diff --git a/tags.json b/tags.json
deleted file mode 100644
index 52b00fd688e0814c16eb0f9ad007acf0fc48a95c..0000000000000000000000000000000000000000
--- a/tags.json
+++ /dev/null
@@ -1,82 +0,0 @@
-[
-    {
-    "id" : 1 ,
-    "name" : "编程语言" ,
-    "tags" : ["c","c++","c#","perl","java","erlang","go","javascript","objective-c","kotlin","swift","qt","lua","ruby","bash","batch","julia","r","scala","Julia","typescript","php","python","rust"]
-    },
-    {
-    "id" : 2 ,
-    "name" : "游戏" ,
-    "tags" : ["游戏引擎","unity","unity3d","pygame","cocos2d","cocos2d-x","cocos2d-java","corona sdk","cryengine","小游戏","VR","AR"]
-    },
-    {
-    "id" : 3 ,
-    "name" : "前端" ,
-    "tags" : ["Javascript","vue/vue.js","layui","jquery","node.js","angular","easyui","javascript","elementui","react","echarts","bootstrap","ecmascript","typescript","jqgrid"]
-    },
-    {
-    "id" : 4 ,
-    "name" : "数据库" ,
-    "tags" : ["mysql","oracle","sqlserver","mongodb","postgresql","navicat","database","redis","sqlite","big data","spark","kafka","hadoop","zookeeper","rabbitmq","flume","elasticsearch","hbase","hive","flink","storm","时序数据库","tsdb","mssql"]
-    },
-    {
-    "id" : 5 ,
-    "name" : "数据结构与算法" ,
-    "tags" : ["数据结构","链表","散列表","宽度优先","广度优先","深度优先","迭代加深","启发式算法","图搜索算法","动态规划","爬山算法","模拟退火算法","算法","贪心算法","排序算法","决策树","最小二乘法","逻辑回归","线性回归","支持向量机","svm","近邻算法","均值算法","kmeans","随机森林","leetcode","预编码算法","红黑树","二叉树","b树","霍夫曼树","插入排序","堆排序","剪枝","合并排序","哈希算法","推荐算法"]
-    },
-    {
-    "id" : 6 ,
-    "name" : "人工智能" ,
-    "tags" : ["tensorflow","pytorch","opencv","keras","caffe","scikit-learn","sklearn","pytorch","mxnet","mllib","paddlepaddle","jittor","deeplearning4j","tensorrt","mnn","mmlab","x-deep learning","mindspore","tensorrt","机器学习","集成模型","xgboost","lightbgm","adboost","boosting","概率图模型","最大期望算法","聚类/clustering","深度学习","神经网络","门控循环单元","长短期记忆","迁移学习","图神经网络","生成对抗网络","图卷积","推荐模型","deepfm","智能推荐","协同过滤","语音识别","监督学习","无监督学习","半监督学习","集成学习","迁移学习","主成分分析","奇异值分解","计算机视觉","边缘检测","目标检测","动作检测","行人检测","目标跟踪","语义分割","图像处理","数据增广","超分辨率算法","图像生成","alexnet","googlenet","yolo","强化学习","马尔可夫决策过程","自然语言处理","语言模型","语义理解","情感分析","指代消歧","依存解析","语言建模","机器翻译","自动摘要","自然语言推理","elmo","transformer","xlnet","doc2vec","skipgram","cbow","bert","albert","nnlm","lda/主题模型","glove","词嵌入","cnn","rnn","lstm","分类","朴素贝叶斯","非最大值抑制","人机对话","知识图谱","实体消歧","信息抽取","图计算","联邦学习","deepdive","bert"]
-    },
-    {
-    "id" : 7 ,
-    "name" : "开发工具" ,
-    "tags" : ["idea","jupyter","pycharm","vscode","eclipse","vim","phpstorm","myeclipse","git","github","svn","visualstudio","jupytet","postman"]
-    },
-    {
-    "id" : 8 ,
-    "name" : "网络" ,
-    "tags" : ["网络协议","tcp","tcp/ip","udp","websocket","网络安全"]
-    },
-    {
-    "id" : 9 ,
-    "name" : "嵌入式" ,
-    "tags" : ["arm","物联网","iot","mcu","51单片机","stm32","proteus","嵌入式硬件","单片机","嵌入式实时数据库","rtdbs"]
-    },
-    {
-    "id" : 10 ,
-    "name" : "区块链" ,
-    "tags" : ["比特币","libra","以太坊","数字货币","去中心化","分布式账本","信任链"]
-    },
-    {
-    "id" : 11 ,
-    "name" : "移动开发" ,
-    "tags" : ["Flutter","iOS","xcode","macos","android","electron","Xamarin"]
-    },
-    {
-    "id" : 12 ,
-    "name" : "微软开发" ,
-    "tags" : [".netcore","asp.net","c#","typescript","linq","hololens","mssql","azure","WPF","MFC"]
-    },
-    {
-    "id" : 13 ,
-    "name" : "测试" ,
-    "tags" : ["单元测试","集成测试","测试覆盖率","模块测试","压力测试","测试工具","安全性测试","威胁分析","测试用例","可用性测试","AB测试"]
-    },
-    {
-    "id" : 14 ,
-    "name" : "软件工程" ,
-    "tags" : ["需求分析","规格说明书","结对编程","极限编程","sprint","scrum","敏捷流程","jira","github","tfs"]
-    },
-    {
-    "id" : 15 ,
-    "name" : "设计模式" ,
-    "tags" : ["UML","开闭原则","里氏替换原则","依赖倒置原则","单一职责原则","接口隔离原则","迪米特法则","合成复用原则","单例模式","原型模式","简单工厂模式","工厂方法模式","抽象工厂模式","建造者模式","代理模式","适配器模式","桥接模式","装饰器模式","外观模式","享元模式","组合模式","模板方法模式","策略模式","命令模式","责任链模式","状态模式","观察者模式","中介者模式","迭代器模式","访问者模式","备忘录模式","解释器模式"]
-    },
-    {
-    "id" : 16 ,
-    "name" : "操作系统" ,
-    "tags" : ["linux","windows","win10","gnu","octave","ios","macos","blackberry","鸿蒙","centos","ubuntu"]
-    }
-]
\ No newline at end of file
diff --git a/tags.toml b/tags.toml
index 57699b976ab9f9d2316adae89a1fb72a82aff6fe..b66d6f088cbbcfdd81d1135c6e64ebf37f1e7456 100644
--- a/tags.toml
+++ b/tags.toml
@@ -44,4 +44,396 @@ subTags = [
   "小游戏",
   "VR",
   "AR"
+]
+
+
+[[Tags]]
+Tag = "前端"
+id = 3
+subTags = [
+  "Javascript",
+  "vue/vue.js",
+  "layui",
+  "jquery",
+  "node.js",
+  "angular",
+  "easyui",
+  "javascript",
+  "elementui",
+  "react",
+  "echarts",
+  "bootstrap",
+  "ecmascript",
+  "typescript",
+  "jqgrid"
+]
+
+
+[[Tags]]
+Tag = "数据库"
+id = 4
+subTags = [
+  "mysql",
+  "oracle",
+  "sqlserver",
+  "mongodb",
+  "postgresql",
+  "navicat",
+  "database",
+  "redis",
+  "sqlite",
+  "big data",
+  "spark",
+  "kafka",
+  "hadoop",
+  "zookeeper",
+  "rabbitmq",
+  "flume",
+  "elasticsearch",
+  "hbase",
+  "hive",
+  "flink",
+  "storm",
+  "时序数据库",
+  "tsdb",
+  "mssql"
+]
+
+
+[[Tags]]
+Tag = "数据结构与算法"
+id = 5
+subTags = [
+  "数据结构",
+  "链表",
+  "散列表",
+  "宽度优先",
+  "广度优先",
+  "深度优先",
+  "迭代加深",
+  "启发式算法",
+  "图搜索算法",
+  "动态规划",
+  "爬山算法",
+  "模拟退火算法",
+  "算法",
+  "贪心算法",
+  "排序算法",
+  "决策树",
+  "最小二乘法",
+  "逻辑回归",
+  "线性回归",
+  "支持向量机",
+  "svm",
+  "近邻算法",
+  "均值算法",
+  "kmeans",
+  "随机森林",
+  "leetcode",
+  "预编码算法",
+  "红黑树",
+  "二叉树",
+  "b树",
+  "霍夫曼树",
+  "插入排序",
+  "堆排序",
+  "剪枝",
+  "合并排序",
+  "哈希算法",
+  "推荐算法"
+]
+
+
+[[Tags]]
+Tag = "人工智能"
+id = 6
+subTags = [
+  "tensorflow",
+  "pytorch",
+  "opencv",
+  "keras",
+  "caffe",
+  "scikit-learn",
+  "sklearn",
+  "pytorch",
+  "mxnet",
+  "mllib",
+  "paddlepaddle",
+  "jittor",
+  "deeplearning4j",
+  "tensorrt",
+  "mnn",
+  "mmlab",
+  "x-deep learning",
+  "mindspore",
+  "tensorrt",
+  "机器学习",
+  "集成模型",
+  "xgboost",
+  "lightbgm",
+  "adboost",
+  "boosting",
+  "概率图模型",
+  "最大期望算法",
+  "聚类/clustering",
+  "深度学习",
+  "神经网络",
+  "门控循环单元",
+  "长短期记忆",
+  "迁移学习",
+  "图神经网络",
+  "生成对抗网络",
+  "图卷积",
+  "推荐模型",
+  "deepfm",
+  "智能推荐",
+  "协同过滤",
+  "语音识别",
+  "监督学习",
+  "无监督学习",
+  "半监督学习",
+  "集成学习",
+  "迁移学习",
+  "主成分分析",
+  "奇异值分解",
+  "计算机视觉",
+  "边缘检测",
+  "目标检测",
+  "动作检测",
+  "行人检测",
+  "目标跟踪",
+  "语义分割",
+  "图像处理",
+  "数据增广",
+  "超分辨率算法",
+  "图像生成",
+  "alexnet",
+  "googlenet",
+  "yolo",
+  "强化学习",
+  "马尔可夫决策过程",
+  "自然语言处理",
+  "语言模型",
+  "语义理解",
+  "情感分析",
+  "指代消歧",
+  "依存解析",
+  "语言建模",
+  "机器翻译",
+  "自动摘要",
+  "自然语言推理",
+  "elmo",
+  "transformer",
+  "xlnet",
+  "doc2vec",
+  "skipgram",
+  "cbow",
+  "bert",
+  "albert",
+  "nnlm",
+  "lda/主题模型",
+  "glove",
+  "词嵌入",
+  "cnn",
+  "rnn",
+  "lstm",
+  "分类",
+  "朴素贝叶斯",
+  "非最大值抑制",
+  "人机对话",
+  "知识图谱",
+  "实体消歧",
+  "信息抽取",
+  "图计算",
+  "联邦学习",
+  "deepdive",
+  "bert"
+]
+
+
+[[Tags]]
+Tag = "开发工具"
+id = 7
+subTags = [
+  "idea",
+  "jupyter",
+  "pycharm",
+  "vscode",
+  "eclipse",
+  "vim",
+  "phpstorm",
+  "myeclipse",
+  "git",
+  "github",
+  "svn",
+  "visualstudio",
+  "jupytet",
+  "postman"
+]
+
+
+[[Tags]]
+Tag = "游戏"
+id = 8
+subTags = [
+  "网络协议",
+  "tcp",
+  "tcp/ip",
+  "udp",
+  "websocket",
+  "网络安全"
+]
+
+
+[[Tags]]
+Tag = "嵌入式"
+id = 9
+subTags = [
+  "arm",
+  "物联网",
+  "iot",
+  "mcu",
+  "51单片机",
+  "stm32",
+  "proteus",
+  "嵌入式硬件",
+  "单片机",
+  "嵌入式实时数据库",
+  "rtdbs"
+]
+
+
+[[Tags]]
+Tag = "区块链"
+id = 10
+subTags = [
+  "比特币",
+  "libra",
+  "以太坊",
+  "数字货币",
+  "去中心化",
+  "分布式账本",
+  "信任链"
+]
+
+
+[[Tags]]
+Tag = "移动开发"
+id = 11
+subTags = [
+  "Flutter",
+  "iOS",
+  "xcode",
+  "macos",
+  "android",
+  "electron",
+  "Xamarin"
+]
+
+
+[[Tags]]
+Tag = "微软开发"
+id = 12
+subTags = [
+  ".netcore",
+  "asp.net",
+  "c#",
+  "typescript",
+  "linq",
+  "hololens",
+  "mssql",
+  "azure",
+  "WPF",
+  "MFC"
+]
+
+
+[[Tags]]
+Tag = "测试"
+id = 13
+subTags = [
+  "单元测试",
+  "集成测试",
+  "测试覆盖率",
+  "模块测试",
+  "压力测试",
+  "测试工具",
+  "安全性测试",
+  "威胁分析",
+  "测试用例",
+  "可用性测试",
+  "AB测试"
+]
+
+
+[[Tags]]
+Tag = "软件工程"
+id = 14
+subTags = [
+  "需求分析",
+  "规格说明书",
+  "结对编程",
+  "极限编程",
+  "sprint",
+  "scrum",
+  "敏捷流程",
+  "jira",
+  "github",
+  "tfs"
+]
+
+
+[[Tags]]
+Tag = "设计模式"
+id = 15
+subTags = [
+  "UML",
+  "开闭原则",
+  "里氏替换原则",
+  "依赖倒置原则",
+  "单一职责原则",
+  "接口隔离原则",
+  "迪米特法则",
+  "合成复用原则",
+  "单例模式",
+  "原型模式",
+  "简单工厂模式",
+  "工厂方法模式",
+  "抽象工厂模式",
+  "建造者模式",
+  "代理模式",
+  "适配器模式",
+  "桥接模式",
+  "装饰器模式",
+  "外观模式",
+  "享元模式",
+  "组合模式",
+  "模板方法模式",
+  "策略模式",
+  "命令模式",
+  "责任链模式",
+  "状态模式",
+  "观察者模式",
+  "中介者模式",
+  "迭代器模式",
+  "访问者模式",
+  "备忘录模式",
+  "解释器模式"
+]
+
+[[Tags]]
+Tag = "操作系统"
+id = 16
+subTags = [
+  "linux",
+  "windows",
+  "win10",
+  "gnu",
+  "octave",
+  "ios",
+  "macos",
+  "blackberry",
+  "鸿蒙",
+  "centos",
+  "ubuntu"
 ]
\ No newline at end of file