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Add PERCENTILE aggregation function and related validation #16545
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8a95cf6
feat: Add PERCENTILE aggregation function with validation and error h…
FearfulTomcat27 9529f0d
feat: Implement GroupedPercentileAccumulator and PercentileAccumulato…
FearfulTomcat27 ea80911
feat: Integrate MemoryReservationManager into percentile accumulators…
FearfulTomcat27 e3aca4d
Fix review issues for PERCENTILE aggregation: deserialize sorted flag…
FearfulTomcat27 5c21459
format: format using spotless
FearfulTomcat27 c9e8d57
fix: Fixing issues encountered during the conflict resolution process
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173 changes: 173 additions & 0 deletions
173
.../src/main/java/org/apache/iotdb/calc/execution/operator/source/relational/Percentile.java
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,173 @@ | ||
| /* | ||
| * 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. | ||
| */ | ||
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| package org.apache.iotdb.calc.execution.operator.source.relational; | ||
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| import org.apache.iotdb.commons.exception.SemanticException; | ||
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| import org.apache.tsfile.utils.RamUsageEstimator; | ||
| import org.apache.tsfile.utils.ReadWriteIOUtils; | ||
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| import java.nio.ByteBuffer; | ||
| import java.util.Arrays; | ||
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| public class Percentile { | ||
| private double[] values; | ||
| private int size; | ||
| private int capacity; | ||
| private boolean sorted; | ||
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| private static final int INITIAL_CAPACITY = 32; | ||
| private static final double GROWTH_FACTOR = 1.5; | ||
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| public Percentile() { | ||
| this.capacity = INITIAL_CAPACITY; | ||
| this.values = new double[capacity]; | ||
| this.size = 0; | ||
| this.sorted = true; | ||
| } | ||
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| public void addValue(double value) { | ||
| ensureCapacity(); | ||
| values[size++] = value; | ||
| sorted = false; | ||
| } | ||
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| public void addValues(double... vals) { | ||
| if (vals == null || vals.length == 0) { | ||
| return; | ||
| } | ||
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| int newSize = size + vals.length; | ||
| if (newSize > capacity) { | ||
| grow(newSize); | ||
| } | ||
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| System.arraycopy(vals, 0, values, size, vals.length); | ||
| size = newSize; | ||
| sorted = false; | ||
| } | ||
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| public void merge(Percentile other) { | ||
| if (other == null || other.size == 0) { | ||
| return; | ||
| } | ||
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| int newSize = size + other.size; | ||
| if (newSize > capacity) { | ||
| grow(newSize); | ||
| } | ||
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| System.arraycopy(other.values, 0, values, size, other.size); | ||
| size = newSize; | ||
| sorted = false; | ||
| } | ||
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| public double getPercentile(double percentile) { | ||
| if (size == 0) { | ||
| return Double.NaN; | ||
| } | ||
| if (percentile < 0.0 || percentile > 1.0) { | ||
| throw new SemanticException("percentage should be in [0,1], got " + percentile); | ||
| } | ||
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| ensureSorted(); | ||
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| if (size == 1) { | ||
| return values[0]; | ||
| } | ||
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| double realIndex = percentile * (size - 1); | ||
| int index = (int) realIndex; | ||
| double fraction = realIndex - index; | ||
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| if (index >= size - 1) { | ||
| return values[size - 1]; | ||
| } | ||
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| return values[index] + fraction * (values[index + 1] - values[index]); | ||
| } | ||
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| public int getSize() { | ||
| return size; | ||
| } | ||
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| public void clear() { | ||
| // Shrink the backing array back to the initial capacity so the memory held by a large group is | ||
| // actually released on reset, instead of staying reserved at the historical peak capacity. | ||
| if (capacity > INITIAL_CAPACITY) { | ||
| capacity = INITIAL_CAPACITY; | ||
| values = new double[capacity]; | ||
| } | ||
| size = 0; | ||
| sorted = true; | ||
| } | ||
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| private void ensureCapacity() { | ||
| if (size >= capacity) { | ||
| grow(size + 1); | ||
| } | ||
| } | ||
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| private void grow(int minCapacity) { | ||
| int newCapacity = Math.max((int) (capacity * GROWTH_FACTOR), minCapacity); | ||
| double[] newValues = new double[newCapacity]; | ||
| System.arraycopy(values, 0, newValues, 0, size); | ||
| values = newValues; | ||
| capacity = newCapacity; | ||
| } | ||
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| private void ensureSorted() { | ||
| if (!sorted && size > 1) { | ||
| Arrays.sort(values, 0, size); | ||
| sorted = true; | ||
| } | ||
| } | ||
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| public void serialize(ByteBuffer buffer) { | ||
| ReadWriteIOUtils.write(size, buffer); | ||
| for (int i = 0; i < size; i++) { | ||
| ReadWriteIOUtils.write(values[i], buffer); | ||
| } | ||
| } | ||
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| public static Percentile deserialize(ByteBuffer buffer) { | ||
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JackieTien97 marked this conversation as resolved.
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| int size = ReadWriteIOUtils.readInt(buffer); | ||
| Percentile percentile = new Percentile(); | ||
| if (size > percentile.capacity) { | ||
| percentile.capacity = size; | ||
| percentile.values = new double[size]; | ||
| } | ||
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| percentile.size = size; | ||
| for (int i = 0; i < size; i++) { | ||
| percentile.values[i] = ReadWriteIOUtils.readDouble(buffer); | ||
| } | ||
| percentile.sorted = false; | ||
| return percentile; | ||
| } | ||
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| public int getSerializedSize() { | ||
|
JackieTien97 marked this conversation as resolved.
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| return Integer.BYTES + (int) ((long) size * Double.BYTES); | ||
| } | ||
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| public long getEstimatedSize() { | ||
| return RamUsageEstimator.shallowSizeOfInstance(Percentile.class) | ||
| + (long) capacity * Double.BYTES; | ||
| } | ||
| } | ||
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