window函数 resetAccumulator

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/*
 * 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.flink.table.runtime.aggregate

import java.lang.Iterable

import org.apache.flink.api.common.functions.{MapPartitionFunction, RichGroupReduceFunction}
import org.apache.flink.configuration.Configuration
import org.apache.flink.table.codegen.{Compiler, GeneratedAggregationsFunction}
import org.apache.flink.table.util.Logging
import org.apache.flink.types.Row
import org.apache.flink.util.Collector

/**
  * [[RichGroupReduceFunction]] and [[MapPartitionFunction]] to compute aggregates that do
  * not support pre-aggregation for batch(DataSet) queries.
  *
  * @param genAggregations Code-generated [[GeneratedAggregations]]
  */
class DataSetAggFunction(
    private val genAggregations: GeneratedAggregationsFunction)
  extends RichGroupReduceFunction[Row, Row]
    with MapPartitionFunction[Row, Row]
    with Compiler[GeneratedAggregations] with Logging {

  private var output: Row = _
  private var accumulators: Row = _

  private var function: GeneratedAggregations = _

  override def open(config: Configuration) {
    LOG.debug(s"Compiling AggregateHelper: $genAggregations.name \n\n " +
                s"Code:\n$genAggregations.code")
    val clazz = compile(
      getRuntimeContext.getUserCodeClassLoader,
      genAggregations.name,
      genAggregations.code)
    LOG.debug("Instantiating AggregateHelper.")
    function = clazz.newInstance()

    output = function.createOutputRow()
    accumulators = function.createAccumulators()
  }

  /**
    * Computes a non-pre-aggregated aggregation.
    *
    * @param records An iterator over all records of the group.
    * @param out     The collector to hand results to.
    */
  override def reduce(records: Iterable[Row], out: Collector[Row]): Unit = {

    // reset accumulators
    function.resetAccumulator(accumulators)

    val iterator = records.iterator()

    var record: Row = null
    while (iterator.hasNext) {
      record = iterator.next()

      // accumulate
      function.accumulate(accumulators, record)
    }

    // set group keys value to final output
    function.setForwardedFields(record, output)

    // set agg results to output
    function.setAggregationResults(accumulators, output)

    out.collect(output)
  }

  /**
    * Computes a non-pre-aggregated aggregation and returns a row even if the input is empty.
    *
    * @param records An iterator over all records of the partition.
    * @param out     The collector to hand results to.
    */
  override def mapPartition(records: Iterable[Row], out: Collector[Row]): Unit = {
    reduce(records, out)
  }

}


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/*
 * 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.flink.table.runtime.aggregate

import java.lang.Iterable

import org.apache.flink.api.common.functions.RichGroupReduceFunction
import org.apache.flink.configuration.Configuration
import org.apache.flink.table.codegen.{Compiler, GeneratedAggregationsFunction}
import org.apache.flink.table.util.Logging
import org.apache.flink.types.Row
import org.apache.flink.util.Collector

/**
  * It wraps the aggregate logic inside of
  * [[org.apache.flink.api.java.operators.GroupReduceOperator]]. It is used for tumbling time-window
  * on batch.
  *
  * @param genAggregations  Code-generated [[GeneratedAggregations]]
  * @param windowSize       Tumbling time window size
  * @param windowStartPos   The relative window-start field position to the last field of output row
  * @param windowEndPos     The relative window-end field position to the last field of output row
  * @param windowRowtimePos The relative window-rowtime field position to the last field of
  *                         output row
  * @param keysAndAggregatesArity    The total arity of keys and aggregates
  */
class DataSetTumbleTimeWindowAggReduceGroupFunction(
    genAggregations: GeneratedAggregationsFunction,
    windowSize: Long,
    windowStartPos: Option[Int],
    windowEndPos: Option[Int],
    windowRowtimePos: Option[Int],
    keysAndAggregatesArity: Int)
  extends RichGroupReduceFunction[Row, Row]
    with Compiler[GeneratedAggregations]
    with Logging {

  private var collector: DataSetTimeWindowPropertyCollector = _
  protected var aggregateBuffer: Row = new Row(keysAndAggregatesArity + 1)

  private var output: Row = _
  protected var accumulators: Row = _

  protected var function: GeneratedAggregations = _

  override def open(config: Configuration) {
    LOG.debug(s"Compiling AggregateHelper: $genAggregations.name \n\n " +
                s"Code:\n$genAggregations.code")
    val clazz = compile(
      getRuntimeContext.getUserCodeClassLoader,
      genAggregations.name,
      genAggregations.code)
    LOG.debug("Instantiating AggregateHelper.")
    function = clazz.newInstance()

    output = function.createOutputRow()
    accumulators = function.createAccumulators()
    collector = new DataSetTimeWindowPropertyCollector(
      windowStartPos,
      windowEndPos,
      windowRowtimePos)
  }

  override def reduce(records: Iterable[Row], out: Collector[Row]): Unit = {

    var last: Row = null
    val iterator = records.iterator()

    // reset accumulator
    function.resetAccumulator(accumulators)

    while (iterator.hasNext) {
      val record = iterator.next()
      function.mergeAccumulatorsPair(accumulators, record)
      last = record
    }

    // set group keys value to final output.
    function.setForwardedFields(last, output)

    // get final aggregate value and set to output.
    function.setAggregationResults(accumulators, output)

    // get window start timestamp
    val startTs: Long = last.getField(keysAndAggregatesArity).asInstanceOf[Long]

    // set collector and window
    collector.wrappedCollector = out
    collector.windowStart = startTs
    collector.windowEnd = startTs + windowSize

    collector.collect(output)
  }

}

window函数 resetAccumulator

标签：cti   fun   for   collect   perm   soft   you   res   ssi   

原文地址：https://www.cnblogs.com/WCFGROUP/p/9545160.html