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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.wayang.flink.operators;
import java.util.Arrays;
import java.util.Collection;
import java.util.Collections;
import java.util.List;
import java.util.Optional;
import org.apache.flink.api.common.functions.ReduceFunction;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.api.java.functions.KeySelector;
import org.apache.wayang.basic.operators.ReduceByOperator;
import org.apache.wayang.core.api.Configuration;
import org.apache.wayang.core.function.ReduceDescriptor;
import org.apache.wayang.core.function.TransformationDescriptor;
import org.apache.wayang.core.optimizer.OptimizationContext;
import org.apache.wayang.core.optimizer.costs.LoadProfileEstimator;
import org.apache.wayang.core.optimizer.costs.LoadProfileEstimators;
import org.apache.wayang.core.plan.wayangplan.ExecutionOperator;
import org.apache.wayang.core.platform.ChannelDescriptor;
import org.apache.wayang.core.platform.ChannelInstance;
import org.apache.wayang.core.platform.lineage.ExecutionLineageNode;
import org.apache.wayang.core.types.DataSetType;
import org.apache.wayang.core.util.Tuple;
import org.apache.wayang.flink.channels.DataSetChannel;
import org.apache.wayang.flink.compiler.FunctionCompiler;
import org.apache.wayang.flink.execution.FlinkExecutor;
/**
* Flink implementation of the {@link ReduceByOperator}.
*/
public class FlinkReduceByOperator<InputType, KeyType>
extends ReduceByOperator<InputType, KeyType>
implements FlinkExecutionOperator {
/**
* Creates a new instance.
*
* @param type type of the reduce elements (i.e., type of {@link #getInput()} and {@link #getOutput()})
* @param keyDescriptor describes how to extract the key from data units
* @param reduceDescriptor describes the reduction to be performed on the elements
*/
public FlinkReduceByOperator(DataSetType<InputType> type, TransformationDescriptor<InputType, KeyType> keyDescriptor,
ReduceDescriptor<InputType> reduceDescriptor) {
super(keyDescriptor, reduceDescriptor, type);
}
/**
* Copies an instance (exclusive of broadcasts).
*
* @param that that should be copied
*/
public FlinkReduceByOperator(ReduceByOperator<InputType, KeyType> that) {
super(that);
}
@Override
public Tuple<Collection<ExecutionLineageNode>, Collection<ChannelInstance>> evaluate(
ChannelInstance[] inputs,
ChannelInstance[] outputs,
FlinkExecutor flinkExecutor,
OptimizationContext.OperatorContext operatorContext) {
assert inputs.length == this.getNumInputs();
assert outputs.length == this.getNumOutputs();
DataSetChannel.Instance input = (DataSetChannel.Instance) inputs[0];
DataSetChannel.Instance output = (DataSetChannel.Instance) outputs[0];
final DataSet<InputType> dataSetInput = input.provideDataSet();
FunctionCompiler compiler = flinkExecutor.getCompiler();
KeySelector<InputType, KeyType> keySelector = compiler.compileKeySelector(this.keyDescriptor);
ReduceFunction<InputType> reduceFunction = compiler.compile(this.reduceDescriptor);
DataSet<InputType> dataSetOutput =
dataSetInput
.groupBy(keySelector)
.reduce(reduceFunction)
.setParallelism(flinkExecutor.getNumDefaultPartitions());
output.accept(dataSetOutput, flinkExecutor);
return ExecutionOperator.modelLazyExecution(inputs, outputs, operatorContext);
}
@Override
protected ExecutionOperator createCopy() {
return new FlinkReduceByOperator<>(this.getType(), this.getKeyDescriptor(), this.getReduceDescriptor());
}
@Override
public String getLoadProfileEstimatorConfigurationKey() {
return "wayang.flink.reduceby.load";
}
@Override
public Optional<LoadProfileEstimator> createLoadProfileEstimator(Configuration configuration) {
final Optional<LoadProfileEstimator> optEstimator =
FlinkExecutionOperator.super.createLoadProfileEstimator(configuration);
LoadProfileEstimators.nestUdfEstimator(optEstimator, this.keyDescriptor, configuration);
LoadProfileEstimators.nestUdfEstimator(optEstimator, this.reduceDescriptor, configuration);
return optEstimator;
}
@Override
public List<ChannelDescriptor> getSupportedInputChannels(int index) {
return Arrays.asList(DataSetChannel.DESCRIPTOR, DataSetChannel.DESCRIPTOR_MANY);
}
@Override
public List<ChannelDescriptor> getSupportedOutputChannels(int index) {
assert index <= this.getNumOutputs() || (index == 0 && this.getNumOutputs() == 0);
return Collections.singletonList(DataSetChannel.DESCRIPTOR);
}
@Override
public boolean containsAction() {
return false;
}
}