org.apache.iotdb.udf.UDAFExample Maven / Gradle / Ivy
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* Licensed to the Apache Software Foundation (ASF) under one
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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
* specific language governing permissions and limitations
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*/
package org.apache.iotdb.udf;
import org.apache.iotdb.tsfile.exception.write.UnSupportedDataTypeException;
import org.apache.iotdb.tsfile.read.common.block.column.Column;
import org.apache.iotdb.tsfile.utils.BitMap;
import org.apache.iotdb.udf.api.State;
import org.apache.iotdb.udf.api.UDAF;
import org.apache.iotdb.udf.api.customizer.config.UDAFConfigurations;
import org.apache.iotdb.udf.api.customizer.parameter.UDFParameterValidator;
import org.apache.iotdb.udf.api.customizer.parameter.UDFParameters;
import org.apache.iotdb.udf.api.exception.UDFException;
import org.apache.iotdb.udf.api.type.Type;
import org.apache.iotdb.udf.api.utils.ResultValue;
import java.nio.ByteBuffer;
/** This is an internal example of the UDAF implementation. */
public class UDAFExample implements UDAF {
/**
* CREATE DATABASE root.sg; CREATE TIMESERIES root.sg.d1.s1 WITH DATATYPE=INT32, ENCODING=PLAIN;
* INSERT INTO root.sg(time, s1) VALUES (0, 1), (1, 3), (2, 5);
*
* CREATE FUNCTION avg_udaf AS 'org.apache.iotdb.udf.UDAFExample'; SHOW FUNCTIONS; SELECT s1
* FROM root.sg; SELECT avg_udaf(s1) FROM root.sg;
*/
static class AvgState implements State {
double sum;
long count;
@Override
public void reset() {
sum = 0;
count = 0;
}
@Override
public byte[] serialize() {
ByteBuffer buffer = ByteBuffer.allocate(Double.BYTES + Long.BYTES);
buffer.putDouble(sum);
buffer.putLong(count);
return buffer.array();
}
@Override
public void deserialize(byte[] bytes) {
ByteBuffer buffer = ByteBuffer.wrap(bytes);
sum = buffer.getDouble();
count = buffer.getLong();
}
}
private Type dataType;
@Override
public void validate(UDFParameterValidator validator) throws UDFException {
validator
.validateInputSeriesNumber(1)
.validateInputSeriesDataType(0, Type.INT32, Type.INT64, Type.FLOAT, Type.DOUBLE);
}
@Override
public void beforeStart(UDFParameters parameters, UDAFConfigurations configurations) {
dataType = parameters.getDataType(0);
configurations.setOutputDataType(Type.DOUBLE);
}
@Override
public State createState() {
return new AvgState();
}
@Override
public void addInput(State state, Column[] columns, BitMap bitMap) {
AvgState avgState = (AvgState) state;
switch (dataType) {
case INT32:
addIntInput(avgState, columns, bitMap);
return;
case INT64:
addLongInput(avgState, columns, bitMap);
return;
case FLOAT:
addFloatInput(avgState, columns, bitMap);
return;
case DOUBLE:
addDoubleInput(avgState, columns, bitMap);
return;
case TEXT:
case BOOLEAN:
default:
throw new UnSupportedDataTypeException(
String.format("Unsupported data type in aggregation AVG : %s", dataType));
}
}
@Override
public void combineState(State state, State rhs) {
AvgState avgState = (AvgState) state;
AvgState avgRhs = (AvgState) rhs;
avgState.count += avgRhs.count;
avgState.sum += avgRhs.sum;
}
@Override
public void outputFinal(State state, ResultValue resultValue) {
AvgState avgState = (AvgState) state;
if (avgState.count != 0) {
resultValue.setDouble(avgState.sum / avgState.count);
} else {
resultValue.setNull();
}
}
@Override
public void removeState(State state, State removed) {
AvgState avgState = (AvgState) state;
AvgState avgRhs = (AvgState) removed;
avgState.count -= avgRhs.count;
avgState.sum -= avgRhs.sum;
}
private void addIntInput(AvgState state, Column[] columns, BitMap bitMap) {
int count = columns[0].getPositionCount();
for (int i = 0; i < count; i++) {
if (bitMap != null && !bitMap.isMarked(i)) {
continue;
}
if (!columns[0].isNull(i)) {
state.count++;
state.sum += columns[0].getInt(i);
}
}
}
private void addLongInput(AvgState avgState, Column[] columns, BitMap bitMap) {
int count = columns[0].getPositionCount();
for (int i = 0; i < count; i++) {
if (bitMap != null && !bitMap.isMarked(i)) {
continue;
}
if (!columns[0].isNull(i)) {
avgState.count++;
avgState.sum += columns[0].getLong(i);
}
}
}
private void addFloatInput(AvgState avgState, Column[] columns, BitMap bitMap) {
int count = columns[0].getPositionCount();
for (int i = 0; i < count; i++) {
if (bitMap != null && !bitMap.isMarked(i)) {
continue;
}
if (!columns[0].isNull(i)) {
avgState.count++;
avgState.sum += columns[0].getFloat(i);
}
}
}
private void addDoubleInput(AvgState avgState, Column[] columns, BitMap bitMap) {
int count = columns[0].getPositionCount();
for (int i = 0; i < count; i++) {
if (bitMap != null && !bitMap.isMarked(i)) {
continue;
}
if (!columns[0].isNull(i)) {
avgState.count++;
avgState.sum += columns[0].getDouble(i);
}
}
}
}