NoisyCountAndSumAggregationUtils.java
/*
* Licensed 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 com.facebook.presto.operator.aggregation.noisyaggregation;
import com.facebook.presto.common.block.BlockBuilder;
import com.facebook.presto.spi.PrestoException;
import static com.facebook.presto.common.type.DoubleType.DOUBLE;
import static com.facebook.presto.operator.aggregation.noisyaggregation.NoisyCountAggregationUtils.getNoise;
import static com.facebook.presto.spi.StandardErrorCode.INVALID_FUNCTION_ARGUMENT;
public class NoisyCountAndSumAggregationUtils
{
private NoisyCountAndSumAggregationUtils()
{
}
public static void updateState(NoisyCountAndSumState state, double value, double noiseScale, Double lower, Double upper, Long randomSeed)
{
NoisyCountAggregationUtils.updateState(state, noiseScale, randomSeed);
checkLowerUpper(lower, upper);
double clippedValue = value;
if (lower != null && upper != null) {
state.setNullLowerUpper(false);
state.setLower(lower);
state.setUpper(upper);
clippedValue = clip(value, lower, upper);
}
state.setSum(state.getSum() + clippedValue);
}
public static void combineStates(NoisyCountAndSumState state, NoisyCountAndSumState otherState)
{
NoisyCountAggregationUtils.combineStates(state, otherState);
if (state.isNullLowerUpper()) {
state.setNullLowerUpper(otherState.isNullLowerUpper());
state.setLower(otherState.getLower());
state.setUpper(otherState.getUpper());
}
state.setSum(state.getSum() + otherState.getSum());
}
public static void writeNoisySumOutput(NoisyCountAndSumState state, BlockBuilder out)
{
if (state.getCount() == 0) {
out.appendNull();
return;
}
double noise = getNoise(state);
double trueSum = state.getSum();
double noisySum = trueSum + noise;
DOUBLE.writeDouble(out, noisySum);
}
public static void writeNoisyAvgOutput(NoisyCountAndSumState state, BlockBuilder out)
{
if (state.getCount() == 0) {
out.appendNull();
return;
}
double noise = getNoise(state);
double trueAvg = state.getSum() / state.getCount();
double noisyAvg = trueAvg + noise;
DOUBLE.writeDouble(out, noisyAvg);
}
/**
* Clip value to [lower, upper] range
*/
public static double clip(double value, double lower, double upper)
{
return Math.max(lower, Math.min(upper, value));
}
public static void checkLowerUpper(Double lower, Double upper)
{
if (lower != null && upper != null) {
if (upper < lower) {
throw new PrestoException(INVALID_FUNCTION_ARGUMENT, "Lower must be <= upper");
}
return;
}
if (lower == null && upper == null) {
return;
}
throw new PrestoException(INVALID_FUNCTION_ARGUMENT, "Lower and upper should either both null or both non-null");
}
}