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Adds long compression methods (apache#3148)
* add read * update deprecated guava calls * add write and vsizeserde * add benchmark * separate encoding and compression * add header and reformat * update doc * address PR comment * fix buffer order * generate benchmark files * separate encoding strategy and format * fix benchmark * modify supplier write to channel * add float NONE handling * address PR comment * address PR comment 2
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105 changes: 105 additions & 0 deletions
105
benchmarks/src/main/java/io/druid/benchmark/FloatCompressionBenchmark.java
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/* | ||
* Licensed to Metamarkets Group Inc. (Metamarkets) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. Metamarkets 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 io.druid.benchmark; | ||
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// Run FloatCompressionBenchmarkFileGenerator to generate the required files before running this benchmark | ||
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import com.google.common.base.Supplier; | ||
import com.google.common.io.Files; | ||
import io.druid.segment.data.CompressedFloatsIndexedSupplier; | ||
import io.druid.segment.data.IndexedFloats; | ||
import org.openjdk.jmh.annotations.Benchmark; | ||
import org.openjdk.jmh.annotations.BenchmarkMode; | ||
import org.openjdk.jmh.annotations.Fork; | ||
import org.openjdk.jmh.annotations.Measurement; | ||
import org.openjdk.jmh.annotations.Mode; | ||
import org.openjdk.jmh.annotations.OutputTimeUnit; | ||
import org.openjdk.jmh.annotations.Param; | ||
import org.openjdk.jmh.annotations.Scope; | ||
import org.openjdk.jmh.annotations.Setup; | ||
import org.openjdk.jmh.annotations.State; | ||
import org.openjdk.jmh.annotations.Warmup; | ||
import org.openjdk.jmh.infra.Blackhole; | ||
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import java.io.File; | ||
import java.io.IOException; | ||
import java.net.URL; | ||
import java.nio.ByteBuffer; | ||
import java.nio.ByteOrder; | ||
import java.util.Random; | ||
import java.util.concurrent.TimeUnit; | ||
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@State(Scope.Benchmark) | ||
@Fork(value = 1) | ||
@Warmup(iterations = 10) | ||
@Measurement(iterations = 25) | ||
@BenchmarkMode(Mode.AverageTime) | ||
@OutputTimeUnit(TimeUnit.MILLISECONDS) | ||
public class FloatCompressionBenchmark | ||
{ | ||
@Param("floatCompress/") | ||
private static String dirPath; | ||
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@Param({"enumerate", "zipfLow", "zipfHigh", "sequential", "uniform"}) | ||
private static String file; | ||
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@Param({"lz4", "none"}) | ||
private static String strategy; | ||
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private Random rand; | ||
private Supplier<IndexedFloats> supplier; | ||
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@Setup | ||
public void setup() throws Exception | ||
{ | ||
File dir = new File(dirPath); | ||
File compFile = new File(dir, file + "-" + strategy); | ||
rand = new Random(); | ||
ByteBuffer buffer = Files.map(compFile); | ||
supplier = CompressedFloatsIndexedSupplier.fromByteBuffer(buffer, ByteOrder.nativeOrder()); | ||
} | ||
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@Benchmark | ||
public void readContinuous(Blackhole bh) throws IOException | ||
{ | ||
IndexedFloats indexedFloats = supplier.get(); | ||
int count = indexedFloats.size(); | ||
float sum = 0; | ||
for (int i = 0; i < count; i++) { | ||
sum += indexedFloats.get(i); | ||
} | ||
bh.consume(sum); | ||
indexedFloats.close(); | ||
} | ||
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@Benchmark | ||
public void readSkipping(Blackhole bh) throws IOException | ||
{ | ||
IndexedFloats indexedFloats = supplier.get(); | ||
int count = indexedFloats.size(); | ||
float sum = 0; | ||
for (int i = 0; i < count; i += rand.nextInt(2000)) { | ||
sum += indexedFloats.get(i); | ||
} | ||
bh.consume(sum); | ||
indexedFloats.close(); | ||
} | ||
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} |
195 changes: 195 additions & 0 deletions
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benchmarks/src/main/java/io/druid/benchmark/FloatCompressionBenchmarkFileGenerator.java
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/* | ||
* Licensed to Metamarkets Group Inc. (Metamarkets) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. Metamarkets 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 io.druid.benchmark; | ||
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import com.google.common.collect.ImmutableList; | ||
import com.google.common.io.ByteSink; | ||
import io.druid.benchmark.datagen.BenchmarkColumnSchema; | ||
import io.druid.benchmark.datagen.BenchmarkColumnValueGenerator; | ||
import io.druid.segment.column.ValueType; | ||
import io.druid.segment.data.CompressedObjectStrategy; | ||
import io.druid.segment.data.CompressionFactory; | ||
import io.druid.segment.data.FloatSupplierSerializer; | ||
import io.druid.segment.data.TmpFileIOPeon; | ||
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import java.io.BufferedReader; | ||
import java.io.BufferedWriter; | ||
import java.io.ByteArrayOutputStream; | ||
import java.io.File; | ||
import java.io.FileInputStream; | ||
import java.io.FileOutputStream; | ||
import java.io.IOException; | ||
import java.io.InputStreamReader; | ||
import java.io.OutputStream; | ||
import java.io.OutputStreamWriter; | ||
import java.io.Writer; | ||
import java.net.URISyntaxException; | ||
import java.net.URL; | ||
import java.nio.ByteBuffer; | ||
import java.nio.ByteOrder; | ||
import java.nio.channels.FileChannel; | ||
import java.nio.file.StandardOpenOption; | ||
import java.util.HashMap; | ||
import java.util.List; | ||
import java.util.Map; | ||
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public class FloatCompressionBenchmarkFileGenerator | ||
{ | ||
public static final int ROW_NUM = 5000000; | ||
public static final List<CompressedObjectStrategy.CompressionStrategy> compressions = | ||
ImmutableList.of( | ||
CompressedObjectStrategy.CompressionStrategy.LZ4, | ||
CompressedObjectStrategy.CompressionStrategy.NONE | ||
); | ||
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private static String dirPath = "floatCompress/"; | ||
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public static void main(String[] args) throws IOException, URISyntaxException | ||
{ | ||
if (args.length >= 1) { | ||
dirPath = args[0]; | ||
} | ||
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BenchmarkColumnSchema enumeratedSchema = BenchmarkColumnSchema.makeEnumerated("", ValueType.FLOAT, true, 1, 0d, | ||
ImmutableList.<Object>of( | ||
0f, | ||
1.1f, | ||
2.2f, | ||
3.3f, | ||
4.4f | ||
), | ||
ImmutableList.of( | ||
0.95, | ||
0.001, | ||
0.0189, | ||
0.03, | ||
0.0001 | ||
) | ||
); | ||
BenchmarkColumnSchema zipfLowSchema = BenchmarkColumnSchema.makeZipf( | ||
"", | ||
ValueType.FLOAT, | ||
true, | ||
1, | ||
0d, | ||
-1, | ||
1000, | ||
1d | ||
); | ||
BenchmarkColumnSchema zipfHighSchema = BenchmarkColumnSchema.makeZipf( | ||
"", | ||
ValueType.FLOAT, | ||
true, | ||
1, | ||
0d, | ||
-1, | ||
1000, | ||
3d | ||
); | ||
BenchmarkColumnSchema sequentialSchema = BenchmarkColumnSchema.makeSequential( | ||
"", | ||
ValueType.FLOAT, | ||
true, | ||
1, | ||
0d, | ||
1470187671, | ||
2000000000 | ||
); | ||
BenchmarkColumnSchema uniformSchema = BenchmarkColumnSchema.makeContinuousUniform( | ||
"", | ||
ValueType.FLOAT, | ||
true, | ||
1, | ||
0d, | ||
0, | ||
1000 | ||
); | ||
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Map<String, BenchmarkColumnValueGenerator> generators = new HashMap<>(); | ||
generators.put("enumerate", new BenchmarkColumnValueGenerator(enumeratedSchema, 1)); | ||
generators.put("zipfLow", new BenchmarkColumnValueGenerator(zipfLowSchema, 1)); | ||
generators.put("zipfHigh", new BenchmarkColumnValueGenerator(zipfHighSchema, 1)); | ||
generators.put("sequential", new BenchmarkColumnValueGenerator(sequentialSchema, 1)); | ||
generators.put("uniform", new BenchmarkColumnValueGenerator(uniformSchema, 1)); | ||
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File dir = new File(dirPath); | ||
dir.mkdir(); | ||
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// create data files using BenchmarkColunValueGenerator | ||
for (Map.Entry<String, BenchmarkColumnValueGenerator> entry : generators.entrySet()) { | ||
final File dataFile = new File(dir, entry.getKey()); | ||
dataFile.delete(); | ||
try (Writer writer = new BufferedWriter(new OutputStreamWriter(new FileOutputStream(dataFile)))) { | ||
for (int i = 0; i < ROW_NUM; i++) { | ||
writer.write((Float) entry.getValue().generateRowValue() + "\n"); | ||
} | ||
} | ||
} | ||
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// create compressed files using all combinations of CompressionStrategy and FloatEncoding provided | ||
for (Map.Entry<String, BenchmarkColumnValueGenerator> entry : generators.entrySet()) { | ||
for (CompressedObjectStrategy.CompressionStrategy compression : compressions) { | ||
String name = entry.getKey() + "-" + compression.toString(); | ||
System.out.print(name + ": "); | ||
File compFile = new File(dir, name); | ||
compFile.delete(); | ||
File dataFile = new File(dir, entry.getKey()); | ||
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TmpFileIOPeon iopeon = new TmpFileIOPeon(true); | ||
FloatSupplierSerializer writer = CompressionFactory.getFloatSerializer( | ||
iopeon, | ||
"float", | ||
ByteOrder.nativeOrder(), | ||
compression | ||
); | ||
BufferedReader br = new BufferedReader(new InputStreamReader(new FileInputStream(dataFile))); | ||
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try (FileChannel output = FileChannel.open( | ||
compFile.toPath(), | ||
StandardOpenOption.CREATE_NEW, | ||
StandardOpenOption.WRITE | ||
)) { | ||
writer.open(); | ||
String line; | ||
while ((line = br.readLine()) != null) { | ||
writer.add(Float.parseFloat(line)); | ||
} | ||
final ByteArrayOutputStream baos = new ByteArrayOutputStream(); | ||
writer.closeAndConsolidate( | ||
new ByteSink() | ||
{ | ||
@Override | ||
public OutputStream openStream() throws IOException | ||
{ | ||
return baos; | ||
} | ||
} | ||
); | ||
output.write(ByteBuffer.wrap(baos.toByteArray())); | ||
} | ||
finally { | ||
iopeon.cleanup(); | ||
br.close(); | ||
} | ||
System.out.print(compFile.length() / 1024 + "\n"); | ||
} | ||
} | ||
} | ||
} |
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