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windows7下使用MongoDB實現倉儲設計

發布時間:2020-08-19 18:38:23 來源:腳本之家 閱讀:160 作者:八百 欄目:MongoDB數據庫

簡單的介紹一下,我使用MongoDB的場景。

我們現在的物聯網環境下,有部分數據,采樣頻率為2000條記錄/分鐘,這樣下來一天24*60*2000=2880000約等于300萬條數據,以后必然還會增加。之前數據庫使用的是mssql,對于數據庫的壓力很大,同時又需要保證歷史查詢的響應速度,這種情況下,在單表中數據量大,同時存在讀寫操作。不得已采用MongoDB來存儲數據。如果使用MongoDB,則至少需要三臺機器,兩臺實現讀寫分離,一臺作為仲裁(當然條件不允許也可以不用),每臺機器的內存暫時配置在16G,公司小,沒辦法,據說,使用這個MongoDB需要機器內存最少92G,我沒有驗證過,但是吃內存是公認的,所以內存絕對要保證,就算保證了,也不一定完全就沒有意外發生。我們上面的這些特殊的數據是允許少量的丟失的,這些只是做分析使用的,幾個月了,暫時還沒出現數據丟失的情況,可能最新版本早就修復了吧,新手使用建議多看下官網上的說明。下面直接奔入主題:

一、安裝部署和配置環境

1.安裝部署mongo-server(V3.4)

參考 點擊這里進入

這個時候不要啟動,接著配置config文件

2.配置Config文件

dbpath=C:/Program Files/MongoDB/Server/3.4/bin/data/db 
logpath=C:/Program Files/MongoDB/Server/3.4/bin/data/log/master.log 
pidfilepath=C:/Program Files/MongoDB/Server/3.4/bin/master.pid 
directoryperdb=true 
logappend=true 
replSet=testrs 
bind_ip=10.1.5.25
port=27016 
oplogSize=10000
noauth = true
 
storageEngine = wiredTiger
wiredTigerCacheSizeGB = 2
syncdelay = 30
wiredTigerCollectionBlockCompressor = snappy

以上是詳細的配置參數,其中路徑部分根據需要更改, 這里設置的oplogsize大小為10G,根據業務場景進行調整,另外auth權限為null,因為設置權限會增加服務開銷,影響效率,最下面幾行是內存引擎,可以控制副本集同步及內存限制,防止內存泄露。

3.啟動mongo-server

4.添加副本集配置

conf=
{
  "_id" : "testrs",
  "members" : [
    { "_id" : 0, "host" : "10.1.5.25:27016" },
    { "_id" : 1, "host" : "10.1.5.26:27016" },
    { "_id" : 2, "host" : "10.1.5.27:27016" }
  ]
}

rs.initiate(conf)

此時副本集集群配置已經完成,然后在命令行中輸入:rs.status(),查看副本集狀態,需要查看同步情況,可以輸入命令:db.serverStatus().

5.設置副本集可讀寫

Rs.slaveOk()

6..NET操作mongo

連接設置,請參考個人封裝Unitoon.Mongo代碼所示。

7.性能對比

讀寫速度:Redis>Mongo>Mssqlserver

可容納數據量:Mssqlserver~Mongo>Redis

存儲數據類型:Mongo>Mssqlserver>Redis

Note:內存持續上升,內部沒有內存回收機制,若限制內存 ,則可能出現查詢速度變慢,數據丟失等問題,建議優化查詢效率,建立索引

Db.test.ensureIndex({"username":1, "age":-1})

強制釋放內存命令:db.runCommand({closeAllDatabases:1})

二、倉儲設計

1.基類BaseEntity

namespace UnitoonIot.Mongo
{
  /// <summary>
  /// 實體基類,方便生成ObjId
  /// </summary>
  [Serializable]
  [ProtoContract(ImplicitFields = ImplicitFields.AllPublic)]
  //[ProtoInclude(10, typeof(NormalHistory))]
  public class BaseEntity
  {
    //[BsonRepresentation(BsonType.ObjectId)]
    public ObjectId Id { get; set; }
 
    /// <summary>
    /// 數據庫名稱
    /// </summary>
    public string DbName { get; set; }
 
    /// <summary>
    /// 給對象初值
    /// </summary>
    public BaseEntity()
    {
      // this.ObjId = ObjectId.GenerateNewId().ToString();
      //this.Id = ObjectId.NewObjectId().ToString();
    }
  }
}


這里需要注意時間格式,MongoDB默認時間格式為國際時間,所以在寫入數據時和讀取數據時,時間格式要一致,此例中沒有對時間進行特殊處理,由傳入的時間格式確定。

2.Repository繼承接口IMongoRepository

namespace UnitoonIot.Mongo
{
  public interface IMongoRepository<TEntity> where TEntity : class
  {
  }
}


3.MongoRepository

using MongoDB.Driver;
using MongoDB.Bson;
using System;
using System.Collections.Generic;
using System.Linq;
using System.Linq.Expressions;
using System.Text;
using System.Threading.Tasks;
using MongoDB.Bson.Serialization.Attributes;
using MongoDB.Driver.Linq;
using System.Configuration;
using System.IO;
using UnitoonIot.AppSetting;
 
namespace UnitoonIot.Mongo
{
 
  public class MongoDb
  {
    private static string ConnectionStringHost ;
    private static string UserName ;
    private static string Password;
    private static IMongoDatabase _db = null;
    private static readonly object LockHelper = new object();
    /// <summary>
    /// mongodb初始化
    /// </summary>
    public static void Init()
    {
      ConnectionStringHost = "10.1.5.24:27016,10.1.5.24:27016,10.1.5.26:27017";
      //AppSettings.GetConfigValue("MongoHost");//"10.1.5.24:27016";
      UserName = AppSettings.GetConfigValue("MongoUserName");
      Password = AppSettings.GetConfigValue("MongoPwd");
    }
    static MongoDb()
    {
     
    }
    public static IMongoDatabase GetDb(string dbName,string options=null)
    {
     
      if (_db != null) return _db;
      lock (LockHelper)
      {
 
        if (_db != null) return _db;
        var database = dbName;
        var userName = UserName;
        var password = Password;
        var authentication = string.Empty;
        var host = string.Empty;
        if (!string.IsNullOrWhiteSpace(userName))
        {
          authentication = string.Concat(userName, ':', password, '@');
        }
        if (!string.IsNullOrEmpty(options) && !options.StartsWith("?"))
        {
          options = string.Concat('?', options);
        }
 
 
 
        host = string.IsNullOrEmpty(ConnectionStringHost) ? "localhost" : ConnectionStringHost;
        database = database ?? "testdb";
        //mongodb://[username:password@]host1[:port1][,host2[:port2],…[,hostN[:portN]]][/[database][?options]]
 
        var conString = options!=null? $"mongodb://{authentication}{host}/{database}{options}"
          : $"mongodb://{authentication}{host}/{database}";
 
        var url = new MongoUrl(conString);
        var mcs = MongoClientSettings.FromUrl(url);
        mcs.MaxConnectionLifeTime = TimeSpan.FromMilliseconds(1000);
        var client = new MongoClient(mcs);
               
        _db = client.GetDatabase(url.DatabaseName);
      }
      return _db;
    }
  }
  /// <summary>
  /// MongoDb 數據庫操作類
  /// </summary>
  public class MongoRepository<T>: IMongoRepository<T> where T : BaseEntity
  {
    #region readonly field
    /// <summary>
    /// 表名
    /// </summary>
    private readonly IMongoCollection<T> _collection = null;
    /// <summary>
    /// 數據庫對象
    /// </summary>
    private readonly IMongoDatabase _database;
    #endregion
 
    /// <summary>
    /// 構造函數
    /// </summary>
    public MongoRepository()
    {
      this._database = MongoDb.GetDb(Activator.CreateInstance<T>().DbName, "readPreference =secondaryPreferred ");//primaryPreferred/secondaryPreferred/nearest
      _collection = _database.GetCollection<T>(typeof(T).Name);
    }
   
 
    #region 增加
    /// <summary>
    /// 插入對象
    /// </summary>
    /// <param name="t">插入的對象</param>
    public virtual T Insert(T t)
    {
      // var flag = ObjectId.GenerateNewId();
      // t.GetType().GetProperty("Id").SetValue(t, flag);  
      //t.Time = DateTime.Now;
 
      _collection.InsertOne(t);
      return t;
    }
    /// <summary>
    /// 批量插入
    /// </summary>
    /// <param name="ts">要插入的對象集合</param>
    public virtual IEnumerable<T> InsertBatch(IEnumerable<T> ts)
    {
      _collection.InsertMany(ts);
      return ts;
    }
 
    /// <summary>
    /// 插入對象
    /// </summary>
    /// <param name="t">插入的對象</param>
    public virtual void InsertAsync(T t)
    {
      //var flag = ObjectId.GenerateNewId();
      // t.GetType().GetProperty("Id").SetValue(t, flag);
      // t.Time = DateTime.Now;
       _collection.InsertOneAsync(t);
    }
    /// <summary>
    /// 批量插入
    /// </summary>
    /// <param name="ts">要插入的對象集合</param>
    public virtual void InsertBatchAsync(IEnumerable<T> ts)
    {
       _collection.InsertManyAsync(ts);
    }
    #endregion
 
    #region 刪除
    /// <summary>
    /// 刪除
    /// </summary>
    /// <returns></returns>
    public virtual long Delete(T t)
    {
      var filter = Builders<T>.Filter.Eq("Id", t.Id);
      var result = _collection.DeleteOne(filter);
      return result.DeletedCount;     
    }
    /// <summary>
    /// 刪除
    /// </summary>
    /// <returns></returns>
    public virtual void DeleteAsync(T t)
    {
      var filter = Builders<T>.Filter.Eq("Id", t.Id);
      _collection.DeleteOneAsync(filter);
    }
 
    /// <summary>
    /// 按條件表達式刪除
    /// </summary>
    /// <param name="predicate">條件表達式</param>
    /// <returns></returns>
    public virtual long Delete(Expression<Func<T, bool>> predicate)
    {
      var result = _collection.DeleteOne(predicate);
      return result.DeletedCount;
    }
    /// <summary>
    /// 按條件表達式刪除
    /// </summary>
    /// <param name="predicate">條件表達式</param>
    /// <returns></returns>
    public virtual void DeleteAsync(Expression<Func<T, bool>> predicate)
    {
      _collection.DeleteOneAsync(predicate);
    }
 
 
    /// <summary>
    /// 按條件表達式批量刪除
    /// </summary>
    /// <param name="predicate">條件表達式</param>
    /// <returns></returns>
    public virtual long DeleteBatch(Expression<Func<T, bool>> predicate)
    {
      var result = _collection.DeleteMany(predicate);
      return result.DeletedCount;
    }
    /// <summary>
    /// 按條件表達式批量刪除
    /// </summary>
    /// <param name="predicate">條件表達式</param>
    /// <returns></returns>
    public virtual void DeleteBatchAsync(Expression<Func<T, bool>> predicate)
    {
       _collection.DeleteManyAsync(predicate);
    }
 
    /// <summary>
    /// 按檢索條件刪除
    /// 建議用Builders<T>構建復雜的查詢條件
    /// </summary>
    /// <param name="filter">條件</param>
    /// <returns></returns>
    public virtual long Delete(FilterDefinition<T> filter)
    {
      var result = _collection.DeleteOne(filter);
      return result.DeletedCount;
    }
 
    /// <summary>
    /// 按檢索條件刪除
    /// 建議用Builders<T>構建復雜的查詢條件
    /// </summary>
    /// <param name="filter">條件</param>
    /// <returns></returns>
    public virtual void DeleteAsync(FilterDefinition<T> filter)
    {
       _collection.DeleteOneAsync(filter);
    }
    #endregion
 
    #region 修改
    /// <summary>
    /// 修改(Id不變)
    /// </summary>  
    /// <returns></returns>
    public virtual long Update(T t)
    {     
      var filterBuilder = Builders<T>.Filter;
      var filter = filterBuilder.Eq("Id",t.Id);
      var update = _collection.ReplaceOne(filter, t, new UpdateOptions() { IsUpsert = true });
      return update.ModifiedCount;
    }
    /// <summary>
    /// 修改(Id不變)
    /// </summary>  
    /// <returns></returns>
    public virtual void UpdateAsync(T t)
    {
      var filterBuilder = Builders<T>.Filter;
      var filter = filterBuilder.Eq("Id", t.Id);
       _collection.ReplaceOneAsync(filter, t, new UpdateOptions() { IsUpsert = true });
       
    }
 
 
    /// <summary>
    /// 用新對象替換新文檔
    /// </summary>
    /// <param name="filter">查詢條件</param>
    /// <param name="t">對象</param>
    /// <returns>修改影響文檔數</returns>
    public virtual long Update(Expression<Func<T, bool>> filter, T t)
    {
      var update = _collection.ReplaceOne(filter, t, new UpdateOptions() { IsUpsert = true });
      return update.ModifiedCount;
    }
 
 
    /// <summary>
    /// 用新對象替換新文檔
    /// </summary>
    /// <param name="filter">查詢條件</param>
    /// <param name="t">對象</param>
    /// <returns>修改影響文檔數</returns>
    public virtual long Update(FilterDefinition<T> filter, T t)
    {
      var update = _collection.ReplaceOne(filter, t, new UpdateOptions() { IsUpsert = true });
      return update.ModifiedCount;
    }
    /// <summary>
    /// 用新對象替換新文檔
    /// </summary>
    /// <param name="filter">查詢條件</param>
    /// <param name="t">對象</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void UpdateAsync(Expression<Func<T, bool>> filter, T t)
    {
      _collection.ReplaceOneAsync(filter, t, new UpdateOptions() { IsUpsert = true });
      
    }
    /// <summary>
    /// 用新對象替換新文檔
    /// </summary>
    /// <param name="filter">查詢條件</param>
    /// <param name="t">對象</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void UpdateAsync(FilterDefinition<T> filter, T t)
    {
       _collection.ReplaceOneAsync(filter, t, new UpdateOptions() { IsUpsert = true });
       
    }
    /// <summary>
    /// 根據Id和條件文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="id">對象Id</param>
    /// <returns>修改影響文檔數</returns>
    public virtual long Update(string id, UpdateDefinition<T> update)
    {
      var filterBuilder = Builders<T>.Filter;
      var filter = filterBuilder.Eq("Id", new ObjectId(id));
      var result = _collection.UpdateOne(filter, update, new UpdateOptions() { IsUpsert = true });
      return result.ModifiedCount;
    }
    /// <summary>
    /// 根據Id和條件文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="id">對象Id</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void UpdateAsync(string id, UpdateDefinition<T> update)
    {
      var filterBuilder = Builders<T>.Filter;
      var filter = filterBuilder.Eq("Id", new ObjectId(id));
      _collection.UpdateOneAsync(filter, update, new UpdateOptions() { IsUpsert = true });    
    }
    /// <summary>
    /// 根據條件修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void Update(UpdateDefinition<T> update,Expression<Func<T, bool>> filter)
    {
      _collection.UpdateOne(filter, update, new UpdateOptions() { IsUpsert = true });
    }
    /// <summary>
    /// 根據條件修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual long Update(UpdateDefinition<T> update, FilterDefinition<T> filter)
    {
      var result = _collection.UpdateOne(filter, update, new UpdateOptions() { IsUpsert = true });
      return result.ModifiedCount;
    }
    /// <summary>
    /// 根據條件修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void UpdateAsync(UpdateDefinition<T> update, Expression<Func<T, bool>> filter)
    {
      _collection.UpdateOneAsync(filter, update, new UpdateOptions() { IsUpsert = true });
    }
    /// <summary>
    /// 根據條件修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void UpdateAsync(UpdateDefinition<T> update, FilterDefinition<T> filter)
    {
       _collection.UpdateOneAsync(filter, update, new UpdateOptions() { IsUpsert = true });
    }
 
    /// <summary>
    /// 根據條件批量修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual long UpdateBatch(UpdateDefinition<T> update, Expression<Func<T, bool>> filter)
    {
      var result = _collection.UpdateMany(filter, update, new UpdateOptions() { IsUpsert = true });
      return result.ModifiedCount;
    }
 
    /// <summary>
    /// 根據條件批量修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual long UpdateBatch(UpdateDefinition<T> update, FilterDefinition<T> filter)
    {
      var result = _collection.UpdateMany(filter, update, new UpdateOptions() { IsUpsert = true });
      return result.ModifiedCount;
    }
    /// <summary>
    /// 根據條件批量修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void UpdateBatchAsync(UpdateDefinition<T> update, Expression<Func<T, bool>> filter)
    {
       _collection.UpdateManyAsync(filter, update, new UpdateOptions() { IsUpsert = true });
    }
 
    /// <summary>
    /// 根據條件批量修改文檔
    /// </summary>
    /// <param name="update">修改條件-形如:Builders/<T/>.Update.Set(filed, value)</param>
    /// <param name="filter">查詢條件Builders/<T/>.Filter.Eq(filed, value)</param>
    /// <returns>修改影響文檔數</returns>
    public virtual void UpdateBatchAsync(UpdateDefinition<T> update, FilterDefinition<T> filter)
    {
      _collection.UpdateManyAsync(filter, update, new UpdateOptions() { IsUpsert = true });
    }
    #endregion
 
    #region 查詢 
 
    #region GetCollection
 
    /// <summary>
    /// 獲取操作對象的IMongoCollection集合,強類型對象集合
    /// </summary>
    /// <returns></returns>
    public virtual IMongoCollection<T> GetCollection()
    {
      return _database.GetCollection<T>(typeof(T).Name);
    }
 
    #endregion
 
    #region GetSingle
    /// <summary>
    /// 查詢數據庫,檢查是否存在指定ID的對象
    /// </summary>
    /// <param name="id">對象的ID值</param>
    /// <returns>存在則返回指定的對象,否則返回Null</returns>
    public virtual T GetById(string id)
    {
      var filterBuilder = Builders<T>.Filter;
      var filter = filterBuilder.Eq("Id", new ObjectId(id));
      var data = _collection.Find(filter).FirstOrDefault();
      return data;
    }
    /// <summary>
    /// 查詢數據庫,檢查是否存在指定ID的對象
    /// </summary>
    /// <param name="id">對象的ID值</param>
    /// <returns>存在則返回指定的對象,否則返回Null</returns>
    public virtual async Task<T> GetAsyncById(string id)
    {
      var filterBuilder = Builders<T>.Filter;
      var filter = filterBuilder.Eq("Id", new ObjectId(id));
      var data = await _collection.FindAsync(filter);
      return await data.SingleOrDefaultAsync();
    }
    /// <summary>
    /// 查詢數據
    /// </summary>
    /// <param name="filter">過濾條件</param>
    /// <returns></returns>
    public virtual T Get(FilterDefinition<T> filter)
    {
      return _collection.Find(filter).FirstOrDefault();
    }
    /// <summary>
    /// 查詢數據
    /// </summary>
    /// <param name="filter">條件表達式</param>
    /// <returns></returns>
    public virtual T Get(Expression<Func<T,bool>> filter)
    {
      return _collection.Find(filter).FirstOrDefault();
    }
    /// <summary>
    /// 查詢數據
    /// </summary>
    /// <param name="filter">過濾條件</param>
    /// <returns></returns>
    public virtual async Task<T> GetAsync(FilterDefinition<T> filter)
    {
      var data = await _collection.FindAsync(filter);
      return await data.SingleOrDefaultAsync();
    }
    /// <summary>
    /// 查詢數據
    /// </summary>
    /// <param name="filter">條件表達式</param>
    /// <returns></returns>
    public virtual async Task<T> GetAsync(Expression<Func<T, bool>> filter)
    {
      var data = await _collection.FindAsync(filter);
      return await data.SingleOrDefaultAsync();
    }
 
 
    #endregion
 
    #region GetMany
    /// <summary>
    /// 查詢部分數據
    /// </summary>
    /// <param name="filter">過濾條件</param>
    /// <returns></returns>
    public virtual IEnumerable<T> GetMany(FilterDefinition<T> filter)
    {
      return _collection.Find(filter).ToEnumerable();
    }
 
    /// <summary>
    /// 查詢部分數據
    /// </summary>
    /// <param name="filter">條件表達式</param>
    /// <returns></returns>
    public virtual IEnumerable<T> GetMany(Expression<Func<T,bool>> filter)
    {
      //return _collection.AsQueryable().Where(filter).ToList();
      //return _collection.AsQueryable().Where(filter);
      return _collection.Find(filter).ToEnumerable(); //.ToEnumerable(); 
    }
 
    /// <summary>
    /// 查詢部分數據
    /// </summary>
    /// <param name="filter">過濾條件</param>
    /// <returns></returns>
    public virtual async Task<IEnumerable<T>> GetManyAsync(FilterDefinition<T> filter)
    {
      var data = await _collection.FindAsync(filter);
      return await data.ToListAsync();
    }
 
    /// <summary>
    /// 查詢部分數據
    /// </summary>
    /// <param name="filter">過濾條件</param>
    /// <returns></returns>
    public virtual async Task<IEnumerable<T>> GetManyAsync(Expression<Func<T, bool>> filter)
    {
      var data = await _collection.FindAsync(filter);
      return await data.ToListAsync();
    }
     
    #endregion
 
    #region GetAll
 
    /// <summary>
    /// 查詢所有記錄,復雜查詢直接用Linq處理(避免全表掃描)
    /// </summary>
    /// <returns>要查詢的對象</returns>
    public virtual IEnumerable<T> GetAll()
    {
      var data = _collection.AsQueryable();
      return data.ToEnumerable();
    }
    /// <summary>
    /// 查詢所有記錄,復雜查詢直接用Linq處理(避免全表掃描)
    /// </summary>
    /// <returns>要查詢的對象</returns>
    public virtual async Task<IEnumerable<T>> GetAllAsync()
    {
      var data = _collection.AsQueryable();
      return await data.ToListAsync();
    }
 
    /// <summary>
    /// 查詢所有記錄,復雜查詢直接用Linq處理(避免全表掃描)
    /// </summary>
    /// <returns>要查詢的對象</returns>
    public virtual IQueryable<T> GetAllQueryable()
    {
      return _collection.AsQueryable();
    }
 
    #endregion
 
    #region MapReduce
    /// <summary> 
    /// MapReduce
    /// </summary>   
    /// <returns>返回一個List列表數據</returns> 
    public IEnumerable<T> GetMap(BsonJavaScript map,BsonJavaScript reduce)
    {
      return _collection.MapReduce<T>(map,reduce).ToList();
    }
 
 
    #endregion
 
    #endregion
  }
 
}


好了,就介紹到這里。

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