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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.java.operators;
import org.apache.wayang.basic.operators.SampleOperator;
import org.apache.wayang.core.function.FunctionDescriptor;
import org.apache.wayang.core.optimizer.OptimizationContext;
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.java.channels.CollectionChannel;
import org.apache.wayang.java.channels.JavaChannelInstance;
import org.apache.wayang.java.channels.StreamChannel;
import org.apache.wayang.java.execution.JavaExecutor;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collection;
import java.util.Collections;
import java.util.Iterator;
import java.util.List;
import java.util.Random;
import java.util.function.IntUnaryOperator;
import java.util.function.LongUnaryOperator;
import java.util.stream.Collectors;
/**
* Java implementation of the {@link JavaReservoirSampleOperator}.
*/
public class JavaReservoirSampleOperator<Type>
extends SampleOperator<Type>
implements JavaExecutionOperator {
private Random rand;
/**
* Creates a new instance.
*/
public JavaReservoirSampleOperator(FunctionDescriptor.SerializableIntUnaryOperator sampleSizeFunction, DataSetType<Type> type, FunctionDescriptor.SerializableLongUnaryOperator seed) {
super(sampleSizeFunction, type, Methods.RESERVOIR, seed);
}
/**
* Copies an instance (exclusive of broadcasts).
*
* @param that that should be copied
*/
public JavaReservoirSampleOperator(SampleOperator<Type> that) {
super(that);
assert that.getSampleMethod() == Methods.RESERVOIR || that.getSampleMethod() == Methods.ANY;
}
@Override
@SuppressWarnings("unchecked")
public Tuple<Collection<ExecutionLineageNode>, Collection<ChannelInstance>> evaluate(
ChannelInstance[] inputs,
ChannelInstance[] outputs,
JavaExecutor javaExecutor,
OptimizationContext.OperatorContext operatorContext) {
assert inputs.length == this.getNumInputs();
assert outputs.length == this.getNumOutputs();
int sampleSize = this.getSampleSize(operatorContext);
if (sampleSize >= datasetSize) { //return all
((CollectionChannel.Instance) outputs[0]).accept(((JavaChannelInstance) inputs[0]).provideStream().collect(Collectors.toList()));
}
else {
long seed = this.getSeed(operatorContext);
rand = new Random(seed);
((CollectionChannel.Instance) outputs[0]).accept(reservoirSample(rand, ((JavaChannelInstance) inputs[0]).<Type>provideStream().iterator(), sampleSize));
}
return ExecutionOperator.modelEagerExecution(inputs, outputs, operatorContext);
}
private static <T> List<T> reservoirSample(Random rand, Iterator<T> items, long m) {
ArrayList<T> res = new ArrayList<T>(Math.toIntExact(m));
int count = 0;
while (items.hasNext()) {
T item = items.next();
count++;
if (count <= m)
res.add(item);
else {
int r = rand.nextInt(count);
if (r < m)
res.set(r, item);
}
}
return res;
}
@Override
public Collection<String> getLoadProfileEstimatorConfigurationKeys() {
return Collections.singleton("wayang.java.reservoir-sample.load");
}
@Override
protected ExecutionOperator createCopy() {
return new JavaReservoirSampleOperator<>(this);
}
@Override
public List<ChannelDescriptor> getSupportedInputChannels(int index) {
assert index <= this.getNumInputs() || (index == 0 && this.getNumInputs() == 0);
return Arrays.asList(CollectionChannel.DESCRIPTOR, StreamChannel.DESCRIPTOR);
}
@Override
public List<ChannelDescriptor> getSupportedOutputChannels(int index) {
assert index <= this.getNumOutputs() || (index == 0 && this.getNumOutputs() == 0);
return Collections.singletonList(CollectionChannel.DESCRIPTOR);
}
}