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Elasticsearch—DSL搜索实践

技术 2022年11月6日
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Domain Specific Language特定领域语言，基于JSON格式的数据查询，查询更灵活，有利于复杂查询一、普通url路径参数搜索

  • 数据准备

1.建立名字为 shop 的索引2.手动建立mappings

POST        http://192.168.2.223:9200/shop/_mapping
{
    "properties": {
        "id": {
            "type": "long"
        },
        "age": {
            "type": "integer"
        },
        "username": {
            "type": "keyword"
        },
        "nickname": {
            "type": "text",
            "analyzer": "ik_max_word"
        },
        "money": {
            "type": "float"
        },
        "desc": {
            "type": "text",
            "analyzer": "ik_max_word"
        },
        "sex": {
            "type": "byte"
        },
        "birthday": {
            "type": "date"
        },
        "face": {
            "type": "text",
            "index": false
        }
    }
}

3.添加数据

POST   http://192.168.2.223:9200/shop/_doc/1001
{
"id": 1011,
"age": 31,
"username": "sprder",
"nickname": "皮特帕克",
"money": 180.8,
"desc": "它是一个超级英雄",
"sex": 1,
"birthday": "1989-08-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
"id": 1008,
"age": 19,
"username": "zhoujiang",
"nickname": "周江",
"money": 1056.8,
"desc": "周江大学毕业后，进了阿里",
"sex": 1,
"birthday": "1995-06-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
"id": 1007,
"age": 19,
"username": "msgame",
"nickname": "gamexbox",
"money": 1056.8,
"desc": "明天去进货，最近微软处理很多游戏机，还要买xbox游戏卡带",
"sex": 1,
"birthday": "1985-05-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
"id": 1003,
"age": 20,
"username": "bigFace",
"nickname": "飞翔的巨鹰",
"money": 66.8,
"desc": "周江和导游坐飞机去海外旅游，去了新马泰和欧洲",
"sex": 1,
"birthday": "1996-01-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
"id": 1002,
"age": 19,
"username": "zhouhong",
"nickname": "周红",
"money": 77.8,
"desc": "今天上下班都很堵，车流量很大",
"sex": 1,
"birthday": "1993-01-24",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
 "id": 1012,
"age": 31,
"username": "super hero",
"nickname": "super hero",
"money": 188.8,
"desc": "BatMan, GreenArrow, SpiderMan, IronMan... are all Super Hero",
"sex": 1,
"birthday": "1980-08-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
"id": 1010,
"age": 30,
"username": "tata",
"nickname": "隔壁老王",
"money": 100.8,
"desc": "隔壁老外去国外出差，带给我很多好吃的",
"sex": 1,
"birthday": "1988-07-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
 "id": 1009,
"age": 22,
"username": "shaonian",
"nickname": "骚年轮",
"money": 96.8,
"desc": "骚年在大学毕业后，考研究生去了",
"sex": 1,
"birthday": "1998-07-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
"id": 1006,
"age": 19,
"username": "zhouhong",
"nickname": "我叫周红",
"money": 156.8,
"desc": "我叫周红，今年20岁，是一名毕业生，我在琦䯲星球做演讲",
"sex": 1,
"birthday": "1993-04-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
"id": 1005,
"age": 25,
"username": "gotoplay",
"nickname": "ps游戏机",
"money": 155.8,
"desc": "今年生日，女友送了我一台play station游戏机，非常好玩，非常不错",
"sex": 1,
"birthday": "1989-03-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
 "id": 1004,
"age": 22,
"username": "flyfish",
"nickname": "水中鱼",
"money": 55.8,
"desc": "昨天周红在学校的池塘里，看到有很多鱼在游泳",
"sex": 0,
"birthday": "1988-02-14",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}
{
 "id": 1001,
"age": 18,
"username": "zhoujiang",
"nickname": "周江",
"money": 88.8,
"desc": "周江在大学学习java和前端",
"sex": 0,
"birthday": "1992-12-24",
"face": "https://www.zhouhong.com/static/img/index/logo.png"
}

二、检索：普通检索：

  • http://192.168.2.223:9200/shop/_search?q=desc:周红&q=age:20

  • {
        "took": 8,
        "timed_out": false,
        "_shards": {
            "total": 3,
            "successful": 3,
            "skipped": 0,
            "failed": 0
        },
        "hits": {
            "total": {
                "value": 1,
                "relation": "eq"
            },
            "max_score": 1,
            "hits": [
                {
                    "_index": "shop",
                    "_type": "_doc",
                    "_id": "1003",
                    "_score": 1,
                    "_source": {
                        "id": 1003,
                        "age": 20,
                        "username": "bigFace",
                        "nickname": "飞翔的巨鹰",
                        "money": 66.8,
                        "desc": "周江和导游坐飞机去海外旅游，去了新马泰和欧洲",
                        "sex": 1,
                        "birthday": "1996-01-14",
                        "face": "https://www.zhouhong.com/static/img/index/logo.png"
                    }
                }
            ]
        }
    }

DSL检索：

  • match_phrase 查询同一个字段中几个词，可以跳过其他词，slop表示可以跳过的最大词数
    • POST http://192.168.2.223:9200/shop/_doc/_search operator 为 “or”表示：字段只要有一个分词就可以查出来，operator 为 “and”表示：字段必须包含分词分出来的所有字段。
    • {
          "query": {
              "match": {
                  "desc": {
                      "query": "周红",
                      "operator": "and"
                  }
              }
          },
          "_source": ["id","username","age"]
      }
    • POST http://192.168.2.223:9200/shop/_doc/_search
    • ​minimum_should_match: 最低匹配精度，至少有[分词后的词语个数]x百分百，得出一个数据值取整。举个例子：当前属性设置为70，若一个用户查询检索内容分词后有10个词语，那么匹配度按照 10×70%=7，则desc中至少需要有7个词语匹配，就展示；若分词后有8个，则 8×70%=5.6，则desc中至少需要有5个词语匹配，就展示。
    • minimum_should_match 也能设置具体的数字，表示拆分出来的词在一个字段中个数
    • {
          "query": {
              "match": {
                  "desc": {
                      "query": "女友生日送我好玩的xbox游戏机",
                      "minimum_should_match": "60%"
                  }
              }
          }
      }
  • multi_match 对多个字段进行检索
    • POST http://192.168.2.223:9200/shop/_doc/_search ^10 表示权重，权重，为某个字段设置权重，权重越高，文档相关性得分就越高。通畅来说搜索商品名称要比商品简介的权重更高。
    • {
          "query": {
              "multi_match": {
                  "query": "游戏",
                  "fields": [
                      "desc^10","nickname"
                  ]
              }
          }
      }
  • bool 查询
    • POST http://192.168.2.223:9200/shop/_doc/_search
    • must ：多个条件全部要满足， should：或者的意思，满足一个条件即可，must_not ：除了满足所有条件剩下的数据。
    • {
          "query": {
              "bool": {
                  "must": [
                      {
                          "multi_match": {
                              "query": "游戏",
                              "fields": ["desc","nickname"]
                          }
                      },
                      {
                          "term": {
                              "age": "19"
                          }
                      }
                  ]
              }
          }
      }
  • post_filter 过滤器
    • POST http://192.168.2.223:9200/shop/_doc/_search
    • 对搜索出来的结果进行数据过滤。不会到es库里去搜，不会去计算文档的相关度分数，所以过滤的性能会比较高，过滤器可以和全文搜索结合在一起使用。

post_filter元素是一个顶层元素，只会对搜索结果进行过滤。不会计算数据的匹配度相关性分数，不会根据分数去排序，query则相反，会计算分数，也会按照分数去排序。使用场景：

  • ​query：根据用户搜索条件检索匹配记录
  • post_filter：用于查询后，对结果数据的筛选

实操：查询账户金额大于80元，小于等于155.8元的用户gte：大于等于lte：小于等于gt：大于lt：小于

{
    "query": {
        "match": {
            "sex": "1"
        }
    },
    "post_filter": {
        "range": {
            "money": {
                "gte": 60,
                "lte": 155.8
            }
        }
    }
}
  • sort 排序功能
    • POST http://192.168.2.223:9200/shop/_doc/_search 先以money排序再以age排序，注意：只能对整形排序，不能对文本类型排序。
    • {
          "query": {
              "match": {
                  "sex": "1"
              }
          },
          "sort": [
              {
                  "money": "asc"
              },
              {
                  "age": "asc"
              }
          ]
      }
    • 对文本排序
    • 需要对排序字段加一个附加属性，类型选择为keyword

    • 1.创建索引
      POST        /shop2/_mapping
      {
          "properties": {
              "id": {
                  "type": "long"
              },
              "nickname": {
                  "type": "text",
                  "analyzer": "ik_max_word",
                  "fields": {
                      "keyword": {
                          "type": "keyword"
                      }
                  }
              }
          }
      }

      2.插入数据
      POST         /shop2/_doc
      {
          "id": 1001,
          "nickname": "美丽的风景"
      }
      {
          "id": 1002,
          "nickname": "漂亮的小哥哥"
      }
      {
          "id": 1003,
          "nickname": "飞翔的巨鹰"
      }
      {
          "id": 1004,
          "nickname": "完美的天空"
      }
      {
          "id": 1005,
          "nickname": "广阔的海域"
      }
      3.排序     POST    http://192.168.2.223:9200/shop2/_doc/_search
      {
          "sort": [
              {
                  "nickname.keyword": "desc"
              }
          ]
      }
  • highlight 关键字高亮显示
    • POST http://192.168.2.223:9200/shop/_doc/_search
    • {
          "query": {
              "match": {
                  "desc": "周红"
              }
          },
          "highlight": {
              "pre_tags": ["<span>"],
              "post_tags": ["</span>"],
              "fields": {
                  "desc": {}
              }
          }
      }

      结果：默认为em标签，上面设置为自定义的<span>标签，对页面 em/span 标签做一个颜色设置就可以实现高亮显示了。

    • {
          "took": 110,
          "timed_out": false,
          "_shards": {
              "total": 3,
              "successful": 3,
              "skipped": 0,
              "failed": 0
          },
          "hits": {
              "total": {
                  "value": 2,
                  "relation": "eq"
              },
              "max_score": 1.1329247,
              "hits": [
                  {
                      "_index": "shop",
                      "_type": "_doc",
                      "_id": "1004",
                      "_score": 1.1329247,
                      "_source": {
                          "id": 1004,
                          "age": 22,
                          "username": "flyfish",
                          "nickname": "水中鱼",
                          "money": 55.8,
                          "desc": "昨天周红在学校的池塘里，看到有很多鱼在游泳",
                          "sex": 0,
                          "birthday": "1988-02-14",
                          "face": "https://www.zhouhong.com/static/img/index/logo.png"
                      },
                      "highlight": {
                          "desc": [
                              "昨天<em>周红</em>在学校的池塘里，看到有很多鱼在游泳"
                          ]
                      }
                  },
                  {
                      "_index": "shop",
                      "_type": "_doc",
                      "_id": "1006",
                      "_score": 0.9585575,
                      "_source": {
                          "id": 1006,
                          "age": 19,
                          "username": "zhouhong",
                          "nickname": "我叫周红",
                          "money": 156.8,
                          "desc": "我叫周红，今年20岁，是一名毕业生，我在琦䯲星球做演讲",
                          "sex": 1,
                          "birthday": "1993-04-14",
                          "face": "https://www.zhouhong.com/static/img/index/logo.png"
                      },
                      "highlight": {
                          "desc": [
                              "我叫<em>周红</em>，今年20岁，是一名毕业生，我在琦䯲星球做演讲"
                          ]
                      }
                  }
              ]
          }

Domain Specific Language特定领域语言，基于JSON格式的数据查询，查询更灵活，有利于复杂查询一、普通url路径参数搜索

  • 数据准备

1.建立名字为 shop 的索引2.手动建立mappingsPOST http://192.168.2.223:9200/shop/_mapping
{
“properties”: {
“id”: {
“type”: “long”
},
“age”: {
“type”: “integer”
},
“username”: {
“type”: “keyword”
},
“nickname”: {
“type”: “text”,
“analyzer”: “ik_max_word”
},
“money”: {
“type”: “float”
},
“desc”: {
“type”: “text”,
“analyzer”: “ik_max_word”
},
“sex”: {
“type”: “byte”
},
“birthday”: {
“type”: “date”
},
“face”: {
“type”: “text”,
“index”: false
}
}
}

3.添加数据POST http://192.168.2.223:9200/shop/_doc/1001
{
“id”: 1011,
“age”: 31,
“username”: “sprder”,
“nickname”: “皮特帕克”,
“money”: 180.8,
“desc”: “它是一个超级英雄”,
“sex”: 1,
“birthday”: “1989-08-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1008,
“age”: 19,
“username”: “zhoujiang”,
“nickname”: “周江”,
“money”: 1056.8,
“desc”: “周江大学毕业后，进了阿里”,
“sex”: 1,
“birthday”: “1995-06-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1007,
“age”: 19,
“username”: “msgame”,
“nickname”: “gamexbox”,
“money”: 1056.8,
“desc”: “明天去进货，最近微软处理很多游戏机，还要买xbox游戏卡带”,
“sex”: 1,
“birthday”: “1985-05-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1003,
“age”: 20,
“username”: “bigFace”,
“nickname”: “飞翔的巨鹰”,
“money”: 66.8,
“desc”: “周江和导游坐飞机去海外旅游，去了新马泰和欧洲”,
“sex”: 1,
“birthday”: “1996-01-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1002,
“age”: 19,
“username”: “zhouhong”,
“nickname”: “周红”,
“money”: 77.8,
“desc”: “今天上下班都很堵，车流量很大”,
“sex”: 1,
“birthday”: “1993-01-24”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1012,
“age”: 31,
“username”: “super hero”,
“nickname”: “super hero”,
“money”: 188.8,
“desc”: “BatMan, GreenArrow, SpiderMan, IronMan… are all Super Hero”,
“sex”: 1,
“birthday”: “1980-08-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1010,
“age”: 30,
“username”: “tata”,
“nickname”: “隔壁老王”,
“money”: 100.8,
“desc”: “隔壁老外去国外出差，带给我很多好吃的”,
“sex”: 1,
“birthday”: “1988-07-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1009,
“age”: 22,
“username”: “shaonian”,
“nickname”: “骚年轮”,
“money”: 96.8,
“desc”: “骚年在大学毕业后，考研究生去了”,
“sex”: 1,
“birthday”: “1998-07-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1006,
“age”: 19,
“username”: “zhouhong”,
“nickname”: “我叫周红”,
“money”: 156.8,
“desc”: “我叫周红，今年20岁，是一名毕业生，我在琦䯲星球做演讲”,
“sex”: 1,
“birthday”: “1993-04-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1005,
“age”: 25,
“username”: “gotoplay”,
“nickname”: “ps游戏机”,
“money”: 155.8,
“desc”: “今年生日，女友送了我一台play station游戏机，非常好玩，非常不错”,
“sex”: 1,
“birthday”: “1989-03-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1004,
“age”: 22,
“username”: “flyfish”,
“nickname”: “水中鱼”,
“money”: 55.8,
“desc”: “昨天周红在学校的池塘里，看到有很多鱼在游泳”,
“sex”: 0,
“birthday”: “1988-02-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
{
“id”: 1001,
“age”: 18,
“username”: “zhoujiang”,
“nickname”: “周江”,
“money”: 88.8,
“desc”: “周江在大学学习java和前端”,
“sex”: 0,
“birthday”: “1992-12-24”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}二、检索：

  • http://192.168.2.223:9200/shop/_search?q=desc:周红&q=age:20

{
“took”: 8,
“timed_out”: false,
“_shards”: {
“total”: 3,
“successful”: 3,
“skipped”: 0,
“failed”: 0
},
“hits”: {
“total”: {
“value”: 1,
“relation”: “eq”
},
“max_score”: 1,
“hits”: [
{
“_index”: “shop”,
“_type”: “_doc”,
“_id”: “1003”,
“_score”: 1,
“_source”: {
“id”: 1003,
“age”: 20,
“username”: “bigFace”,
“nickname”: “飞翔的巨鹰”,
“money”: 66.8,
“desc”: “周江和导游坐飞机去海外旅游，去了新马泰和欧洲”,
“sex”: 1,
“birthday”: “1996-01-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
}
}
]
}
} 二、DSL搜索

{
“query”: {
“match_all”: {}
}
}

{
“query”: {
“match_all”: {}
},
“_source”: [“id”,”username”,”age”]
}

{
“query”: {
“match_all”: {}
},
“_source”: [“id”,”username”,”age”],
“from”: 0,
“size”: 5
}

{
“query”: {
“match_phrase”: {
“desc”: {
“query”: “今天 车流量”,
“slop”: 100
}
}
}
}

{
“query”: {
“term”: {
“desc”: “学习”
}
}
}

  • terms 对个关键字查询

{
“query”: {
“terms”: {
“desc”: [“学习”,”周红”,”周江”]
}
}
}

{
“query”: {
“match”: {
“desc”: “周红”
}
},
“_source”: [“id”,”username”,”age”]
}

{
“query”: {
“match”: {
“desc”: {
“query”: “周红”,
“operator”: “and”
}
}
},
“_source”: [“id”,”username”,”age”]
}

    • POST http://192.168.2.223:9200/shop/_doc/_search
    • ​minimum_should_match: 最低匹配精度，至少有[分词后的词语个数]x百分百，得出一个数据值取整。举个例子：当前属性设置为70，若一个用户查询检索内容分词后有10个词语，那么匹配度按照 10×70%=7，则desc中至少需要有7个词语匹配，就展示；若分词后有8个，则 8×70%=5.6，则desc中至少需要有5个词语匹配，就展示。
    • minimum_should_match 也能设置具体的数字，表示拆分出来的词在一个字段中个数

{
“query”: {
“match”: {
“desc”: {
“query”: “女友生日送我好玩的xbox游戏机”,
“minimum_should_match”: “60%”
}
}
}
}

{
“query”: {
“ids”: {
“type”: “_doc”,
“values”: [“1001″,”1005″,”1006”]
}
},
“_source”: [“id”,”username”,”desc”]
}

  • multi_match 对多个字段进行检索
    • POST http://192.168.2.223:9200/shop/_doc/_search ^10 表示权重，权重，为某个字段设置权重，权重越高，文档相关性得分就越高。通畅来说搜索商品名称要比商品简介的权重更高。

{
“query”: {
“multi_match”: {
“query”: “游戏”,
“fields”: [
“desc^10″,”nickname”
]
}
}
}

{
“query”: {
“bool”: {
“must”: [
{
“multi_match”: {
“query”: “游戏”,
“fields”: [“desc”,”nickname”]
}
},
{
“term”: {
“age”: “19”
}
}
]
}
}
} 

  • post_filter 过滤器
    • POST http://192.168.2.223:9200/shop/_doc/_search
    • 对搜索出来的结果进行数据过滤。不会到es库里去搜，不会去计算文档的相关度分数，所以过滤的性能会比较高，过滤器可以和全文搜索结合在一起使用。

post_filter元素是一个顶层元素，只会对搜索结果进行过滤。不会计算数据的匹配度相关性分数，不会根据分数去排序，query则相反，会计算分数，也会按照分数去排序。使用场景：

  • ​query：根据用户搜索条件检索匹配记录
  • post_filter：用于查询后，对结果数据的筛选

实操：查询账户金额大于80元，小于等于155.8元的用户gte：大于等于lte：小于等于gt：大于lt：小于{
“query”: {
“match”: {
“sex”: “1”
}
},
“post_filter”: {
“range”: {
“money”: {
“gte”: 60,
“lte”: 155.8
}
}
}
} 

{
“query”: {
“match”: {
“sex”: “1”
}
},
“sort”: [
{
“money”: “asc”
},
{
“age”: “asc”
}
]
}

    • 对文本排序
    • 需要对排序字段加一个附加属性，类型选择为keyword

1.创建索引
POST /shop2/_mapping
{
“properties”: {
“id”: {
“type”: “long”
},
“nickname”: {
“type”: “text”,
“analyzer”: “ik_max_word”,
“fields”: {
“keyword”: {
“type”: “keyword”
}
}
}
}
} 2.插入数据
POST /shop2/_doc
{
“id”: 1001,
“nickname”: “美丽的风景”
}
{
“id”: 1002,
“nickname”: “漂亮的小哥哥”
}
{
“id”: 1003,
“nickname”: “飞翔的巨鹰”
}
{
“id”: 1004,
“nickname”: “完美的天空”
}
{
“id”: 1005,
“nickname”: “广阔的海域”
}

 3.排序 POST http://192.168.2.223:9200/shop2/_doc/_search
{
“sort”: [
{
“nickname.keyword”: “desc”
}
]
}

{
“query”: {
“exists”: {
“field”: “desc”
}
}
} 

{
“query”: {
“match”: {
“desc”: “周红”
}
},
“highlight”: {
“pre_tags”: [“<span>”],
“post_tags”: [“</span>”],
“fields”: {
“desc”: {}
}
}
}结果：默认为em标签，上面设置为自定义的<span>标签，对页面 em/span 标签做一个颜色设置就可以实现高亮显示了。{
“took”: 110,
“timed_out”: false,
“_shards”: {
“total”: 3,
“successful”: 3,
“skipped”: 0,
“failed”: 0
},
“hits”: {
“total”: {
“value”: 2,
“relation”: “eq”
},
“max_score”: 1.1329247,
“hits”: [
{
“_index”: “shop”,
“_type”: “_doc”,
“_id”: “1004”,
“_score”: 1.1329247,
“_source”: {
“id”: 1004,
“age”: 22,
“username”: “flyfish”,
“nickname”: “水中鱼”,
“money”: 55.8,
“desc”: “昨天周红在学校的池塘里，看到有很多鱼在游泳”,
“sex”: 0,
“birthday”: “1988-02-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
},
“highlight”: {
“desc”: [
“昨天<em>周红</em>在学校的池塘里，看到有很多鱼在游泳”
]
}
},
{
“_index”: “shop”,
“_type”: “_doc”,
“_id”: “1006”,
“_score”: 0.9585575,
“_source”: {
“id”: 1006,
“age”: 19,
“username”: “zhouhong”,
“nickname”: “我叫周红”,
“money”: 156.8,
“desc”: “我叫周红，今年20岁，是一名毕业生，我在琦䯲星球做演讲”,
“sex”: 1,
“birthday”: “1993-04-14”,
“face”: “https://www.zhouhong.com/static/img/index/logo.png”
},
“highlight”: {
“desc”: [
“我叫<em>周红</em>，今年20岁，是一名毕业生，我在琦䯲星球做演讲”
]
}
}
]
}
} 

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  • [ 技术 ] python开发_常用的python模块及安装方法
  • [ 技术 ] Educational Codeforces Round 11 C. Hard Process 二分
  • [ 技术 ] 下载Ubuntn 17.04 内核源代码
  • [ 技术 ] 可用Active Desktop Calendar V7.86 注册码序列号
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