聊聊flink Table的OrderBy及Limit

序

本文主要研究一下flink Table的OrderBy及Limit

实例

Table in = tableEnv.fromDataSet(ds, "a, b, c");
Table result = in.orderBy("a.asc");Table in = tableEnv.fromDataSet(ds, "a, b, c");// returns the first 5 records from the sorted result
Table result1 = in.orderBy("a.asc").fetch(5); // skips the first 3 records and returns all following records from the sorted result
Table result2 = in.orderBy("a.asc").offset(3);// skips the first 10 records and returns the next 5 records from the sorted result
Table result3 = in.orderBy("a.asc").offset(10).fetch(5);

orderBy方法类似sql的order by；limit则由offset及fetch两个方法构成，类似sql的offset及fetch

Table

flink-table_2.11-1.7.0-sources.jar!/org/apache/flink/table/api/table.scala

class Table(private[flink] val tableEnv: TableEnvironment,private[flink] val logicalPlan: LogicalNode) {//......def orderBy(fields: String): Table = {val parsedFields = ExpressionParser.parseExpressionList(fields)orderBy(parsedFields: _*)}def orderBy(fields: Expression*): Table = {val order: Seq[Ordering] = fields.map {case o: Ordering => ocase e => Asc(e)}new Table(tableEnv, Sort(order, logicalPlan).validate(tableEnv))}def offset(offset: Int): Table = {new Table(tableEnv, Limit(offset, -1, logicalPlan).validate(tableEnv))}def fetch(fetch: Int): Table = {if (fetch < 0) {throw new ValidationException("FETCH count must be equal or larger than 0.")}this.logicalPlan match {case Limit(o, -1, c) =>// replace LIMIT without FETCH by LIMIT with FETCHnew Table(tableEnv, Limit(o, fetch, c).validate(tableEnv))case Limit(_, _, _) =>throw new ValidationException("FETCH is already defined.")case _ =>new Table(tableEnv, Limit(0, fetch, logicalPlan).validate(tableEnv))}}//......
}

Table的orderBy方法，支持String或Expression类型的参数，其中String类型最终是转为Expression类型；orderBy方法最后使用Sort重新创建了Table；offset及fetch方法，使用Limit重新创建了Table(offset方法创建的Limit其fetch为-1；fetch方法如果之前没有指定offset则创建的Limit的offset为0)

Sort

flink-table_2.11-1.7.0-sources.jar!/org/apache/flink/table/plan/logical/operators.scala

case class Sort(order: Seq[Ordering], child: LogicalNode) extends UnaryNode {override def output: Seq[Attribute] = child.outputoverride protected[logical] def construct(relBuilder: RelBuilder): RelBuilder = {child.construct(relBuilder)relBuilder.sort(order.map(_.toRexNode(relBuilder)).asJava)}override def validate(tableEnv: TableEnvironment): LogicalNode = {if (tableEnv.isInstanceOf[StreamTableEnvironment]) {failValidation(s"Sort on stream tables is currently not supported.")}super.validate(tableEnv)}
}

Sort继承了UnaryNode，它的构造器接收Set类型的Ordering，其construct方法使用relBuilder.sort来构建sort条件

Ordering

flink-table_2.11-1.7.0-sources.jar!/org/apache/flink/table/expressions/ordering.scala

abstract class Ordering extends UnaryExpression {override private[flink] def validateInput(): ValidationResult = {if (!child.isInstanceOf[NamedExpression]) {ValidationFailure(s"Sort should only based on field reference")} else {ValidationSuccess}}
}case class Asc(child: Expression) extends Ordering {override def toString: String = s"($child).asc"override private[flink] def toRexNode(implicit relBuilder: RelBuilder): RexNode = {child.toRexNode}override private[flink] def resultType: TypeInformation[_] = child.resultType
}case class Desc(child: Expression) extends Ordering {override def toString: String = s"($child).desc"override private[flink] def toRexNode(implicit relBuilder: RelBuilder): RexNode = {relBuilder.desc(child.toRexNode)}override private[flink] def resultType: TypeInformation[_] = child.resultType
}

Ordering是一个抽象类，它有Asc及Desc两个子类

Limit

flink-table_2.11-1.7.0-sources.jar!/org/apache/flink/table/plan/logical/operators.scala

case class Limit(offset: Int, fetch: Int = -1, child: LogicalNode) extends UnaryNode {override def output: Seq[Attribute] = child.outputoverride protected[logical] def construct(relBuilder: RelBuilder): RelBuilder = {child.construct(relBuilder)relBuilder.limit(offset, fetch)}override def validate(tableEnv: TableEnvironment): LogicalNode = {if (tableEnv.isInstanceOf[StreamTableEnvironment]) {failValidation(s"Limit on stream tables is currently not supported.")}if (!child.isInstanceOf[Sort]) {failValidation(s"Limit operator must be preceded by an OrderBy operator.")}if (offset < 0) {failValidation(s"Offset should be greater than or equal to zero.")}super.validate(tableEnv)}
}

Limit继承了UnaryNode，它的构造器接收offset及fetch参数，它的construct方法通过relBuilder.limit来设置offset及fetch

小结

Table的orderBy方法类似sql的order by；limit则由offset及fetch两个方法构成，类似sql的offset及fetch
Table的orderBy方法，支持String或Expression类型的参数，其中String类型最终是转为Expression类型；orderBy方法最后使用Sort重新创建了Table；offset及fetch方法，使用Limit重新创建了Table(offset方法创建的Limit其fetch为-1；fetch方法如果之前没有指定offset则创建的Limit的offset为0)
Sort继承了UnaryNode，它的构造器接收Set类型的Ordering，其construct方法使用relBuilder.sort来构建sort条件；Ordering是一个抽象类，它有Asc及Desc两个子类；Limit继承了UnaryNode，它的构造器接收offset及fetch参数，它的construct方法通过relBuilder.limit来设置offset及fetch