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Apache Hive adaptors for the DataSketches library.
/*
* 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.datasketches.hive.frequencies;
import org.apache.datasketches.ArrayOfItemsSerDe;
import org.apache.hadoop.hive.ql.exec.UDFArgumentException;
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.GenericUDAFParameterInfo;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.PrimitiveObjectInspectorUtils;
/**
* This is a generic implementation to be specialized in subclasses
* @param type of item
*/
@SuppressWarnings("deprecation")
public abstract class DataToItemsSketchUDAF extends AbstractGenericUDAFResolver {
@Override
public GenericUDAFEvaluator getEvaluator(final GenericUDAFParameterInfo info)
throws SemanticException {
final ObjectInspector[] inspectors = info.getParameterObjectInspectors();
if (inspectors.length != 2) {
throw new UDFArgumentException("Two arguments expected");
}
if (inspectors[0].getCategory() != ObjectInspector.Category.PRIMITIVE) {
throw new UDFArgumentTypeException(0, "Primitive argument expected, but "
+ inspectors[0].getTypeName() + " was recieved");
}
if (inspectors[1].getCategory() != ObjectInspector.Category.PRIMITIVE) {
throw new UDFArgumentTypeException(0, "Primitive argument expected, but "
+ inspectors[1].getTypeName() + " was recieved");
}
final PrimitiveObjectInspector inspector2 = (PrimitiveObjectInspector) inspectors[1];
if (inspector2.getPrimitiveCategory() != PrimitiveObjectInspector.PrimitiveCategory.INT) {
throw new UDFArgumentTypeException(0, "Integer value expected as the second argument, but "
+ inspector2.getPrimitiveCategory().name() + " was received");
}
return createEvaluator();
}
public abstract GenericUDAFEvaluator createEvaluator();
public static abstract class DataToItemsSketchEvaluator extends ItemsEvaluator {
private PrimitiveObjectInspector maxMapSizeObjectInspector;
public DataToItemsSketchEvaluator(final ArrayOfItemsSerDe serDe) {
super(serDe);
}
@Override
public ObjectInspector init(final Mode mode, final ObjectInspector[] parameters)
throws HiveException {
final ObjectInspector result = super.init(mode, parameters);
// Parameters:
// In PARTIAL1 and COMPLETE mode, the parameters are original data.
// In PARTIAL2 and FINAL mode, the parameters are just partial aggregations.
if ((mode == Mode.PARTIAL1) || (mode == Mode.COMPLETE)) {
if (parameters.length > 1) {
this.maxMapSizeObjectInspector = (PrimitiveObjectInspector) parameters[1];
}
}
return result;
}
@Override
public void iterate(final AggregationBuffer buf, final Object[] data) throws HiveException {
if (data[0] == null) { return; }
@SuppressWarnings("unchecked")
final ItemsState state = (ItemsState) buf;
if (!state.isInitialized()) {
final int maxMapSize = PrimitiveObjectInspectorUtils.getInt(data[1], this.maxMapSizeObjectInspector);
state.init(maxMapSize);
}
state.update(extractValue(data[0], this.inputObjectInspector));
}
public abstract T extractValue(final Object data, final ObjectInspector objectInspector)
throws HiveException;
}
}
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