Github user chenghao-intel commented on a diff in the pull request:

    https://github.com/apache/spark/pull/7458#discussion_r34880526
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/aggregate2/aggregates.scala
 ---
    @@ -0,0 +1,279 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.sql.catalyst.expressions.aggregate2
    +
    +import org.apache.spark.sql.catalyst.dsl.expressions._
    +import org.apache.spark.sql.catalyst.errors.TreeNodeException
    +import org.apache.spark.sql.catalyst.expressions._
    +import org.apache.spark.sql.catalyst.InternalRow
    +import org.apache.spark.sql.types._
    +
    +/** The mode of an [[AggregateFunction]]. */
    +private[sql] sealed trait AggregateMode
    +
    +/**
    + * An [[AggregateFunction]] with [[Partial]] mode is used for partial 
aggregation.
    + * This function updates the given aggregation buffer with the original 
input of this
    + * function. When it has processed all input rows, the aggregation buffer 
is returned.
    + */
    +private[sql] case object Partial extends AggregateMode
    +
    +/**
    + * An [[AggregateFunction]] with [[PartialMerge]] mode is used to merge 
aggregation buffers
    + * containing intermediate results for this function.
    + * This function updates the given aggregation buffer by merging multiple 
aggregation buffers.
    + * When it has processed all input rows, the aggregation buffer is 
returned.
    + */
    +private[sql] case object PartialMerge extends AggregateMode
    +
    +/**
    + * An [[AggregateFunction]] with [[PartialMerge]] mode is used to merge 
aggregation buffers
    + * containing intermediate results for this function and the generate 
final result.
    + * This function updates the given aggregation buffer by merging multiple 
aggregation buffers.
    + * When it has processed all input rows, the final result of this function 
is returned.
    + */
    +private[sql] case object Final extends AggregateMode
    +
    +/**
    + * An [[AggregateFunction2]] with [[Partial]] mode is used to evaluate 
this function directly
    + * from original input rows without any partial aggregation.
    + * This function updates the given aggregation buffer with the original 
input of this
    + * function. When it has processed all input rows, the final result of 
this function is returned.
    + */
    +private[sql] case object Complete extends AggregateMode
    +
    +private[sql] case object NoOp extends Expression {
    +  override def nullable: Boolean = true
    +  override def eval(input: InternalRow): Any = {
    +    throw new TreeNodeException(
    +      this, s"No function to evaluate expression. type: ${this.nodeName}")
    +  }
    +  override def dataType: DataType = NullType
    +  override def children: Seq[Expression] = Nil
    +}
    +
    +/**
    + * A container for an [[AggregateFunction2]] with its [[AggregateMode]] 
and a field
    + * (`isDistinct`) indicating if DISTINCT keyword is specified for this 
function.
    + * @param aggregateFunction
    + * @param mode
    + * @param isDistinct
    + */
    +private[sql] case class AggregateExpression2(
    +    aggregateFunction: AggregateFunction2,
    +    mode: AggregateMode,
    +    isDistinct: Boolean) extends Expression {
    +
    +  override def children: Seq[Expression] = aggregateFunction :: Nil
    +  override def dataType: DataType = aggregateFunction.dataType
    +  override def foldable: Boolean = false
    +  override def nullable: Boolean = aggregateFunction.nullable
    +
    +  override def toString: String = 
s"(${aggregateFunction}2,mode=$mode,isDistinct=$isDistinct)"
    +
    +  override def eval(input: InternalRow = null): Any = {
    +    throw new TreeNodeException(
    +      this, s"No function to evaluate expression. type: ${this.nodeName}")
    +  }
    +}
    +
    +abstract class AggregateFunction2
    +  extends Expression {
    +
    +  self: Product =>
    +
    +  /** An aggregate function is not foldable. */
    +  override def foldable: Boolean = false
    +
    +  /**
    +   * The offset of this function's buffer in the underlying buffer shared 
with other functions.
    +   */
    +  var bufferOffset: Int = 0
    --- End diff --
    
    Instead of explicit expose the `bufferOffset`, probably people prefer using 
the `BoundReference`, it's created by `BindReferences.bindReference`, I think 
we can pass in the associated `BoundReference` (bind with bufferSchema) while 
`initialize` the `AggregateFunction2` in each executor.
    
    We can add the implicit function in this class, to convert `BoundReference` 
=> Int. So people can write code like:
    `mutableRow.isNullAt(BoundReference)` 


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