{"id":593,"date":"2024-08-12T16:46:39","date_gmt":"2024-08-12T08:46:39","guid":{"rendered":"http:\/\/mapleleaf666.vip\/?p=593"},"modified":"2024-08-12T16:46:39","modified_gmt":"2024-08-12T08:46:39","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-langgpt%e7%bb%93%e6%9e%84%e5%8c%96%e6%8f%90%e7%a4%ba%e8%af%8d%e7%bc%96%e5%86%99%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"http:\/\/mapleleaf666.vip\/?p=593","title":{"rendered":"\u4e66\u751f\u5927\u6a21\u578b\u5b9e\u6218\u8425\u2014\u2014LangGPT\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u7f16\u5199\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\/tree\/camp3\/docs\/L1\/Prompt\">Tutorial\/docs\/L1\/Prompt at camp3 \u00b7 InternLM\/Tutorial (github.com)<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u672c\u6b21\u4e3b\u8981\u76ee\u6807\u662f\u901a\u8fc7\u7f16\u5199LangGPT\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\uff0c\u4f18\u5316\u5927\u6a21\u578b\u7684\u6027\u80fd<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1 \u73af\u5883\u914d\u7f6e<\/h2>\n\n\n\n<p>\u9996\u5148\u9700\u8981\u91cd\u65b0\u521b\u5efa\u5408\u9002\u7684\u73af\u5883\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u521b\u5efa\u865a\u62df\u73af\u5883<br>conda create -n langgpt python=3.10 -y<\/code><\/pre>\n\n\n\n<p>\u5e76\u5b89\u88c5\u5fc5\u8981\u7684\u5e93\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5b89\u88c5\u4e00\u4e9b\u5fc5\u8981\u7684\u5e93<br>conda install pytorch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 pytorch-cuda=12.1 -c pytorch -c nvidia -y<br>\u200b<br># \u5b89\u88c5\u5176\u4ed6\u4f9d\u8d56<br>pip install transformers==4.43.3 streamlit==1.37.0 huggingface_hub==0.24.3 openai==1.37.1 lmdeploy==0.5.2<\/code><\/pre>\n\n\n\n<p>\u5e76\u5b89\u88c5\u5fc5\u8981\u7684\u8f6f\u4ef6tmux\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>apt-get install tmux<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>tmux\uff08terminal multiplexer\uff09\u662f\u4e00\u4e2a\u7ec8\u7aef\u590d\u7528\u5668\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u5728\u4e00\u4e2a\u5355\u4e00\u7684\u7ec8\u7aef\u4f1a\u8bdd\u4e2d\u8fd0\u884c\u591a\u4e2a\u7ec8\u7aef\u4f1a\u8bdd\uff0c\u5e76\u652f\u6301\u591a\u7a97\u53e3\u3001\u591a\u9762\u677f\u3001\u4f1a\u8bdd\u7ba1\u7406\u7b49\u529f\u80fd\u3002\u901a\u8fc7 tmux\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u4e00\u4e2a\u7ec8\u7aef\u5185\u521b\u5efa\u591a\u4e2a\u7a97\u53e3\u548c\u9762\u677f\uff0c\u6bcf\u4e2a\u7a97\u53e3\u548c\u9762\u677f\u90fd\u53ef\u4ee5\u72ec\u7acb\u8fd0\u884c\u4e0d\u540c\u7684\u4efb\u52a1\u548c\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">2 \u6a21\u578b\u90e8\u7f72<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u90e8\u7f72\u6a21\u578b\u4e3aOpenAI server<\/h3>\n\n\n\n<p>\u672c\u6b21\u6211\u4eec\u5c06\u57fa\u4e8eLMDeploy\u5c06\u5f00\u6e90\u7684InternLM2-chat-1_8b\u6a21\u578b\u90e8\u7f72\u4e3aOpenAI\u683c\u5f0f\u7684\u901a\u7528\u63a5\u53e3\u3002\u7531\u4e8e\u9879\u76ee\u4f7f\u7528\u7684\u662fintern-studio\u5f00\u53d1\u673a\uff0c\u5f00\u53d1\u673a\u63d0\u4f9b\u4e86\u76f8\u5173\u7684\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u5728\u4ee5\u4e0b\u8def\u5f84\u83b7\u5f97\u6a21\u578b\uff08\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8f6f\u8fde\u63a5\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/share\/new_models\/Shanghai_AI_Laboratory\/internlm2-chat-1_8b<\/code><\/pre>\n\n\n\n<p>\u7531\u4e8e\u6a21\u578b\u90e8\u7f72\u7684\u670d\u52a1\u9700\u8981\u6301\u7eed\u8fd0\u884c\uff0c\u6211\u4eec\u91c7\u7528tmux\u5f00\u542f\u4e00\u4e2a\u7a97\u53e3\u6765\u8fd0\u884c\u670d\u52a1<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>tmux new -t langgpt<\/code><\/pre>\n\n\n\n<p>\u8fdb\u5165\u7a97\u53e3\u540e\uff0c\u6211\u4eec\u91c7\u7528\u4e0b\u9762\u7684\u547d\u4ee4\u901a\u8fc7LMDeploy\u90e8\u7f72\u6a21\u578b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>CUDA_VISIBLE_DEVICES=0 lmdeploy serve api_server \/share\/new_models\/Shanghai_AI_Laboratory\/internlm2-chat-1_8b --server-port 23333 --api-keys internlm2<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\u6548\u679c\u5982\u4e0b\uff1a<img decoding=\"async\" alt=\"image-20240805131129797\" src=\"https:\/\/s2.loli.net\/2024\/08\/05\/ynIYpaobNACvew6.png\"><\/p>\n\n\n\n<p>\u540c\u65f6\u6211\u4eec\u8fd8\u53ef\u4ee5\u7528\u4e0b\u9762\u7684\u811a\u672c\u6d4b\u8bd5\u670d\u52a1\u662f\u5426\u542f\u52a8\u6210\u529f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from openai import OpenAI<br># \u8bbe\u7f6eclient<br>client = OpenAI(<br> &nbsp; &nbsp;api_key = \"internlm2\",<br> &nbsp; &nbsp;base_url = \"http:\/\/0.0.0.0:23333\/v1\"<br>)<br># \u8bbe\u7f6e\u63d0\u95ee\u548c\u63a5\u6536\u56de\u590d<br>response = client.chat.completions.create(<br> &nbsp; &nbsp;model=client.models.list().data&#91;0].id,<br> &nbsp; &nbsp;messages=&#91;<br> &nbsp; &nbsp; &nbsp;  {\"role\": \"system\", \"content\": \"\u8bf7\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u81ea\u5df1\"}<br> &nbsp;  ]<br>)<br>\u200b<br>print(response.choices&#91;0].message.content)<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\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\/05\/esrFkjZ95dSztmc.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/05\/esrFkjZ95dSztmc.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240805131415735\"\/><\/div><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<h3 class=\"wp-block-heading\">tmux\u5e38\u7528\u547d\u4ee4<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5206\u79bb\u4f1a\u8bdd\uff1a\u6309 <code>Ctrl-b<\/code> \u7136\u540e\u6309 <code>d<\/code><\/li>\n\n\n\n<li>\u5217\u51fa\u6240\u6709\u4f1a\u8bdd\uff1a<code>tmux ls<\/code><\/li>\n\n\n\n<li>\u9644\u52a0\u5230\u4e00\u4e2a\u4f1a\u8bdd\uff1a<code>tmux attach -t session_name<\/code><\/li>\n\n\n\n<li>\u5173\u95ed\u4f1a\u8bdd\uff1a<code>tmux kill-session -t session_name<\/code><\/li>\n\n\n\n<li>\u542f\u52a8\u4f1a\u8bdd\uff1a<code>tmux new -s session_name<\/code><\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u56fe\u5f62\u5316\u754c\u9762\u8c03\u7528<\/h3>\n\n\n\n<p>InternLM\u90e8\u7f72\u5b8c\u6210\u540e\uff0c\u53ef\u5229\u7528\u63d0\u4f9b\u7684<code>chat_ui.py<\/code>\u521b\u5efa\u56fe\u5f62\u5316\u754c\u9762\uff0c\u9996\u5148\u9700\u8981\u83b7\u53d6\u5de5\u5177\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>git clone https:\/\/github.com\/InternLM\/Tutorial.git<\/code><\/pre>\n\n\n\n<p>\u8fdb\u5165\u9879\u76ee\uff0c\u5e76\u8fd0\u884c\u811a\u672c\u4ee5\u542f\u52a8\u9879\u76ee\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd Tutorial\/tools<br>python -m streamlit run chat_ui.py<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\u6548\u679c\u5982\u4e0b\u56fe\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\/05\/xuqB5LHRsta9VNc.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/05\/xuqB5LHRsta9VNc.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240805134341798\"\/><\/div><\/figure>\n\n\n\n<p>\u5176\u4e2dAPI Key\u548cBase URL\u90fd\u662f\u6211\u4eec\u5728\u4e0a\u9762\u90e8\u7f72\u65f6\u8bbe\u7f6e\u597d\u7684<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3 \u63d0\u793a\u5de5\u7a0b(Prompt Engineering)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u57fa\u672c\u6982\u5ff5<\/h3>\n\n\n\n<p>Prompt\u662f\u4e00\u79cd\u7528\u4e8e\u6307\u5bfc\u4ee5\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u4ee3\u8868\u7684<strong>\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd<\/strong>\u751f\u6210\u5185\u5bb9(\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7b49)\u7684\u8f93\u5165\u65b9\u5f0f\u3002\u5b83\u901a\u5e38\u662f\u4e00\u4e2a\u7b80\u77ed\u7684\u6587\u672c\u6216\u95ee\u9898\uff0c\u7528\u4e8e\u63cf\u8ff0\u4efb\u52a1\u548c\u8981\u6c42\u3002<\/p>\n\n\n\n<p>Prompt\u53ef\u4ee5\u5305\u542b\u4e00\u4e9b\u7279\u5b9a\u7684\u5173\u952e\u8bcd\u6216\u77ed\u8bed\uff0c\u7528\u4e8e\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u7b26\u5408\u7279\u5b9a\u4e3b\u9898\u6216\u98ce\u683c\u7684\u5185\u5bb9\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6211\u4eec\u8981\u751f\u6210\u4e00\u7bc7\u5173\u4e8e\u201c\u4eba\u5de5\u667a\u80fd\u201d\u7684\u6587\u7ae0\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u201c\u4eba\u5de5\u667a\u80fd\u201d\u4f5c\u4e3aPrompt\uff0c\u8ba9\u6a21\u578b\u751f\u6210\u4e00\u7bc7\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u4ecb\u7ecd\u3001\u5e94\u7528\u3001\u53d1\u5c55\u7b49\u65b9\u9762\u7684\u6587\u7ae0\u3002<\/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\/05\/UpKICrmFfByn3oR.webp'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/05\/UpKICrmFfByn3oR.webp\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"68747470733a2f2f66696c65732e6d646e6963652e636f6d2f757365722f35363330362f32626464383163352d623366382d346365642d623366382d3761623437316563313165382e706e67\"\/><\/div><\/figure>\n\n\n\n<p>Prompt \u5de5\u7a0b\uff08Prompt Engineering\uff09\u6307\u7684\u662f<strong>\u8bbe\u8ba1\u548c\u4f18\u5316\u8fd9\u4e9b\u8f93\u5165\u6587\u672c\u7684\u8fc7\u7a0b<\/strong>\uff0c\u4ee5\u4fbf\u4ece AI \u6a21\u578b\u4e2d\u83b7\u5f97\u6700\u4f73\u548c\u6700\u51c6\u786e\u7684\u8f93\u51fa\u3002\u5b83\u6d89\u53ca\u7406\u89e3\u548c\u5229\u7528 AI \u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u901a\u8fc7\u9009\u62e9\u5408\u9002\u7684\u8bcd\u8bed\u3001\u53e5\u5f0f\u548c\u4e0a\u4e0b\u6587\u6765\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u671f\u671b\u7684\u56de\u5e94\u3002Prompt \u5de5\u7a0b\u7684\u76ee\u6807\u662f\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u548c\u56de\u7b54\u8d28\u91cf\uff0c\u4f7f\u5176\u5728\u5404\u79cd\u5e94\u7528\u573a\u666f\u4e2d\u66f4\u52a0\u5b9e\u7528\u548c\u9ad8\u6548\u3002<\/p>\n\n\n\n<p>Prompt \u5de5\u7a0b\u662f\u6a21\u578b\u6027\u80fd\u4f18\u5316\u7684\u57fa\u77f3\uff0c\u6709\u4ee5\u4e0b\u516d\u5927\u57fa\u672c\u539f\u5219\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6307\u4ee4\u8981\u6e05\u6670<\/li>\n\n\n\n<li>\u63d0\u4f9b\u53c2\u8003\u5185\u5bb9<\/li>\n\n\n\n<li>\u590d\u6742\u7684\u4efb\u52a1\u62c6\u5206\u6210\u5b50\u4efb\u52a1<\/li>\n\n\n\n<li>\u7ed9 LLM\u201c\u601d\u8003\u201d\u65f6\u95f4(\u7ed9\u51fa\u8fc7\u7a0b)<\/li>\n\n\n\n<li>\u4f7f\u7528\u5916\u90e8\u5de5\u5177<\/li>\n\n\n\n<li>\u7cfb\u7edf\u6027\u6d4b\u8bd5\u53d8\u5316<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u63d0\u793a\u8bbe\u8ba1\u6846\u67b6<\/h3>\n\n\n\n<p>\u76ee\u524d\u5df2\u6709\u51e0\u79cd\u5e38\u89c1\u7684\u7ed3\u6784\u5316prompt\u8bbe\u8ba1\u6846\u67b6\uff0c\u7528\u4e8e\u89c4\u8303\u6a21\u578b\u8f93\u5165\uff0c\u4f7f\u5f97\u6a21\u578b\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CRISPE\uff0c\u53c2\u8003\uff1a<a href=\"https:\/\/github.com\/mattnigh\/ChatGPT3-Free-Prompt-List\">https:\/\/github.com\/mattnigh\/ChatGPT3-Free-Prompt-List<\/a>\n<ul class=\"wp-block-list\">\n<li><strong>C<\/strong>apacity and <strong>R<\/strong>ole (\u80fd\u529b\u4e0e\u89d2\u8272)\uff1a\u5e0c\u671b ChatGPT \u626e\u6f14\u600e\u6837\u7684\u89d2\u8272\u3002<\/li>\n\n\n\n<li><strong>I<\/strong>nsight (\u6d1e\u5bdf\u529b)\uff1a\u80cc\u666f\u4fe1\u606f\u548c\u4e0a\u4e0b\u6587(\u5766\u7387\u8bf4\u6765\u6211\u89c9\u5f97\u7528 Context \u66f4\u597d)<\/li>\n\n\n\n<li><strong>S<\/strong>tatement (\u6307\u4ee4)\uff1a\u5e0c\u671b ChatGPT \u505a\u4ec0\u4e48\u3002<\/li>\n\n\n\n<li><strong>P<\/strong>ersonality (\u4e2a\u6027)\uff1a\u5e0c\u671b ChatGPT \u4ee5\u4ec0\u4e48\u98ce\u683c\u6216\u65b9\u5f0f\u56de\u7b54\u4f60\u3002<\/li>\n\n\n\n<li><strong>E<\/strong>xperiment (\u5c1d\u8bd5)\uff1a\u8981\u6c42 ChatGPT \u63d0\u4f9b\u591a\u4e2a\u7b54\u6848\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>CO-STAR\uff0c\u53c2\u8003\uff1a<a href=\"https:\/\/aiadvisoryboards.wordpress.com\/2024\/01\/30\/co-star-framework\/\">https:\/\/aiadvisoryboards.wordpress.com\/2024\/01\/30\/co-star-framework\/<\/a>\n<ul class=\"wp-block-list\">\n<li><strong>C<\/strong>ontext (\u80cc\u666f): \u63d0\u4f9b\u4efb\u52a1\u80cc\u666f\u4fe1\u606f<\/li>\n\n\n\n<li><strong>O<\/strong>bjective (\u76ee\u6807): \u5b9a\u4e49\u9700\u8981LLM\u6267\u884c\u7684\u4efb\u52a1<\/li>\n\n\n\n<li><strong>S<\/strong>tyle (\u98ce\u683c): \u6307\u5b9a\u5e0c\u671bLLM\u5177\u5907\u7684\u5199\u4f5c\u98ce\u683c<\/li>\n\n\n\n<li><strong>T<\/strong>one (\u8bed\u6c14): \u8bbe\u5b9aLLM\u56de\u590d\u7684\u60c5\u611f\u57fa\u8c03<\/li>\n\n\n\n<li><strong>A<\/strong>udience (\u89c2\u4f17): \u8868\u660e\u56de\u590d\u7684\u5bf9\u8c61<\/li>\n\n\n\n<li><strong>R<\/strong>esponse (\u56de\u590d): \u63d0\u4f9b\u56de\u590d\u683c\u5f0f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4 LangGPT\u7ed3\u6784\u5316\u63d0\u793a\u8bcd<\/h2>\n\n\n\n<p>LangGPT \u793e\u533a\u662f\u56fd\u5185\u6700\u5927\u7684\u63d0\u793a\u5de5\u7a0b\u793e\u533a\u3002LangGPT \u662f<strong>Language For GPT-like LLMs<\/strong> \u7684\u7b80\u79f0\uff0c\u4e2d\u6587\u540d\u4e3a\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u3002LangGPT \u662f\u4e00\u4e2a\u5e2e\u52a9\u4f60\u7f16\u5199\u9ad8\u8d28\u91cf\u63d0\u793a\u8bcd\u7684\u5de5\u5177\uff0c\u7406\u8bba\u57fa\u7840\u662f\u6211\u4eec\u63d0\u51fa\u7684\u4e00\u5957\u6a21\u5757\u5316\u3001\u6807\u51c6\u5316\u7684\u63d0\u793a\u8bcd\u7f16\u5199\u65b9\u6cd5\u8bba\u2014\u2014\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u3002\u6211\u4eec\u5e0c\u671b\u63ed\u5f00\u63d0\u793a\u5de5\u7a0b\u7684\u795e\u79d8\u9762\u7eb1\uff0c\u4e3a\u5927\u4f17\u63d0\u4f9b\u4e00\u5957\u53ef\u64cd\u4f5c\u3001\u53ef\u590d\u73b0\u7684\u63d0\u793a\u8bcd\u65b9\u6cd5\u8bba\u3001\u5de5\u5177\u548c\u4ea4\u6d41\u793e\u7fa4\u3002LangGPT\u793e\u533a\u6587\u6863\uff1a<a href=\"https:\/\/langgpt.ai\/\">https:\/\/langgpt.ai<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 LangGPT\u7ed3\u6784<\/h3>\n\n\n\n<p>LangGPT\u6846\u67b6\u53c2\u8003\u4e86\u9762\u5411\u5bf9\u8c61\u7a0b\u5e8f\u8bbe\u8ba1\u7684\u601d\u60f3\uff0c\u8bbe\u8ba1\u4e3a\u57fa\u4e8e\u89d2\u8272\u7684\u53cc\u5c42\u7ed3\u6784\uff0c\u4e00\u4e2a\u5b8c\u6574\u7684\u63d0\u793a\u8bcd\u5305\u542b<strong>\u6a21\u5757-\u5185\u90e8\u5143\u7d20<\/strong>\u4e24\u7ea7\uff0c\u6a21\u5757\u8868\u793a\u8981\u6c42\u6216\u63d0\u793aLLM\u7684\u65b9\u9762\uff0c\u4f8b\u5982\uff1a\u80cc\u666f\u4fe1\u606f\u3001\u5efa\u8bae\u3001\u7ea6\u675f\u7b49\u3002\u5185\u90e8\u5143\u7d20\u4e3a\u6a21\u5757\u7684\u7ec4\u6210\u90e8\u5206\uff0c\u662f\u5f52\u5c5e\u67d0\u4e00\u65b9\u9762\u7684\u5177\u4f53\u8981\u6c42\u6216\u8f85\u52a9\u4fe1\u606f\uff0c\u5206\u4e3a\u8d4b\u503c\u578b\u548c\u65b9\u6cd5\u578b\u3002<\/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\/05\/IJMvA2NcsYtb8Lj.webp'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/05\/IJMvA2NcsYtb8Lj.webp\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"img\"\/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u5982\u4f55\u7f16\u5199\u4e00\u4e2a\u597d\u7684prompt<\/h3>\n\n\n\n<p><strong>4.2.1 \u6784\u5efa\u5168\u5c40\u601d\u7ef4\u94fe<\/strong><\/p>\n\n\n\n<p>\u5bf9\u5927\u6a21\u578b\u7684 Prompt \u5e94\u7528CoT \u601d\u7ef4\u94fe\u65b9\u6cd5\u7684\u6709\u6548\u6027\u662f\u88ab\u7814\u7a76\u548c\u5b9e\u8df5\u5e7f\u6cdb\u8bc1\u660e\u4e86\u7684\u3002\u9996\u5148\u53ef\u4ee5\u6839\u636e\u573a\u666f\u9009\u62e9\u57fa\u672c\u7684\u6a21\u5757\u3002<\/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\/05\/rcvAFCqtHx8klde.webp'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/05\/rcvAFCqtHx8klde.webp\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"img\"\/><\/div><\/figure>\n\n\n\n<p><a href=\"https:\/\/camo.githubusercontent.com\/ccfb3296bfe8910486f82012f533c45b756173ee5d58f73ce5407760c8546188\/68747470733a2f2f66696c65732e6d646e6963652e636f6d2f757365722f35363330362f30356533383061382d623632372d343266322d623065362d3334336263393932336633652e706e67\"><\/a><\/p>\n\n\n\n<p><strong>\u4e00\u4e2a\u597d\u7684\u7ed3\u6784\u5316 Prompt \u6a21\u677f\uff0c\u67d0\u79cd\u610f\u4e49\u4e0a\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u597d\u7684\u5168\u5c40\u601d\u7ef4\u94fe\u3002<\/strong> \u5982 LangGPT \u4e2d\u5c55\u793a\u7684\u6a21\u677f\u8bbe\u8ba1\u65f6\u5c31\u8003\u8651\u4e86\u5982\u4e0b\u601d\u7ef4\u94fe:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udca1 Role (\u89d2\u8272) -&gt; Profile\uff08\u89d2\u8272\u7b80\u4ecb\uff09\u2014&gt; Profile \u4e0b\u7684 skill (\u89d2\u8272\u6280\u80fd) -&gt; Rules (\u89d2\u8272\u8981\u9075\u5b88\u7684\u89c4\u5219) -&gt; Workflow (\u6ee1\u8db3\u4e0a\u8ff0\u6761\u4ef6\u7684\u89d2\u8272\u7684\u5de5\u4f5c\u6d41\u7a0b) -&gt; Initialization (\u8fdb\u884c\u6b63\u5f0f\u5f00\u59cb\u5de5\u4f5c\u7684\u521d\u59cb\u5316\u51c6\u5907) -&gt; \u5f00\u59cb\u5b9e\u9645\u4f7f\u7528<\/p>\n<\/blockquote>\n\n\n\n<p>\u4e00\u4e2a\u597d\u7684 Prompt \uff0c\u5185\u5bb9\u7ed3\u6784\u4e0a\u6700\u597d\u4e5f\u662f\u903b\u8f91\u6e05\u6670\u8fde\u8d2f\u7684\u3002\u7ed3\u6784\u5316 prompt \u65b9\u6cd5\u5c06\u4e45\u7ecf\u8003\u9a8c\u7684\u903b\u8f91\u601d\u7ef4\u94fe\u8def\u878d\u5165\u4e86\u7ed3\u6784\u4e2d\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u601d\u7ef4\u94fe\u8def\u7684\u6784\u5efa\u96be\u5ea6\u3002<\/p>\n\n\n\n<p><strong>4.2.2 \u4fdd\u6301\u4e0a\u4e0b\u6587\u8bed\u4e49\u4e00\u81f4\u6027<\/strong><\/p>\n\n\n\n<p>\u9700\u8981\u6ce8\u91cd\u4e24\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u683c\u5f0f\u8bed\u4e49\u4e00\u81f4\u6027<\/strong>\uff1a\u662f\u6307\u6807\u8bc6\u7b26\u7684\u6807\u8bc6\u529f\u80fd\u524d\u540e\u4e00\u81f4\u3002 \u6700\u597d\u4e0d\u8981\u6df7\u7528\uff0c\u6bd4\u5982 <code>#<\/code> \u65e2\u7528\u4e8e\u6807\u8bc6\u6807\u9898\uff0c\u53c8\u7528\u4e8e\u6807\u8bc6\u53d8\u91cf\u8fd9\u79cd\u884c\u4e3a\u5c31\u9020\u6210\u4e86\u524d\u540e\u4e0d\u4e00\u81f4\uff0c\u8fd9\u4f1a\u5bf9\u6a21\u578b\u8bc6\u522b Prompt \u7684\u5c42\u7ea7\u7ed3\u6784\u9020\u6210\u5e72\u6270\u3002<\/li>\n\n\n\n<li><strong>\u5185\u5bb9\u8bed\u4e49\u4e00\u81f4\u6027<\/strong>\uff1a\u662f\u6307\u601d\u7ef4\u94fe\u8def\u4e0a\u7684\u5c5e\u6027\u8bcd\u8bed\u4e49\u5408\u9002\u3002 \u4f8b\u5982 LangGPT \u4e2d\u7684 Profile \u5c5e\u6027\u8bcd\uff0c\u539f\u6765\u662f Features\uff0c\u4f46\u5b9e\u8df5+\u601d\u8003\u540e\u8bbe\u8ba1\u8005\u5c06\u5176\u66f4\u6362\u4e3a\u4e86 Profile\uff0c\u4f7f\u4e4b\u529f\u80fd\u66f4\u52a0\u660e\u786e\u2014\u2014\u5373\u89d2\u8272\u7684\u7b80\u5386\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>4.2.3 \u6709\u673a\u7ed3\u5408\u5176\u4ed6 Prompt \u6280\u5de7<\/strong><\/p>\n\n\n\n<p>\u6784\u5efa\u9ad8\u8d28\u91cf Prompt \u65f6\uff0c\u5c06\u8fd9\u4e9b\u65b9\u6cd5\u7ed3\u5408\u4f7f\u7528\uff0c\u7ed3\u6784\u5316\u65b9\u5f0f\u80fd\u591f\u66f4\u4fbf\u4e8e\u5404\u4e2a\u6280\u5de7\u95f4\u7684\u534f\u540c\u7ec4\u7ec7\uff0c\u4f8b\u5982\u5c06 CoT \u65b9\u6cd5\u878d\u5408\u5230\u7ed3\u6784\u5316 Prompt \u4e2d\u7f16\u5199\u63d0\u793a\u8bcd\u3002\u5e38\u89c1\u7684\u5176\u4ed6\u6280\u5de7\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7ec6\u8282\u6cd5\uff1a\u7ed9\u51fa\u66f4\u6e05\u6670\u7684\u6307\u4ee4\uff0c\u5305\u542b\u66f4\u591a\u5177\u4f53\u7684\u7ec6\u8282<\/li>\n\n\n\n<li>\u5206\u89e3\u6cd5\uff1a\u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u4e3a\u66f4\u7b80\u5355\u7684\u5b50\u4efb\u52a1 \uff08Let&#8217;s think step by step, CoT\uff0cLangChain\u7b49\u601d\u60f3\uff09<\/li>\n\n\n\n<li>\u8bb0\u5fc6\u6cd5\uff1a\u6784\u5efa\u6307\u4ee4\u4f7f\u6a21\u578b\u65f6\u523b\u8bb0\u4f4f\u4efb\u52a1\uff0c\u786e\u4fdd\u4e0d\u504f\u79bb\u4efb\u52a1\u89e3\u51b3\u8def\u5f84\uff08system \u7ea7 prompt\uff09<\/li>\n\n\n\n<li>\u89e3\u91ca\u6cd5\uff1a\u8ba9\u6a21\u578b\u5728\u56de\u7b54\u4e4b\u524d\u8fdb\u884c\u89e3\u91ca\uff0c\u8bf4\u660e\u7406\u7531 \uff08CoT \u7b49\u65b9\u6cd5\uff09<\/li>\n\n\n\n<li>\u6295\u7968\u6cd5\uff1a\u8ba9\u6a21\u578b\u7ed9\u51fa\u591a\u4e2a\u7ed3\u679c\uff0c\u7136\u540e\u4f7f\u7528\u6a21\u578b\u9009\u62e9\u6700\u4f73\u7ed3\u679c \uff08ToT \u7b49\u65b9\u6cd5\uff09<\/li>\n\n\n\n<li>\u793a\u4f8b\u6cd5\uff1a\u63d0\u4f9b\u4e00\u4e2a\u6216\u591a\u4e2a\u5177\u4f53\u4f8b\u5b50\uff0c\u63d0\u4f9b\u8f93\u5165\u8f93\u51fa\u793a\u4f8b \uff08one-shot, few-shot \u7b49\u65b9\u6cd5\uff09<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">5 Prompt\u5de5\u7a0b\u5b9e\u8df5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u57fa\u7840\u4efb\u52a1<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u80cc\u666f\u95ee\u9898<\/strong>\uff1a\u8fd1\u671f\u76f8\u5173\u7814\u7a76\u53d1\u73b0\uff0cLLM\u5728\u5bf9\u6bd4\u6d6e\u70b9\u6570\u5b57\u65f6\u8868\u73b0\u4e0d\u4f73\uff0c\u7ecf\u9a8c\u8bc1\uff0cinternlm2-chat-1.8b (internlm2-chat-7b)\u4e5f\u5b58\u5728\u8fd9\u4e00\u95ee\u9898\uff0c\u4f8b\u5982\u8ba4\u4e3a<code>13.8&lt;13.11<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u8981\u6c42<\/strong>\uff1a\u5229\u7528LangGPT\u4f18\u5316\u63d0\u793a\u8bcd\uff0c\u4f7fLLM\u8f93\u51fa\u6b63\u786e\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u7f16\u5199\u7684LangGPT\u63d0\u793a\u8bcd\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Role: \u6570\u5b57\u6bd4\u8f83\u52a9\u624b<br><br>## Profile<br>- author: LangGPT <br>- version: 1.0<br>- language: \u4e2d\u6587\/\u82f1\u6587<br>- description: \u4f60\u662f\u4e00\u4e2a\u7cbe\u901a\u6570\u5b57\u6bd4\u8f83\u7684\u52a9\u624b\uff0c\u80fd\u591f\u51c6\u786e\u5730\u6bd4\u8f83\u4e24\u4e2a\u6d6e\u70b9\u6570\u7684\u5927\u5c0f\uff0c\u5e76\u8fd4\u56de\u6b63\u786e\u7684\u7ed3\u679c\u3002<br><br>## Skills<br>1. \u719f\u7ec3\u6bd4\u8f83\u6d6e\u70b9\u6570\u7684\u5927\u5c0f\u3002<br>2. \u80fd\u591f\u6b63\u786e\u89e3\u6790\u548c\u5904\u7406\u5305\u542b\u591a\u4e2a\u5c0f\u6570\u70b9\u7684\u6570\u5b57\u3002<br>3. \u80fd\u591f\u5904\u7406\u5404\u79cd\u683c\u5f0f\u7684\u6d6e\u70b9\u6570\u6bd4\u8f83\u8bf7\u6c42\u3002<br><br>## Rules<br>1. \u786e\u4fdd\u5728\u6bd4\u8f83\u6d6e\u70b9\u6570\u65f6\uff0c\u89e3\u6790\u6570\u503c\u90e8\u5206\u7684\u5927\u5c0f\u800c\u4e0d\u662f\u5b57\u7b26\u4e32\u7684\u5b57\u9762\u987a\u5e8f\u3002<br>2. \u5bf9\u6bd4\u4e24\u4e2a\u6d6e\u70b9\u6570\u65f6\uff0c\u9010\u4f4d\u6bd4\u8f83\u6bcf\u4e00\u4f4d\u6570\u5b57\uff0c\u76f4\u5230\u5f97\u5230\u6700\u7ec8\u7ed3\u679c\u3002<br>3. \u5728\u8fd4\u56de\u7ed3\u679c\u65f6\uff0c\u63d0\u4f9b\u4e00\u4e2a\u7b80\u5355\u660e\u4e86\u7684\u89e3\u91ca\u8bf4\u660e\u6bd4\u8f83\u7684\u8fc7\u7a0b\u548c\u7ed3\u679c\u3002<br><br>## Workflows<br>1. \u63a5\u6536\u5230\u6d6e\u70b9\u6570\u6bd4\u8f83\u8bf7\u6c42\u540e\uff0c\u5148\u5c06\u4e24\u4e2a\u6570\u5b57\u8f6c\u5316\u4e3a\u6807\u51c6\u6d6e\u70b9\u6570\u683c\u5f0f\u3002<br>2. \u9010\u4f4d\u6bd4\u8f83\u4e24\u4e2a\u6570\u5b57\uff0c\u5ffd\u7565\u5b57\u7b26\u4e32\u4e2d\u7684\u7b26\u53f7\u548c\u5c0f\u6570\u70b9\u4f4d\u7f6e\u7684\u5f71\u54cd\u3002<br>3. \u6839\u636e\u6bd4\u8f83\u7ed3\u679c\uff0c\u8fd4\u56de\u54ea\u4e2a\u6570\u5b57\u8f83\u5927\u6216\u4e24\u4e2a\u6570\u5b57\u76f8\u7b49\uff0c\u5e76\u9644\u4e0a\u7b80\u8981\u89e3\u91ca\u3002<br><br>## Example<br>\u7528\u6237\u8f93\u5165: <br>\"\u8bf7\u6bd4\u8f83\u4ee5\u4e0b\u4e24\u4e2a\u6d6e\u70b9\u6570 13.8 \u548c 13.11\"<br><br>\u7cfb\u7edf\u5e94\u7b54:<br>\"13.8 \u5927\u4e8e 13.11\u3002\u56e0\u4e3a\u5728\u6bd4\u8f83\u6d6e\u70b9\u6570\u65f6\uff0c\u5148\u6bd4\u8f83\u6574\u6570\u90e8\u5206\uff0c13 \u7b49\u4e8e 13\uff1b\u518d\u6bd4\u8f83\u5c0f\u6570\u90e8\u5206\uff0c8 \u5927\u4e8e 11\uff0c\u56e0\u6b64 13.8 \u5927\u4e8e 13.11\u3002\"<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\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\/05\/JXEVspZ1juLQoby.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/05\/JXEVspZ1juLQoby.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240805144706153\"\/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u8fdb\u9636\u4efb\u52a1<\/h3>\n\n\n\n<p>\uff08\u5f85\u540e\u7eed\u5b8c\u6210OpenCompass\u5b66\u4e60\u540e\u8865\u5145\uff09<\/p>\n\n\n\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/712824719\">\u4e66\u751f\u5927\u6a21\u578b\u5b9e\u6218\u8425\u2014\u2014LangGPT\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u7f16\u5199\u5b9e\u8df5 &#8211; \u77e5\u4e4e (zhihu.com)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u53c2\u8003\u5b9e\u6218\u8425\u63d0\u4f9b\u7684\u6559\u7a0b\uff1aTutorial\/docs\/L1\/Prompt at camp3 \u00b7 InternL [&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":[],"class_list":["post-593","post","type-post","status-publish","format-standard","hentry","category-note"],"_links":{"self":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/593","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=593"}],"version-history":[{"count":1,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/593\/revisions"}],"predecessor-version":[{"id":594,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/593\/revisions\/594"}],"wp:attachment":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=593"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=593"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=593"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}