9ed8\u8ba4\u5e76\u884c\u542f\u52a8\u8bc4\u4f30\u8fc7\u7a0b\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u7b2c\u4e00\u6b21\u8fd0\u884c\u65f6\u4ee5 &#8211;debug \u6a21\u5f0f\u542f\u52a8\u8bc4\u4f30\uff0c\u5e76\u68c0\u67e5\u662f\u5426\u5b58\u5728\u95ee\u9898\u3002\u5728 &#8211;debug \u6a21\u5f0f\u4e0b\uff0c\u4efb\u52a1\u5c06\u6309\u987a\u5e8f\u6267\u884c\uff0c\u5e76\u5b9e\u65f6\u6253\u5370\u8f93\u51fa\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python run.py --datasets ceval_gen --models hf_internlm2_chat_1_8b --debug<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\u65f6\u6548\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/12\/yGk673WUstuHYoz.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/12\/yGk673WUstuHYoz.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240812194046208\"\/><\/div><\/figure>\n\n\n\n<p>\u8bc4\u6d4b\u7ed3\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/12\/sjMt8UKJcGklVzH.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/12\/sjMt8UKJcGklVzH.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240812205137532\"\/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u914d\u7f6e\u6587\u4ef6\u4fee\u6539\u53c2\u6570\u6cd5\u8fdb\u884c\u8bc4\u6d4b<\/h3>\n\n\n\n<p>\u9664\u4e86\u901a\u8fc7\u547d\u4ee4\u884c\u914d\u7f6e\u5b9e\u9a8c\u5916\uff0cOpenCompass \u8fd8\u5141\u8bb8\u7528\u6237\u5728\u914d\u7f6e\u6587\u4ef6\u4e2d\u7f16\u5199\u5b9e\u9a8c\u7684\u5b8c\u6574\u914d\u7f6e\uff0c\u5e76\u901a\u8fc7 run.py \u76f4\u63a5\u8fd0\u884c\u5b83\u3002\u914d\u7f6e\u6587\u4ef6\u662f\u4ee5 Python \u683c\u5f0f\u7ec4\u7ec7\u7684\uff0c\u5e76\u4e14\u5fc5\u987b\u5305\u62ec datasets \u548c models \u5b57\u6bb5\u3002\u672c\u6b21\u6d4b\u8bd5\u914d\u7f6e\u5728 <code>configs<\/code>\u6587\u4ef6\u5939 \u4e2d\u3002\u6b64\u914d\u7f6e\u901a\u8fc7 \u7ee7\u627f\u673a\u5236 \u5f15\u5165\u6240\u9700\u7684\u6570\u636e\u96c6\u548c\u6a21\u578b\u914d\u7f6e\uff0c\u5e76\u4ee5\u6240\u9700\u683c\u5f0f\u7ec4\u5408 datasets \u548c models \u5b57\u6bb5\u3002 \u8fd0\u884c\u4ee5\u4e0b\u4ee3\u7801\uff0c\u5728configs\u6587\u4ef6\u5939\u4e0b\u521b\u5efa<code>eval_tutorial_demo.py<\/code><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd \/root\/opencompass\/configstouch eval_tutorial_demo.py<\/code><\/pre>\n\n\n\n<p>\u6253\u5f00<code>eval_tutorial_demo.py<\/code> \u8d34\u5165\u4ee5\u4e0b\u4ee3\u7801<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from mmengine.config import read_base\n\nwith read_base():\n    from .datasets.ceval.ceval_gen import ceval_datasets\n    from .models.hf_internlm.hf_internlm2_chat_1_8b import models as hf_internlm2_chat_1_8b_models\n\ndatasets = ceval_datasets\nmodels = hf_internlm2_chat_1_8b_models<\/code><\/pre>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8fd0\u884c\u4efb\u52a1\u65f6\uff0c\u6211\u4eec\u53ea\u9700\u5c06\u914d\u7f6e\u6587\u4ef6\u7684\u8def\u5f84\u4f20\u9012\u7ed9 run.py\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd \/root\/opencompass<br>python run.py configs\/eval_tutorial_demo.py --debug<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\u7ed3\u679c\u4e0e\u4e0a\u4e00\u8282\u7c7b\u4f3c<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u8fdb\u9636\u4efb\u52a1\uff08\u5f85\u66f4\u65b0\uff09<\/h3>\n\n\n\n<p>\u6b63\u5728\u52a0\u7d27\u5b8c\u6210\u4e2d&#8230;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u53c2\u8003\u5b9e\u6218\u8425\u63d0\u4f9b\u7684\u6559\u7a0b\uff1aTutorial\/docs\/L1\/OpenCompass\/readme.md at  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[35],"class_list":["post-600","post","type-post","status-publish","format-standard","hentry","category-note","tag-llm"],"_links":{"self":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/600","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=600"}],"version-history":[{"count":1,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/600\/revisions"}],"predecessor-version":[{"id":601,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/600\/revisions\/601"}],"wp:attachment":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=600"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=600"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=600"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}