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Original file line number Diff line number Diff line change
@@ -0,0 +1,134 @@
/*
* 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.
*/

package org.apache.arrow.vector;

import java.util.concurrent.TimeUnit;

import org.apache.arrow.memory.BufferAllocator;
import org.apache.arrow.memory.RootAllocator;
import org.apache.arrow.vector.compare.ApproxEqualsVisitor;
import org.apache.arrow.vector.compare.Range;
import org.openjdk.jmh.annotations.Benchmark;
import org.openjdk.jmh.annotations.BenchmarkMode;
import org.openjdk.jmh.annotations.Mode;
import org.openjdk.jmh.annotations.OutputTimeUnit;
import org.openjdk.jmh.annotations.Scope;
import org.openjdk.jmh.annotations.Setup;
import org.openjdk.jmh.annotations.State;
import org.openjdk.jmh.annotations.TearDown;
import org.openjdk.jmh.runner.Runner;
import org.openjdk.jmh.runner.RunnerException;
import org.openjdk.jmh.runner.options.Options;
import org.openjdk.jmh.runner.options.OptionsBuilder;

/**
* Benchmarks for floating point vectors.
*/
@State(Scope.Benchmark)
public class FloatingPointBenchmarks {

private static final int VECTOR_LENGTH = 1024;

private static final int ALLOCATOR_CAPACITY = 1024 * 1024;

private BufferAllocator allocator;

private Float4Vector floatVector1;

private Float4Vector floatVector2;

private Float8Vector doubleVector1;

private Float8Vector doubleVector2;

private ApproxEqualsVisitor floatVisitor;

private ApproxEqualsVisitor doubleVisitor;

private Range range;

/**
* Setup benchmarks.
*/
@Setup
public void prepare() {
allocator = new RootAllocator(ALLOCATOR_CAPACITY);
floatVector1 = new Float4Vector("vector", allocator);
floatVector2 = new Float4Vector("vector", allocator);
doubleVector1 = new Float8Vector("vector", allocator);
doubleVector2 = new Float8Vector("vector", allocator);

floatVector1.allocateNew(VECTOR_LENGTH);
floatVector2.allocateNew(VECTOR_LENGTH);
doubleVector1.allocateNew(VECTOR_LENGTH);
doubleVector2.allocateNew(VECTOR_LENGTH);

for (int i = 0; i < VECTOR_LENGTH; i++) {
if (i % 3 == 0) {
floatVector1.setNull(i);
floatVector2.setNull(i);
doubleVector1.setNull(i);
doubleVector2.setNull(i);
} else {
floatVector1.set(i, i * i);
floatVector2.set(i, i * i);
doubleVector1.set(i, i * i);
doubleVector2.set(i, i * i);
}
}
floatVector1.setValueCount(VECTOR_LENGTH);
floatVector2.setValueCount(VECTOR_LENGTH);
doubleVector1.setValueCount(VECTOR_LENGTH);
doubleVector2.setValueCount(VECTOR_LENGTH);

floatVisitor = new ApproxEqualsVisitor(floatVector1, floatVector2, 0.01f, 0.01);
doubleVisitor = new ApproxEqualsVisitor(doubleVector1, doubleVector2, 0.01f, 0.01);
range = new Range(0, 0, VECTOR_LENGTH);
}

/**
* Tear down benchmarks.
*/
@TearDown
public void tearDown() {
floatVector1.close();
floatVector2.close();
doubleVector1.close();
doubleVector2.close();
allocator.close();
}

@Benchmark
@BenchmarkMode(Mode.AverageTime)
@OutputTimeUnit(TimeUnit.MICROSECONDS)
public int approxEqualsBenchmark() {
boolean floatResult = floatVisitor.visit(floatVector1, range);
boolean doubleResult = doubleVisitor.visit(doubleVector1, range);
return (floatResult ? 1 : 0) + (doubleResult ? 1 : 0);
}

public static void main(String [] args) throws RunnerException {
Options opt = new OptionsBuilder()
.include(FloatingPointBenchmarks.class.getSimpleName())
.forks(1)
.build();

new Runner(opt).run();
}
}

Original file line number Diff line number Diff line change
Expand Up @@ -23,7 +23,7 @@
import org.apache.arrow.vector.ValueVector;

/**
* Visitor to compare floating point.
* Visitor to compare floating point vectors approximately.
*/
public class ApproxEqualsVisitor extends RangeEqualsVisitor {

Expand All @@ -36,10 +36,8 @@ public class ApproxEqualsVisitor extends RangeEqualsVisitor {
/**
* Functions to calculate difference between float/double values.
*/
private DiffFunction<Float> floatDiffFunction =
(Float value1, Float value2) -> Math.abs(value1 - value2);
private DiffFunction<Double> doubleDiffFunction =
(Double value1, Double value2) -> Math.abs(value1 - value2);
private DiffFunctionFloat floatDiffFunction;
private DiffFunctionDouble doubleDiffFunction;

/**
* Constructs a new instance.
Expand All @@ -53,13 +51,18 @@ public ApproxEqualsVisitor(ValueVector left, ValueVector right, float floatEpsil
super(left, right, true);
this.floatEpsilon = floatEpsilon;
this.doubleEpsilon = doubleEpsilon;

floatDiffFunction =
(float value1, float value2) -> Math.abs(value1 - value2) <= floatEpsilon;
doubleDiffFunction =
(double value1, double value2) -> Math.abs(value1 - value2) <= doubleEpsilon;
}

public void setFloatDiffFunction(DiffFunction<Float> floatDiffFunction) {
public void setFloatDiffFunction(DiffFunctionFloat floatDiffFunction) {
this.floatDiffFunction = floatDiffFunction;
}

public void setDoubleDiffFunction(DiffFunction<Double> doubleDiffFunction) {
public void setDoubleDiffFunction(DiffFunctionDouble doubleDiffFunction) {
this.doubleDiffFunction = doubleDiffFunction;
}

Expand Down Expand Up @@ -94,15 +97,15 @@ private boolean float4ApproxEquals(Range range) {
}

if (!isNull) {
Float leftValue = leftVector.get(leftIndex);
Float rightValue = rightVector.get(rightIndex);
if (leftValue.isNaN()) {
return rightValue.isNaN();
float leftValue = leftVector.get(leftIndex);
float rightValue = rightVector.get(rightIndex);
if (Float.isNaN(leftValue)) {
return Float.isNaN(rightValue);
}
if (leftValue.isInfinite()) {
return rightValue.isInfinite() && Math.signum(leftValue) == Math.signum(rightValue);
if (Float.isInfinite(leftValue)) {
return Float.isInfinite(rightValue) && Math.signum(leftValue) == Math.signum(rightValue);
}
if (floatDiffFunction.apply(leftValue, rightValue) > floatEpsilon) {
if (!floatDiffFunction.approxEquals(leftValue, rightValue)) {
return false;
}
}
Expand All @@ -126,21 +129,33 @@ private boolean float8ApproxEquals(Range range) {

if (!isNull) {

Double leftValue = leftVector.get(leftIndex);
Double rightValue = rightVector.get(rightIndex);
if (leftValue.isNaN()) {
return rightValue.isNaN();
double leftValue = leftVector.get(leftIndex);
double rightValue = rightVector.get(rightIndex);
if (Double.isNaN(leftValue)) {
return Double.isNaN(rightValue);
}
if (leftValue.isInfinite()) {
return rightValue.isInfinite() && Math.signum(leftValue) == Math.signum(rightValue);
if (Double.isInfinite(leftValue)) {
return Double.isInfinite(rightValue) && Math.signum(leftValue) == Math.signum(rightValue);
}
if (doubleDiffFunction.apply(leftValue, rightValue) > doubleEpsilon) {
if (!doubleDiffFunction.approxEquals(leftValue, rightValue)) {
return false;
}
}
}
return true;
}
}

/**
* Difference function for float values.
*/
public interface DiffFunctionFloat {
boolean approxEquals(float v1, float v2);
}

/**
* Difference function for double values.
*/
public interface DiffFunctionDouble {
boolean approxEquals(double v1, double v2);
}
}