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/*
* 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.drill.test.rowSet.test;
import java.util.concurrent.TimeUnit;
import org.apache.drill.common.types.TypeProtos.DataMode;
import org.apache.drill.common.types.TypeProtos.MinorType;
import org.apache.drill.exec.record.MaterializedField;
import org.apache.drill.exec.record.metadata.ColumnMetadata;
import org.apache.drill.exec.record.metadata.MetadataUtils;
import org.apache.drill.exec.record.metadata.SchemaBuilder;
import org.apache.drill.exec.record.metadata.TupleMetadata;
import org.apache.drill.exec.vector.IntVector;
import org.apache.drill.exec.vector.NullableIntVector;
import org.apache.drill.exec.vector.RepeatedIntVector;
import org.apache.drill.exec.vector.accessor.ColumnAccessors.IntColumnWriter;
import org.apache.drill.exec.vector.accessor.ColumnWriterIndex;
import org.apache.drill.exec.vector.accessor.writer.AbstractArrayWriter.ArrayObjectWriter;
import org.apache.drill.exec.vector.accessor.writer.NullableScalarWriter;
import org.apache.drill.exec.vector.accessor.writer.ScalarArrayWriter;
import com.google.common.base.Stopwatch;
import org.apache.drill.test.OperatorFixture;
/**
* Tests the performance of the writers compared to using the value
* vector mutators directly. In order to achieve apples-to-apples
* comparison, the tests work directly with individual columns in
* the writer case; the row writer level is omitted as the row writer
* simulates the reader logic previously used to write to vectors.
* <p>
* Current results:
* <ul>
* <li>Required and nullable writers are slightly faster than the
* corresponding vector mutator methods.</li>
* <li>Writer is 230% faster than a repeated mutator.</li>
* </ul>
*
* The key reason for the converged performance (now compared to earlier
* results below) is that both paths now use bounds-checking optimizations.
* <p>
* Prior results before the common bounds-check optimizations:
* <ul>
* <li>Writer is 42% faster than a required mutator.</li>
* <li>Writer is 73% faster than a nullable mutator.</li>
* <li>Writer is 407% faster than a repeated mutator.</li>
* </ul>
* Since performance is critical for this component (this is the
* ultimate "inner loop", please run these tests periodically to
* ensure that performance does not drop; it is very easy to add
* a bit of code here or there that greatly impacts performance.
* <p>
* This is not a JUnit test. Rather, it is a stand-alone program
* which must be run explicitly. One handy way is to run it from
* your IDE. If using Eclipse, monitor the system to wait for Eclipse
* to finish its background processing before launching.
*/
public class PerformanceTool {
static final org.slf4j.Logger logger = org.slf4j.LoggerFactory.getLogger(PerformanceTool.class);
public static final int ROW_COUNT = 16 * 1024 * 1024 / 4;
public static final int ITERATIONS = 300;
public static abstract class PerfTester {
final TupleMetadata rowSchema;
final MaterializedField field;
final OperatorFixture fixture;
final String label;
final Stopwatch timer = Stopwatch.createUnstarted();
public PerfTester(OperatorFixture fixture, DataMode mode, String label) {
this.fixture = fixture;
this.label = label;
field = SchemaBuilder.columnSchema("a", MinorType.INT, mode);
rowSchema = new SchemaBuilder()
.add(field)
.buildSchema();
}
public void runTest() {
for (int i = 0; i < ITERATIONS; i++) {
doTest();
}
logger.info("{}: {}", label, timer.elapsed(TimeUnit.MILLISECONDS));
}
public abstract void doTest();
}
public static class RequiredVectorTester extends PerfTester {
public RequiredVectorTester(OperatorFixture fixture) {
super(fixture, DataMode.REQUIRED, "Required vector");
}
@Override
public void doTest() {
try (IntVector vector = new IntVector(field, fixture.allocator());) {
vector.allocateNew(4096);
IntVector.Mutator mutator = vector.getMutator();
timer.start();
for (int i = 0; i < ROW_COUNT; i++) {
mutator.setSafe(i, 1234);
}
timer.stop();
}
}
}
public static class NullableVectorTester extends PerfTester {
public NullableVectorTester(OperatorFixture fixture) {
super(fixture, DataMode.OPTIONAL, "Nullable vector");
}
@Override
public void doTest() {
try (NullableIntVector vector = new NullableIntVector(field, fixture.allocator());) {
vector.allocateNew(4096);
NullableIntVector.Mutator mutator = vector.getMutator();
timer.start();
for (int i = 0; i < ROW_COUNT; i++) {
mutator.setSafe(i, 1234);
}
timer.stop();
}
}
}
public static class RepeatedVectorTester extends PerfTester {
public RepeatedVectorTester(OperatorFixture fixture) {
super(fixture, DataMode.REQUIRED, "Repeated vector");
}
@Override
public void doTest() {
try (RepeatedIntVector vector = new RepeatedIntVector(field, fixture.allocator());) {
vector.allocateNew(ROW_COUNT, 5 * ROW_COUNT);
RepeatedIntVector.Mutator mutator = vector.getMutator();
timer.start();
for (int i = 0; i < ROW_COUNT / 5; i++) {
mutator.startNewValue(i);
mutator.addSafe(i, 12341);
mutator.addSafe(i, 12342);
mutator.addSafe(i, 12343);
mutator.addSafe(i, 12344);
mutator.addSafe(i, 12345);
}
timer.stop();
}
}
}
private static class TestWriterIndex implements ColumnWriterIndex {
public int index;
@Override
public int vectorIndex() { return index; }
@Override
public final void nextElement() { index++; }
@Override
public final void prevElement() { }
@Override
public void rollover() { }
@Override
public int rowStartIndex() { return index; }
@Override
public ColumnWriterIndex outerIndex() { return null; }
}
public static class RequiredWriterTester extends PerfTester {
public RequiredWriterTester(OperatorFixture fixture) {
super(fixture, DataMode.REQUIRED, "Required writer");
}
@Override
public void doTest() {
try (IntVector vector = new IntVector(rowSchema.column(0), fixture.allocator());) {
vector.allocateNew(ROW_COUNT);
IntColumnWriter colWriter = new IntColumnWriter(vector);
TestWriterIndex index = new TestWriterIndex();
colWriter.bindIndex(index);
colWriter.startWrite();
timer.start();
while (index.index < ROW_COUNT) {
colWriter.setInt(1234);
}
timer.stop();
colWriter.endWrite();
}
}
}
public static class NullableWriterTester extends PerfTester {
public NullableWriterTester(OperatorFixture fixture) {
super(fixture, DataMode.OPTIONAL, "Nullable writer");
}
@Override
public void doTest() {
try (NullableIntVector vector = new NullableIntVector(rowSchema.column(0), fixture.allocator());) {
vector.allocateNew(ROW_COUNT);
ColumnMetadata colSchema = MetadataUtils.fromField(vector.getField());
NullableScalarWriter colWriter = new NullableScalarWriter(colSchema,
vector, new IntColumnWriter(vector.getValuesVector()));
TestWriterIndex index = new TestWriterIndex();
colWriter.bindIndex(index);
colWriter.startWrite();
timer.start();
while (index.index < ROW_COUNT) {
colWriter.setInt(1234);
}
timer.stop();
colWriter.endWrite();
}
}
}
public static class ArrayWriterTester extends PerfTester {
public ArrayWriterTester(OperatorFixture fixture) {
super(fixture, DataMode.REQUIRED, "Array writer");
}
@Override
public void doTest() {
try (RepeatedIntVector vector = new RepeatedIntVector(rowSchema.column(0), fixture.allocator());) {
vector.allocateNew(ROW_COUNT, 5 * ROW_COUNT);
IntColumnWriter colWriter = new IntColumnWriter(vector.getDataVector());
ColumnMetadata colSchema = MetadataUtils.fromField(vector.getField());
ArrayObjectWriter arrayWriter = ScalarArrayWriter.build(colSchema, vector, colWriter);
TestWriterIndex index = new TestWriterIndex();
arrayWriter.events().bindIndex(index);
arrayWriter.events().startWrite();
timer.start();
for ( ; index.index < ROW_COUNT / 5; index.index++) {
arrayWriter.events().startRow();
colWriter.setInt(12341);
colWriter.setInt(12342);
colWriter.setInt(12343);
colWriter.setInt(12344);
colWriter.setInt(12345);
arrayWriter.events().endArrayValue();
}
timer.stop();
arrayWriter.events().endWrite();
}
}
}
public static void main(String args[]) {
try (OperatorFixture fixture = OperatorFixture.standardFixture(null);) {
for (int i = 0; i < 2; i++) {
logger.info((i==0) ? "Warmup" : "Test run");
new RequiredVectorTester(fixture).runTest();
new RequiredWriterTester(fixture).runTest();
new NullableVectorTester(fixture).runTest();
new NullableWriterTester(fixture).runTest();
new RepeatedVectorTester(fixture).runTest();
new ArrayWriterTester(fixture).runTest();
}
} catch (Exception e) {
// TODO Auto-generated catch block
logger.error("Exception", e);
}
}
}