/** * Copyright (C) 2014-2016 LinkedIn Corp. (pinot-core@linkedin.com) * * 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.linkedin.pinot.core.query.aggregation.function; import com.clearspring.analytics.stream.cardinality.HyperLogLog; import com.linkedin.pinot.common.data.FieldSpec; import com.linkedin.pinot.core.common.BlockValSet; import com.linkedin.pinot.core.query.aggregation.AggregationResultHolder; import com.linkedin.pinot.core.query.aggregation.groupby.GroupByResultHolder; import com.linkedin.pinot.core.startree.hll.HllConstants; import javax.annotation.Nonnull; public class DistinctCountHLLMVAggregationFunction extends DistinctCountHLLAggregationFunction { private static final String NAME = AggregationFunctionFactory.AggregationFunctionType.DISTINCTCOUNTHLLMV.getName(); @Nonnull @Override public String getName() { return NAME; } @Nonnull @Override public String getColumnName(@Nonnull String[] columns) { return NAME + "_" + columns[0]; } @Override public void aggregate(int length, @Nonnull AggregationResultHolder aggregationResultHolder, @Nonnull BlockValSet... blockValSets) { HyperLogLog hyperLogLog = aggregationResultHolder.getResult(); if (hyperLogLog == null) { hyperLogLog = new HyperLogLog(HllConstants.DEFAULT_LOG2M); aggregationResultHolder.setValue(hyperLogLog); } FieldSpec.DataType valueType = blockValSets[0].getValueType(); switch (valueType) { case INT: int[][] intValues = blockValSets[0].getIntValuesMV(); for (int i = 0; i < length; i++) { for (int value : intValues[i]) { hyperLogLog.offer(value); } } break; case LONG: long[][] longValues = blockValSets[0].getLongValuesMV(); for (int i = 0; i < length; i++) { for (long value : longValues[i]) { hyperLogLog.offer(Long.valueOf(value).hashCode()); } } break; case FLOAT: float[][] floatValues = blockValSets[0].getFloatValuesMV(); for (int i = 0; i < length; i++) { for (float value : floatValues[i]) { hyperLogLog.offer(Float.valueOf(value).hashCode()); } } break; case DOUBLE: double[][] doubleValues = blockValSets[0].getDoubleValuesMV(); for (int i = 0; i < length; i++) { for (double value : doubleValues[i]) { hyperLogLog.offer(Double.valueOf(value).hashCode()); } } break; case STRING: String[][] stringValues = blockValSets[0].getStringValuesMV(); for (int i = 0; i < length; i++) { for (String value : stringValues[i]) { hyperLogLog.offer(value.hashCode()); } } break; default: throw new IllegalArgumentException("Illegal data type for distinct count aggregation function: " + valueType); } } @Override public void aggregateGroupBySV(int length, @Nonnull int[] groupKeyArray, @Nonnull GroupByResultHolder groupByResultHolder, @Nonnull BlockValSet... blockValSets) { FieldSpec.DataType valueType = blockValSets[0].getValueType(); switch (valueType) { case INT: int[][] intValues = blockValSets[0].getIntValuesMV(); for (int i = 0; i < length; i++) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKeyArray[i]); for (int value : intValues[i]) { hyperLogLog.offer(value); } } break; case LONG: long[][] longValues = blockValSets[0].getLongValuesMV(); for (int i = 0; i < length; i++) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKeyArray[i]); for (long value : longValues[i]) { hyperLogLog.offer(Long.valueOf(value).hashCode()); } } break; case FLOAT: float[][] floatValues = blockValSets[0].getFloatValuesMV(); for (int i = 0; i < length; i++) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKeyArray[i]); for (float value : floatValues[i]) { hyperLogLog.offer(Float.valueOf(value).hashCode()); } } break; case DOUBLE: double[][] doubleValues = blockValSets[0].getDoubleValuesMV(); for (int i = 0; i < length; i++) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKeyArray[i]); for (double value : doubleValues[i]) { hyperLogLog.offer(Double.valueOf(value).hashCode()); } } break; case STRING: String[][] stringValues = blockValSets[0].getStringValuesMV(); for (int i = 0; i < length; i++) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKeyArray[i]); for (String value : stringValues[i]) { hyperLogLog.offer(value.hashCode()); } } break; default: throw new IllegalArgumentException("Illegal data type for distinct count aggregation function: " + valueType); } } @Override public void aggregateGroupByMV(int length, @Nonnull int[][] groupKeysArray, @Nonnull GroupByResultHolder groupByResultHolder, @Nonnull BlockValSet... blockValSets) { FieldSpec.DataType valueType = blockValSets[0].getValueType(); switch (valueType) { case INT: int[][] intValues = blockValSets[0].getIntValuesMV(); for (int i = 0; i < length; i++) { for (int groupKey : groupKeysArray[i]) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKey); for (int value : intValues[i]) { hyperLogLog.offer(value); } } } break; case LONG: long[][] longValues = blockValSets[0].getLongValuesMV(); for (int i = 0; i < length; i++) { for (int groupKey : groupKeysArray[i]) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKey); for (long value : longValues[i]) { hyperLogLog.offer(Long.valueOf(value).hashCode()); } } } break; case FLOAT: float[][] floatValues = blockValSets[0].getFloatValuesMV(); for (int i = 0; i < length; i++) { for (int groupKey : groupKeysArray[i]) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKey); for (float value : floatValues[i]) { hyperLogLog.offer(Float.valueOf(value).hashCode()); } } } break; case DOUBLE: double[][] doubleMVValues = blockValSets[0].getDoubleValuesMV(); for (int i = 0; i < length; i++) { double[] doubleValues = doubleMVValues[i]; for (int groupKey : groupKeysArray[i]) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKey); for (double value : doubleValues) { hyperLogLog.offer(Double.valueOf(value).hashCode()); } } } break; case STRING: String[][] stringMVValues = blockValSets[0].getStringValuesMV(); for (int i = 0; i < length; i++) { String[] stringValues = stringMVValues[i]; for (int groupKey : groupKeysArray[i]) { HyperLogLog hyperLogLog = getOrCreateHLLForKey(groupByResultHolder, groupKey); for (String value : stringValues) { hyperLogLog.offer(value.hashCode()); } } } break; default: throw new IllegalArgumentException("Illegal data type for distinct count aggregation function: " + valueType); } } /** * Returns the HLL for the given key. If one does not exist, creates a new one and returns that. * * @param groupByResultHolder Result holder * @param groupKey Group key for which to return the HLL * @return HLL for the group key */ private HyperLogLog getOrCreateHLLForKey(@Nonnull GroupByResultHolder groupByResultHolder, int groupKey) { HyperLogLog hyperLogLog = groupByResultHolder.getResult(groupKey); if (hyperLogLog == null) { hyperLogLog = new HyperLogLog(HllConstants.DEFAULT_LOG2M); groupByResultHolder.setValueForKey(groupKey, hyperLogLog); } return hyperLogLog; } }