hivemall.tools.aggr.MajorityVoteUDAF Maven / Gradle / Ivy
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* 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
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* KIND, either express or implied. See the License for the
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package hivemall.tools.aggr;
import static hivemall.utils.hadoop.HiveUtils.asLongOI;
import static hivemall.utils.hadoop.HiveUtils.asPrimitiveObjectInspector;
import hivemall.utils.hadoop.HiveUtils;
import hivemall.utils.lang.LongCounter;
import hivemall.utils.lang.Preconditions;
import java.util.Map;
import javax.annotation.Nonnull;
import javax.annotation.Nullable;
import org.apache.hadoop.hive.ql.exec.Description;
import org.apache.hadoop.hive.ql.exec.UDFArgumentLengthException;
import org.apache.hadoop.hive.ql.exec.UDFArgumentTypeException;
import org.apache.hadoop.hive.ql.metadata.HiveException;
import org.apache.hadoop.hive.ql.parse.SemanticException;
import org.apache.hadoop.hive.ql.udf.generic.AbstractGenericUDAFResolver;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFEvaluator;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFEvaluator.AbstractAggregationBuffer;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFEvaluator.AggregationType;
import org.apache.hadoop.hive.ql.util.JavaDataModel;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorFactory;
import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.StandardMapObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.LongObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.PrimitiveObjectInspectorFactory;
import org.apache.hadoop.hive.serde2.typeinfo.TypeInfo;
//@formatter:off
@Description(name = "majority_vote",
value = "_FUNC_(Primitive x) - Returns the most frequent value of x",
extended = "-- see https://issues.apache.org/jira/browse/HIVE-17406 \n" +
"WITH data as (\n" +
" select\n" +
" explode(array('1', '2', '2', '2', '5', '4', '1', '2')) as k\n" +
")\n" +
"select\n" +
" majority_vote(k) as k\n" +
"from \n" +
" data;\n" +
"2")
//@formatter:on
public final class MajorityVoteUDAF extends AbstractGenericUDAFResolver {
public MajorityVoteUDAF() {
super();
}
@Override
public GenericUDAFEvaluator getEvaluator(@Nonnull final TypeInfo[] argTypes)
throws SemanticException {
if (argTypes.length != 1) {
throw new UDFArgumentLengthException(
"Expected ecactly one argument: " + argTypes.length);
}
if (!HiveUtils.isPrimitiveTypeInfo(argTypes[0])) {
throw new UDFArgumentTypeException(0,
"PRIMITIVE type is expected but got " + argTypes[0]);
}
return new Evaluator();
}
public static final class Evaluator extends GenericUDAFEvaluator {
// original input
private transient PrimitiveObjectInspector keyInputOI;
private transient PrimitiveObjectInspector keyOutputOI;
// partial aggregation
private transient StandardMapObjectInspector partialOI;
private transient LongObjectInspector counterInputOI;
public Evaluator() {
super();
}
@Override
public ObjectInspector init(@Nonnull Mode mode, @Nonnull ObjectInspector[] argOIs)
throws HiveException {
assert (argOIs.length == 1);
super.init(mode, argOIs);
// initialize input
if (mode == Mode.PARTIAL1 || mode == Mode.COMPLETE) {// from original data
this.keyInputOI = asPrimitiveObjectInspector(argOIs[0]);
} else {// from partial aggregation
this.partialOI = (StandardMapObjectInspector) argOIs[0];
this.keyInputOI = asPrimitiveObjectInspector(partialOI.getMapKeyObjectInspector());
this.counterInputOI = asLongOI(partialOI.getMapValueObjectInspector());
}
this.keyOutputOI = PrimitiveObjectInspectorFactory.getPrimitiveJavaObjectInspector(
keyInputOI.getTypeInfo());
// initialize output
final ObjectInspector outputOI;
if (mode == Mode.PARTIAL1 || mode == Mode.PARTIAL2) {// terminatePartial
outputOI = ObjectInspectorFactory.getStandardMapObjectInspector(keyOutputOI,
PrimitiveObjectInspectorFactory.javaLongObjectInspector);
} else {// terminate
outputOI = keyOutputOI;
}
return outputOI;
}
@Override
public CounterBuffer getNewAggregationBuffer() throws HiveException {
CounterBuffer buf = new CounterBuffer();
buf.reset();
return buf;
}
@Override
public void reset(@SuppressWarnings("deprecation") AggregationBuffer agg)
throws HiveException {
CounterBuffer buf = (CounterBuffer) agg;
buf.reset();
}
@Override
public void iterate(@SuppressWarnings("deprecation") AggregationBuffer agg,
Object[] parameters) throws HiveException {
CounterBuffer buf = (CounterBuffer) agg;
final Object param0 = parameters[0];
if (param0 == null) {
return;
}
final Object key = keyInputOI.getPrimitiveJavaObject(param0);
if (key != null) {
buf.iterate(key);
}
}
@Override
public Map
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