SDP(10):文本式大数据运算环境-MongoDB-Engine功能设计

小说:鞍山麻将规则作者:伯文乙更新时间:2019-02-19字数:19782

SDP(10):文本式大数据运算环境-MongoDB-Engine功能设计


    为了让前面规划的互联网+数据平台能有效对电子商务数据进行管理及实现大数据统计功能,必须在平台上再增加一个MongDB-Engine:数据平台用户通过传入一种Context来指示MongoDB-Engine运算。与前面JDBC-Engine和Cassandra-Engine通过文本式传递指令不同的是:MangoDB没有一套像SQL或CQL这样的文本式编程语言。但MangoDB基本上都是通过Bson类型的参数进行运算的,Bson是个java interface:

/**
 * An interface for types that are able to render themselves into a {@code BsonDocument}.
 *
 * @since 3.0
 */
public interface Bson {
    /**
     * Render the filter into a BsonDocument.
     *
     * @param documentClass the document class in scope for the collection.  This parameter may be ignored, but it may be used to alter
     *                      the structure of the returned {@code BsonDocument} based on some knowledge of the document class.
     * @param codecRegistry the codec registry.  This parameter may be ignored, but it may be used to look up {@code Codec} instances for
     *                      the document class or any other related class.
     * @param <TDocument> the type of the document class
     * @return the BsonDocument
     */
    <TDocument> BsonDocument toBsonDocument(Class<TDocument> documentClass, CodecRegistry codecRegistry);
}

任何实现Bson的类型都可以通过toBsonDocument来进行Bson到Document的转换。下面是Filter类型的例子:

   private static final class OperatorFilter<TItem> implements Bson {
        private final String operatorName;
        private final String fieldName;
        private final TItem value;

        OperatorFilter(final String operatorName, final String fieldName, final TItem value) {
            this.operatorName = notNull("operatorName", operatorName);
            this.fieldName = notNull("fieldName", fieldName);
            this.value = value;
        }

        @Override
        public <TDocument> BsonDocument toBsonDocument(final Class<TDocument> documentClass, final CodecRegistry codecRegistry) {
            BsonDocumentWriter writer = new BsonDocumentWriter(new BsonDocument());

            writer.writeStartDocument();
            writer.writeName(fieldName);
            writer.writeStartDocument();
            writer.writeName(operatorName);
            encodeValue(writer, value, codecRegistry);
            writer.writeEndDocument();
            writer.writeEndDocument();

            return writer.getDocument();
        }

        @Override
        public String toString() {
            return operatorFilterToString(fieldName, operatorName, value);
        }
    }

对于MongoDB-Engine,我们需要实现下面这几大类功能才能满足平台要求,包括:

count
disctinct
aggregate
mapReduce
bulkWrite
insert
delete
replace
update

具体函数细节和功能描述如下:

  count:
   /**
   * Counts the number of documents in the collection.
   * @return a Observable with a single element indicating the number of documents
   */
  def count(): SingleObservable[Long] = observeLong(wrapped.count(_: SingleResultCallback[java.lang.Long]))

  /**
   * Counts the number of documents in the collection according to the given options.
   * @param filter  the query filter
   * @param options the options describing the count
   * @return a Observable with a single element indicating the number of documents
   */
  def count(filter: Bson, options: CountOptions): SingleObservable[Long] =
    observeLong(wrapped.count(filter, options, _: SingleResultCallback[java.lang.Long]))

  distinct:
    /**
   * Gets the distinct values of the specified field name.
   * @param fieldName the field name
   * @tparam C       the target type of the observable.
   * @return a Observable emitting the sequence of distinct values
   */
  def distinct[C](fieldName: String)(implicit ct: ClassTag[C]): DistinctObservable[C] =
    DistinctObservable(wrapped.distinct(fieldName, ct))

  /**
   * Gets the distinct values of the specified field name.
   * @param fieldName the field name
   * @param filter  the query filter
   * @tparam C       the target type of the observable.
   * @return a Observable emitting the sequence of distinct values
   */
  def distinct[C](fieldName: String, filter: Bson)(implicit ct: ClassTag[C]): DistinctObservable[C] =
    DistinctObservable(wrapped.distinct(fieldName, filter, ct))
  
  find:
    /**
   * Finds all documents in the collection.
   * @tparam C   the target document type of the observable.
   * @return the find Observable
   */
  def find[C]()(implicit e: C DefaultsTo TResult, ct: ClassTag[C]): FindObservable[C] =
    FindObservable(wrapped.find[C](ct))

  /**
   * Finds all documents in the collection.
   * @param filter the query filter
   * @tparam C    the target document type of the observable.
   * @return the find Observable
   */
  def find[C](filter: Bson)(implicit e: C DefaultsTo TResult, ct: ClassTag[C]): FindObservable[C] =
    FindObservable(wrapped.find(filter, ct))

  aggregate:
   /**
   * Aggregates documents according to the specified aggregation pipeline.
   * @param pipeline the aggregate pipeline
   * @return a Observable containing the result of the aggregation operation
   *         [[http://docs.mongodb.org/manual/aggregation/ Aggregation]]
   */
  def aggregate[C](pipeline: Seq[Bson])(implicit e: C DefaultsTo TResult, ct: ClassTag[C]): AggregateObservable[C] =
    AggregateObservable(wrapped.aggregate[C](pipeline.asJava, ct))

  mapReduce:
    /**
   * Aggregates documents according to the specified map-reduce function.
   * @param mapFunction    A JavaScript function that associates or "maps" a value with a key and emits the key and value pair.
   * @param reduceFunction A JavaScript function that "reduces" to a single object all the values associated with a particular key.
   * @tparam C            the target document type of the observable.
   * @return a Observable containing the result of the map-reduce operation
   */
  def mapReduce[C](mapFunction: String, reduceFunction: String)(implicit e: C DefaultsTo TResult, ct: ClassTag[C]): MapReduceObservable[C] =
    MapReduceObservable(wrapped.mapReduce(mapFunction, reduceFunction, ct))

  bulkWrite:
    /**
   * Executes a mix of inserts, updates, replaces, and deletes.
   * @param requests the writes to execute
   * @return a Observable with a single element the BulkWriteResult
   */
  def bulkWrite(requests: Seq[_ <: WriteModel[_ <: TResult]]): SingleObservable[BulkWriteResult] =
    observe(wrapped.bulkWrite(
      requests.asJava.asInstanceOf[util.List[_ <: WriteModel[_ <: TResult]]],
      _: SingleResultCallback[BulkWriteResult]
    ))

  /**
   * Executes a mix of inserts, updates, replaces, and deletes.
   * @param requests the writes to execute
   * @param options  the options to apply to the bulk write operation
   * @return a Observable with a single element the BulkWriteResult
   */
  def bulkWrite(requests: Seq[_ <: WriteModel[_ <: TResult]], options: BulkWriteOptions): SingleObservable[BulkWriteResult] =
    observe(wrapped.bulkWrite(
      requests.asJava.asInstanceOf[util.List[_ <: WriteModel[_ <: TResult]]],
      options,
      _: SingleResultCallback[BulkWriteResult]
    ))
  
  insert:
   /**
   * Inserts the provided document. If the document is missing an identifier, the driver should generate one.
   * @param document the document to insert
   * @return a Observable with a single element indicating when the operation has completed or with either a
   *         com.mongodb.DuplicateKeyException or com.mongodb.MongoException
   */
  def insertOne(document: TResult): SingleObservable[Completed] = observeCompleted(wrapped.insertOne(document, _: SingleResultCallback[Void]))

  /**
   * Inserts the provided document. If the document is missing an identifier, the driver should generate one.
   * @param document the document to insert
   * @param options  the options to apply to the operation
   * @return a Observable with a single element indicating when the operation has completed or with either a
   *         com.mongodb.DuplicateKeyException or com.mongodb.MongoException
   */
  def insertOne(document: TResult, options: InsertOneOptions): SingleObservable[Completed] =
    observeCompleted(wrapped.insertOne(document, options, _: SingleResultCallback[Void]))

  /**
   * Inserts a batch of documents. The preferred way to perform bulk inserts is to use the BulkWrite API. However, when talking with 
   * server 2.6, using this method will be faster due to constraints in the bulk API related to error handling.
   * @param documents the documents to insert
   * @return a Observable with a single element indicating when the operation has completed or with either a
   *         com.mongodb.DuplicateKeyException or com.mongodb.MongoException
   */
  def insertMany(documents: Seq[_ <: TResult]): SingleObservable[Completed] =
    observeCompleted(wrapped.insertMany(documents.asJava, _: SingleResultCallback[Void]))

  /**
   * Inserts a batch of documents. The preferred way to perform bulk inserts is to use the BulkWrite API. However, when talking with 
   * server 2.6, using this method will be faster due to constraints in the bulk API related to error handling.
   * @param documents the documents to insert
   * @param options   the options to apply to the operation
   * @return a Observable with a single element indicating when the operation has completed or with either a
   *         com.mongodb.DuplicateKeyException or com.mongodb.MongoException
   */
  def insertMany(documents: Seq[_ <: TResult], options: InsertManyOptions): SingleObservable[Completed] =
    observeCompleted(wrapped.insertMany(documents.asJava, options, _: SingleResultCallback[Void]))

  delete:
   /**
   * Removes at most one document from the collection that matches the given filter.  If no documents match, the collection is not
   * modified.
   * @param filter the query filter to apply the the delete operation
   * @return a Observable with a single element the DeleteResult or with an com.mongodb.MongoException
   */
  def deleteOne(filter: Bson): SingleObservable[DeleteResult] = observe(wrapped.deleteOne(filter, _: SingleResultCallback[DeleteResult]))

  /**
   * Removes at most one document from the collection that matches the given filter.  If no documents match, the collection is not
   * modified.
   * @param filter the query filter to apply the the delete operation
   * @param options the options to apply to the delete operation
   * @return a Observable with a single element the DeleteResult or with an com.mongodb.MongoException
   */
  def deleteOne(filter: Bson, options: DeleteOptions): SingleObservable[DeleteResult] =
    observe(wrapped.deleteOne(filter, options, _: SingleResultCallback[DeleteResult]))

  /**
   * Removes all documents from the collection that match the given query filter.  If no documents match, the collection is not modified.
   * @param filter the query filter to apply the the delete operation
   * @return a Observable with a single element the DeleteResult or with an com.mongodb.MongoException
   */
  def deleteMany(filter: Bson): SingleObservable[DeleteResult] = observe(wrapped.deleteMany(filter, _: SingleResultCallback[DeleteResult]))

  /**
   * Removes all documents from the collection that match the given query filter.  If no documents match, the collection is not modified.
   * @param filter the query filter to apply the the delete operation
   * @param options the options to apply to the delete operation
   * @return a Observable with a single element the DeleteResult or with an com.mongodb.MongoException
   */
  def deleteMany(filter: Bson, options: DeleteOptions): SingleObservable[DeleteResult] =
    observe(wrapped.deleteMany(filter, options, _: SingleResultCallback[DeleteResult]))
 
  replace:
   /**
   * Replace a document in the collection according to the specified arguments.
   * [[http://docs.mongodb.org/manual/tutorial/modify-documents/#replace-the-document Replace]]
   * @param filter      the query filter to apply the the replace operation
   * @param replacement the replacement document
   * @return a Observable with a single element the UpdateResult
   */
  def replaceOne(filter: Bson, replacement: TResult): SingleObservable[UpdateResult] =
    observe(wrapped.replaceOne(filter, replacement, _: SingleResultCallback[UpdateResult]))

  /**
   * Replace a document in the collection according to the specified arguments.
   * @param filter      the query filter to apply the the replace operation
   * @param replacement the replacement document
   * @param options     the options to apply to the replace operation
   * @return a Observable with a single element the UpdateResult
   */
  def replaceOne(filter: Bson, replacement: TResult, options: UpdateOptions): SingleObservable[UpdateResult] =
    observe(wrapped.replaceOne(filter, replacement, options, _: SingleResultCallback[UpdateResult]))

  update:
   /**
   * Update a single document in the collection according to the specified arguments.
   * @param filter  a document describing the query filter, which may not be null. This can be of any type for which a `Codec` is
   *                registered
   * @param update  a document describing the update, which may not be null. The update to apply must include only update operators. This
   *                can be of any type for which a `Codec` is registered
   * @return a Observable with a single element the UpdateResult
   */
  def updateOne(filter: Bson, update: Bson): SingleObservable[UpdateResult] =
    observe(wrapped.updateOne(filter, update, _: SingleResultCallback[UpdateResult]))

  /**
   * Update a single document in the collection according to the specified arguments.
   * @param filter  a document describing the query filter, which may not be null. This can be of any type for which a `Codec` is
   *                registered
   * @param update  a document describing the update, which may not be null. The update to apply must include only update operators. This
   *                can be of any type for which a `Codec` is registered
   * @param options the options to apply to the update operation
   * @return a Observable with a single element the UpdateResult
   */
  def updateOne(filter: Bson, update: Bson, options: UpdateOptions): SingleObservable[UpdateResult] =
    observe(wrapped.updateOne(filter, update, options, _: SingleResultCallback[UpdateResult]))
  /**
   * Update documents in the collection according to the specified arguments.
   * @param filter  a document describing the query filter, which may not be null. This can be of any type for which a `Codec` is
   *                registered
   * @param update  a document describing the update, which may not be null. The update to apply must include only update operators. This
   *                can be of any type for which a `Codec` is registered
   * @return a Observable with a single element the UpdateResult
   */
  def updateMany(filter: Bson, update: Bson): SingleObservable[UpdateResult] =
    observe(wrapped.updateMany(filter, update, _: SingleResultCallback[UpdateResult]))

可以看到:函数传入参数大致两个类型:Bson、XXOptions。我们还需要适度增加一些数据库管理功能,包括:

  createCollection
  listCollection
  dropCollection
  createIndex
  dropIndex
  createView

具体函数细节和功能描述如下:

dropCollection
 /**
   * Drops this collection from the Database.
   */
  def drop(): SingleObservable[Completed] = observeCompleted(wrapped.drop(_: SingleResultCallback[Void]))

createIndex
  /**
   * @param key     an object describing the index key(s), which may not be null. This can be of any type for which a `Codec` is
   *                registered
   * @return a Observable with a single element indicating when the operation has completed
   */
  def createIndex(key: Bson): SingleObservable[String] =
    observe(wrapped.createIndex(key, _: SingleResultCallback[String]))

  /**
   * @param key     an object describing the index key(s), which may not be null. This can be of any type for which a `Codec` is
   *                registered
   * @param options the options for the index
   * @return a Observable with a single element indicating when the operation has completed
   */
  def createIndex(key: Bson, options: IndexOptions): SingleObservable[String] =
    observe(wrapped.createIndex(key, options, _: SingleResultCallback[String]))
  
  dropIndex
    /**
   * Drops the given index.
   * @param indexName the name of the index to remove
   * @return a Observable with a single element indicating when the operation has completed
   */
  def dropIndex(indexName: String): SingleObservable[Completed] = observeCompleted(wrapped.dropIndex(indexName, _: SingleResultCallback[Void]))

  /**
   * Drops the given index.
   * @param indexName the name of the index to remove
   * @param dropIndexOptions options to use when dropping indexes
   * @return a Observable with a single element indicating when the operation has completed
   */
  def dropIndex(indexName: String, dropIndexOptions: DropIndexOptions): SingleObservable[Completed] =
    observeCompleted(wrapped.dropIndex(indexName, dropIndexOptions, _: SingleResultCallback[Void]))

  /**
   * Drops the index given the keys used to create it.
   * @param keys the keys of the index to remove
   * @return a Observable with a single element indicating when the operation has completed
   */
  def dropIndex(keys: Bson): SingleObservable[Completed] = observeCompleted(wrapped.dropIndex(keys, _: SingleResultCallback[Void]))

  /**
   * Drops the index given the keys used to create it.
   * @param keys the keys of the index to remove
   * @param dropIndexOptions options to use when dropping indexes
   * @return a Observable with a single element indicating when the operation has completed
   */
  def dropIndex(keys: Bson, dropIndexOptions: DropIndexOptions): SingleObservable[Completed] =
    observeCompleted(wrapped.dropIndex(keys, dropIndexOptions, _: SingleResultCallback[Void]))

  /**
   * Drop all the indexes on this collection, except for the default on _id.
   * @return a Observable with a single element indicating when the operation has completed
   */
  def dropIndexes(): SingleObservable[Completed] =
    observeCompleted(wrapped.dropIndexes(_: SingleResultCallback[Void]))

  /**
   * Drop all the indexes on this collection, except for the default on _id.
   * @param dropIndexOptions options to use when dropping indexes
   * @return a Observable with a single element indicating when the operation has completed
   */
  def dropIndexes(dropIndexOptions: DropIndexOptions): SingleObservable[Completed] =
    observeCompleted(wrapped.dropIndexes(dropIndexOptions, _: SingleResultCallback[Void]))

  listCollection
    /**
   * Finds all the collections in this database.
   * @tparam TResult the target document type of the iterable.
   * @return the fluent list collections interface
   */
  def listCollections[TResult]()(implicit e: TResult DefaultsTo Document, ct: ClassTag[TResult]): ListCollectionsObservable[TResult] = ListCollectionsObservable(wrapped.listCollections(ct))

 createCollection
    /**
   * Create a new collection with the given name.
   * @param collectionName the name for the new collection to create
   * @return a Observable identifying when the collection has been created
   */
  def createCollection(collectionName: String): SingleObservable[Completed] =
    observeCompleted(wrapped.createCollection(collectionName, _: SingleResultCallback[Void]))

  /**
   * Create a new collection with the selected options
   * @param collectionName the name for the new collection to create
   * @param options        various options for creating the collection
   * @return a Observable identifying when the collection has been created
   */
  def createCollection(collectionName: String, options: CreateCollectionOptions): SingleObservable[Completed] =
    observeCompleted(wrapped.createCollection(collectionName, options, _: SingleResultCallback[Void]))

  createView
    /**
   * Creates a view with the given name, backing collection/view name, and aggregation pipeline that defines the view.
   * @param viewName the name of the view to create
   * @param viewOn   the backing collection/view for the view
   * @param pipeline the pipeline that defines the view
   */
  def createView(viewName: String, viewOn: String, pipeline: Seq[Bson]): SingleObservable[Completed] =
    observeCompleted(wrapped.createView(viewName, viewOn, pipeline.asJava, _: SingleResultCallback[Void]))

  /**
   * Creates a view with the given name, backing collection/view name, aggregation pipeline, and options that defines the view.
   * @param viewName          the name of the view to create
   * @param viewOn            the backing collection/view for the view
   * @param pipeline          the pipeline that defines the view
   * @param createViewOptions various options for creating the view
   */
  def createView(viewName: String, viewOn: String, pipeline: Seq[Bson], createViewOptions: CreateViewOptions): SingleObservable[Completed] =
    observeCompleted(wrapped.createView(viewName, viewOn, pipeline.asJava, createViewOptions, _: SingleResultCallback[Void]))

下面就是根据以上需求分析初步做出的功能框架设计方案:

import org.bson.conversions.Bson
import org.mongodb.scala._

trait MGOCommands

object MGOCommands  {
  case class Count(filter: Option[Bson], options: Option[Any]) extends MGOCommands
  case class Distict(fieldName: String, filter: Option[Bson]) extends MGOCommands
  case class Find(filter: Option[Bson]) extends MGOCommands
  case class Aggregate(pipeLine: Seq[Bson]) extends MGOCommands
  case class MapReduce(mapFunction: String, reduceFunction: String) extends MGOCommands
  case class Insert(newdocs: Seq[Document], options: Option[Any]) extends MGOCommands
  case class Delete(filter: Bson, options: Option[Any], onlyOne: Boolean = false) extends MGOCommands
  case class Replace(filter: Bson, replacement: Document, options: Option[Any]) extends MGOCommands
  case class Update(filter: Bson, update: Bson, options: Option[Any]) extends MGOCommands
  case class BulkWrite(commands: Seq[MGOCommands], options: Option[Any]) extends MGOCommands
}

object MGOAdmins {
  case class DropCollection(collName: String) extends MGOCommands
  case class CreateCollection(collName: String, options: Option[Any]) extends MGOCommands
  case class ListCollection(dbName: String) extends MGOCommands
  case class CreateView(viewName: String, viewOn: String, pipeline: Seq[Bson], options: Option[Any]) extends MGOCommands
  case class CreateIndex(filter: Option[Bson], options: Option[Any]) extends MGOCommands
  case class DropIndexByName(indexName: String, options: Option[Any]) extends MGOCommands
  case class DropIndexByKey(key: Bson, options: Option[Any]) extends MGOCommands
  case class DropAllIndexes(options: Option[Any]) extends MGOCommands
}

case class MGOContext (
     dbName: String,
     collName: String,
     action: MGOCommands = null
) { ctx =>
  def setDbName(name: String): MGOContext = ctx.copy(dbName = name)
  def setCollName(name: String): MGOContext = ctx.copy(collName = name)
  def setCommand(cmd: MGOCommands): MGOContext = ctx.copy(action = cmd)
}
object MGOContext {
  def apply(db: String, coll: String) = new MGOContext(db,coll)
  def apply(db: String, coll: String, command: MGOCommands) =
    new MGOContext(db,coll,command)

}

 

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发布时间:2019-02-19 05:16:30

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