TestVectorSearcher.java
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* 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,
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* See the License for the specific language governing permissions and
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package org.apache.arrow.algorithm.search;
import static org.apache.arrow.vector.complex.BaseRepeatedValueVector.OFFSET_WIDTH;
import static org.junit.jupiter.api.Assertions.assertEquals;
import java.nio.charset.StandardCharsets;
import org.apache.arrow.algorithm.sort.DefaultVectorComparators;
import org.apache.arrow.algorithm.sort.VectorValueComparator;
import org.apache.arrow.memory.BufferAllocator;
import org.apache.arrow.memory.RootAllocator;
import org.apache.arrow.vector.BaseVariableWidthVector;
import org.apache.arrow.vector.BitVectorHelper;
import org.apache.arrow.vector.IntVector;
import org.apache.arrow.vector.VarCharVector;
import org.apache.arrow.vector.complex.ListVector;
import org.apache.arrow.vector.types.Types;
import org.apache.arrow.vector.types.pojo.FieldType;
import org.junit.jupiter.api.AfterEach;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Test;
/** Test cases for {@link org.apache.arrow.algorithm.search.VectorSearcher}. */
public class TestVectorSearcher {
private final int VECTOR_LENGTH = 100;
private BufferAllocator allocator;
@BeforeEach
public void prepare() {
allocator = new RootAllocator(1024 * 1024);
}
@AfterEach
public void shutdown() {
allocator.close();
}
@Test
public void testBinarySearchInt() {
try (IntVector rawVector = new IntVector("", allocator);
IntVector negVector = new IntVector("", allocator)) {
rawVector.allocateNew(VECTOR_LENGTH);
rawVector.setValueCount(VECTOR_LENGTH);
negVector.allocateNew(1);
negVector.setValueCount(1);
// prepare data in sorted order
for (int i = 0; i < VECTOR_LENGTH; i++) {
if (i == 0) {
rawVector.setNull(i);
} else {
rawVector.set(i, i);
}
}
negVector.set(0, -333);
// do search
VectorValueComparator<IntVector> comparator =
DefaultVectorComparators.createDefaultComparator(rawVector);
for (int i = 0; i < VECTOR_LENGTH; i++) {
int result = VectorSearcher.binarySearch(rawVector, comparator, rawVector, i);
assertEquals(i, result);
}
// negative case
assertEquals(-1, VectorSearcher.binarySearch(rawVector, comparator, negVector, 0));
}
}
@Test
public void testLinearSearchInt() {
try (IntVector rawVector = new IntVector("", allocator);
IntVector negVector = new IntVector("", allocator)) {
rawVector.allocateNew(VECTOR_LENGTH);
rawVector.setValueCount(VECTOR_LENGTH);
negVector.allocateNew(1);
negVector.setValueCount(1);
// prepare data in sorted order
for (int i = 0; i < VECTOR_LENGTH; i++) {
if (i == 0) {
rawVector.setNull(i);
} else {
rawVector.set(i, i);
}
}
negVector.set(0, -333);
// do search
VectorValueComparator<IntVector> comparator =
DefaultVectorComparators.createDefaultComparator(rawVector);
for (int i = 0; i < VECTOR_LENGTH; i++) {
int result = VectorSearcher.linearSearch(rawVector, comparator, rawVector, i);
assertEquals(i, result);
}
// negative case
assertEquals(-1, VectorSearcher.linearSearch(rawVector, comparator, negVector, 0));
}
}
@Test
public void testBinarySearchVarChar() {
try (VarCharVector rawVector = new VarCharVector("", allocator);
VarCharVector negVector = new VarCharVector("", allocator)) {
rawVector.allocateNew(VECTOR_LENGTH * 16, VECTOR_LENGTH);
rawVector.setValueCount(VECTOR_LENGTH);
negVector.allocateNew(VECTOR_LENGTH, 1);
negVector.setValueCount(1);
byte[] content = new byte[2];
// prepare data in sorted order
for (int i = 0; i < VECTOR_LENGTH; i++) {
if (i == 0) {
rawVector.setNull(i);
} else {
int q = i / 10;
int r = i % 10;
content[0] = (byte) ('a' + q);
content[1] = (byte) r;
rawVector.set(i, content);
}
}
negVector.set(0, "abcd".getBytes(StandardCharsets.UTF_8));
// do search
VectorValueComparator<BaseVariableWidthVector> comparator =
DefaultVectorComparators.createDefaultComparator(rawVector);
for (int i = 0; i < VECTOR_LENGTH; i++) {
int result = VectorSearcher.binarySearch(rawVector, comparator, rawVector, i);
assertEquals(i, result);
}
// negative case
assertEquals(-1, VectorSearcher.binarySearch(rawVector, comparator, negVector, 0));
}
}
@Test
public void testLinearSearchVarChar() {
try (VarCharVector rawVector = new VarCharVector("", allocator);
VarCharVector negVector = new VarCharVector("", allocator)) {
rawVector.allocateNew(VECTOR_LENGTH * 16, VECTOR_LENGTH);
rawVector.setValueCount(VECTOR_LENGTH);
negVector.allocateNew(VECTOR_LENGTH, 1);
negVector.setValueCount(1);
byte[] content = new byte[2];
// prepare data in sorted order
for (int i = 0; i < VECTOR_LENGTH; i++) {
if (i == 0) {
rawVector.setNull(i);
} else {
int q = i / 10;
int r = i % 10;
content[0] = (byte) ('a' + q);
content[1] = (byte) r;
rawVector.set(i, content);
}
}
negVector.set(0, "abcd".getBytes(StandardCharsets.UTF_8));
// do search
VectorValueComparator<BaseVariableWidthVector> comparator =
DefaultVectorComparators.createDefaultComparator(rawVector);
for (int i = 0; i < VECTOR_LENGTH; i++) {
int result = VectorSearcher.linearSearch(rawVector, comparator, rawVector, i);
assertEquals(i, result);
}
// negative case
assertEquals(-1, VectorSearcher.linearSearch(rawVector, comparator, negVector, 0));
}
}
private ListVector createListVector() {
final int innerCount = 100;
final int outerCount = 10;
final int listLength = innerCount / outerCount;
ListVector listVector = ListVector.empty("list vector", allocator);
Types.MinorType type = Types.MinorType.INT;
listVector.addOrGetVector(FieldType.nullable(type.getType()));
listVector.allocateNew();
IntVector dataVector = (IntVector) listVector.getDataVector();
for (int i = 0; i < innerCount; i++) {
dataVector.set(i, i);
}
dataVector.setValueCount(innerCount);
for (int i = 0; i < outerCount; i++) {
BitVectorHelper.setBit(listVector.getValidityBuffer(), i);
listVector.getOffsetBuffer().setInt(i * OFFSET_WIDTH, i * listLength);
listVector.getOffsetBuffer().setInt((i + 1) * OFFSET_WIDTH, (i + 1) * listLength);
}
listVector.setLastSet(outerCount - 1);
listVector.setValueCount(outerCount);
return listVector;
}
private ListVector createNegativeListVector() {
final int innerCount = 100;
final int outerCount = 10;
final int listLength = innerCount / outerCount;
ListVector listVector = ListVector.empty("list vector", allocator);
Types.MinorType type = Types.MinorType.INT;
listVector.addOrGetVector(FieldType.nullable(type.getType()));
listVector.allocateNew();
IntVector dataVector = (IntVector) listVector.getDataVector();
for (int i = 0; i < innerCount; i++) {
dataVector.set(i, i + 1000);
}
dataVector.setValueCount(innerCount);
for (int i = 0; i < outerCount; i++) {
BitVectorHelper.setBit(listVector.getValidityBuffer(), i);
listVector.getOffsetBuffer().setInt(i * OFFSET_WIDTH, i * listLength);
listVector.getOffsetBuffer().setInt((i + 1) * OFFSET_WIDTH, (i + 1) * listLength);
}
listVector.setValueCount(outerCount);
return listVector;
}
@Test
public void testBinarySearchList() {
try (ListVector rawVector = createListVector();
ListVector negVector = createNegativeListVector()) {
// do search
VectorValueComparator<ListVector> comparator =
DefaultVectorComparators.createDefaultComparator(rawVector);
for (int i = 0; i < rawVector.getValueCount(); i++) {
int result = VectorSearcher.binarySearch(rawVector, comparator, rawVector, i);
assertEquals(i, result);
}
// negative case
for (int i = 0; i < rawVector.getValueCount(); i++) {
int result = VectorSearcher.binarySearch(rawVector, comparator, negVector, i);
assertEquals(-1, result);
}
}
}
@Test
public void testLinearSearchList() {
try (ListVector rawVector = createListVector();
ListVector negVector = createNegativeListVector()) {
// do search
VectorValueComparator<ListVector> comparator =
DefaultVectorComparators.createDefaultComparator(rawVector);
for (int i = 0; i < rawVector.getValueCount(); i++) {
int result = VectorSearcher.linearSearch(rawVector, comparator, rawVector, i);
assertEquals(i, result);
}
// negative case
for (int i = 0; i < rawVector.getValueCount(); i++) {
int result = VectorSearcher.linearSearch(rawVector, comparator, negVector, i);
assertEquals(-1, result);
}
}
}
}