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[HUDI-2028] Implement RockDbBasedMap as an alternate to DiskBasedMap in ExternalSpillableMap (#3194)

Co-authored-by: Rajesh Mahindra <rmahindra@Rajeshs-MacBook-Pro.local>
This commit is contained in:
rmahindra123
2021-07-05 23:03:41 -07:00
committed by GitHub
parent a0f598d371
commit a4dcbb5c5a
14 changed files with 620 additions and 60 deletions

View File

@@ -100,7 +100,7 @@ public class HoodieMergedLogRecordScanner extends AbstractHoodieLogRecordScanner
LOG.info("Number of entries in MemoryBasedMap in ExternalSpillableMap => " + records.getInMemoryMapNumEntries());
LOG.info(
"Total size in bytes of MemoryBasedMap in ExternalSpillableMap => " + records.getCurrentInMemoryMapSize());
LOG.info("Number of entries in DiskBasedMap in ExternalSpillableMap => " + records.getDiskBasedMapNumEntries());
LOG.info("Number of entries in BitCaskDiskMap in ExternalSpillableMap => " + records.getDiskBasedMapNumEntries());
LOG.info("Size of file spilled to disk => " + records.getSizeOfFileOnDiskInBytes());
}

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@@ -22,7 +22,7 @@ import org.apache.hudi.common.fs.SizeAwareDataOutputStream;
import org.apache.hudi.common.model.HoodieKey;
import org.apache.hudi.common.model.HoodieRecord;
import org.apache.hudi.common.model.HoodieRecordPayload;
import org.apache.hudi.common.util.collection.DiskBasedMap.FileEntry;
import org.apache.hudi.common.util.collection.BitCaskDiskMap.FileEntry;
import org.apache.hudi.exception.HoodieCorruptedDataException;
import org.apache.avro.generic.GenericRecord;

View File

@@ -52,11 +52,13 @@ import java.util.stream.Stream;
* This class provides a disk spillable only map implementation. All of the data is currenly written to one file,
* without any rollover support. It uses the following : 1) An in-memory map that tracks the key-> latest ValueMetadata.
* 2) Current position in the file NOTE : Only String.class type supported for Key
*
* Inspired by https://github.com/basho/bitcask
*/
public final class DiskBasedMap<T extends Serializable, R extends Serializable> implements Map<T, R>, Iterable<R> {
public final class BitCaskDiskMap<T extends Serializable, R extends Serializable> implements DiskMap<T, R> {
public static final int BUFFER_SIZE = 128 * 1024; // 128 KB
private static final Logger LOG = LogManager.getLogger(DiskBasedMap.class);
private static final Logger LOG = LogManager.getLogger(BitCaskDiskMap.class);
// Stores the key and corresponding value's latest metadata spilled to disk
private final Map<T, ValueMetadata> valueMetadataMap;
// Write only file
@@ -76,7 +78,7 @@ public final class DiskBasedMap<T extends Serializable, R extends Serializable>
private transient Thread shutdownThread = null;
public DiskBasedMap(String baseFilePath) throws IOException {
public BitCaskDiskMap(String baseFilePath) throws IOException {
this.valueMetadataMap = new ConcurrentHashMap<>();
this.writeOnlyFile = new File(baseFilePath, UUID.randomUUID().toString());
this.filePath = writeOnlyFile.getPath();
@@ -136,7 +138,7 @@ public final class DiskBasedMap<T extends Serializable, R extends Serializable>
try {
writeOnlyFileHandle.flush();
} catch (IOException e) {
throw new HoodieIOException("Failed to flush to DiskBasedMap file", e);
throw new HoodieIOException("Failed to flush to BitCaskDiskMap file", e);
}
}
@@ -151,6 +153,7 @@ public final class DiskBasedMap<T extends Serializable, R extends Serializable>
/**
* Number of bytes spilled to disk.
*/
@Override
public long sizeOfFileOnDiskInBytes() {
return filePosition.get();
}
@@ -203,7 +206,7 @@ public final class DiskBasedMap<T extends Serializable, R extends Serializable>
Integer valueSize = val.length;
Long timestamp = System.currentTimeMillis();
this.valueMetadataMap.put(key,
new DiskBasedMap.ValueMetadata(this.filePath, valueSize, filePosition.get(), timestamp));
new BitCaskDiskMap.ValueMetadata(this.filePath, valueSize, filePosition.get(), timestamp));
byte[] serializedKey = SerializationUtils.serialize(key);
filePosition
.set(SpillableMapUtils.spillToDisk(writeOnlyFileHandle, new FileEntry(SpillableMapUtils.generateChecksum(val),
@@ -287,6 +290,7 @@ public final class DiskBasedMap<T extends Serializable, R extends Serializable>
throw new HoodieException("Unsupported Operation Exception");
}
@Override
public Stream<R> valueStream() {
final BufferedRandomAccessFile file = getRandomAccessFile();
return valueMetadataMap.values().stream().sorted().sequential().map(valueMetaData -> (R) get(valueMetaData, file));

View File

@@ -0,0 +1,49 @@
/*
* 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.hudi.common.util.collection;
import java.io.Serializable;
import java.util.Map;
import java.util.stream.Stream;
/**
* This interface provides the map interface for storing records in disk after they
* spill over from memory. Used by {@link ExternalSpillableMap}.
*
* @param <T> The generic type of the keys
* @param <R> The generic type of the values
*/
public interface DiskMap<T extends Serializable, R extends Serializable> extends Map<T, R>, Iterable<R> {
/**
* @returns a stream of the values stored in the disk.
*/
Stream<R> valueStream();
/**
* Number of bytes spilled to disk.
*/
long sizeOfFileOnDiskInBytes();
/**
* Cleanup.
*/
void close();
}

View File

@@ -61,8 +61,8 @@ public class ExternalSpillableMap<T extends Serializable, R extends Serializable
private final long maxInMemorySizeInBytes;
// Map to store key-values in memory until it hits maxInMemorySizeInBytes
private final Map<T, R> inMemoryMap;
// Map to store key-valuemetadata important to find the values spilled to disk
private transient volatile DiskBasedMap<T, R> diskBasedMap;
// Map to store key-values on disk or db after it spilled over the memory
private transient volatile DiskMap<T, R> diskBasedMap;
// TODO(na) : a dynamic sizing factor to ensure we have space for other objects in memory and
// incorrect payload estimation
private final Double sizingFactorForInMemoryMap = 0.8;
@@ -70,6 +70,8 @@ public class ExternalSpillableMap<T extends Serializable, R extends Serializable
private final SizeEstimator<T> keySizeEstimator;
// Size Estimator for key types
private final SizeEstimator<R> valueSizeEstimator;
// Type of the disk map
private final DiskMapType diskMapType;
// current space occupied by this map in-memory
private Long currentInMemoryMapSize;
// An estimate of the size of each payload written to this map
@@ -80,22 +82,34 @@ public class ExternalSpillableMap<T extends Serializable, R extends Serializable
private final String baseFilePath;
public ExternalSpillableMap(Long maxInMemorySizeInBytes, String baseFilePath, SizeEstimator<T> keySizeEstimator,
SizeEstimator<R> valueSizeEstimator) throws IOException {
SizeEstimator<R> valueSizeEstimator) throws IOException {
this(maxInMemorySizeInBytes, baseFilePath, keySizeEstimator, valueSizeEstimator, DiskMapType.BITCASK);
}
public ExternalSpillableMap(Long maxInMemorySizeInBytes, String baseFilePath, SizeEstimator<T> keySizeEstimator,
SizeEstimator<R> valueSizeEstimator, DiskMapType diskMapType) throws IOException {
this.inMemoryMap = new HashMap<>();
this.baseFilePath = baseFilePath;
this.diskBasedMap = new DiskBasedMap<>(baseFilePath);
this.maxInMemorySizeInBytes = (long) Math.floor(maxInMemorySizeInBytes * sizingFactorForInMemoryMap);
this.currentInMemoryMapSize = 0L;
this.keySizeEstimator = keySizeEstimator;
this.valueSizeEstimator = valueSizeEstimator;
this.diskMapType = diskMapType;
}
private DiskBasedMap<T, R> getDiskBasedMap() {
private DiskMap<T, R> getDiskBasedMap() {
if (null == diskBasedMap) {
synchronized (this) {
if (null == diskBasedMap) {
try {
diskBasedMap = new DiskBasedMap<>(baseFilePath);
switch (diskMapType) {
case ROCKS_DB:
diskBasedMap = new RocksDbDiskMap<>(baseFilePath);
break;
case BITCASK:
default:
diskBasedMap = new BitCaskDiskMap<>(baseFilePath);
}
} catch (IOException e) {
throw new HoodieIOException(e.getMessage(), e);
}
@@ -113,7 +127,7 @@ public class ExternalSpillableMap<T extends Serializable, R extends Serializable
}
/**
* Number of entries in DiskBasedMap.
* Number of entries in BitCaskDiskMap.
*/
public int getDiskBasedMapNumEntries() {
return getDiskBasedMap().size();
@@ -160,6 +174,14 @@ public class ExternalSpillableMap<T extends Serializable, R extends Serializable
return inMemoryMap.containsValue(value) || getDiskBasedMap().containsValue(value);
}
public boolean inMemoryContainsKey(Object key) {
return inMemoryMap.containsKey(key);
}
public boolean inDiskContainsKey(Object key) {
return getDiskBasedMap().containsKey(key);
}
@Override
public R get(Object key) {
if (inMemoryMap.containsKey(key)) {
@@ -259,14 +281,24 @@ public class ExternalSpillableMap<T extends Serializable, R extends Serializable
return entrySet;
}
/**
* The type of map to use for storing the Key, values on disk after it spills
* from memory in the {@link ExternalSpillableMap}.
*/
public enum DiskMapType {
BITCASK,
ROCKS_DB,
UNKNOWN
}
/**
* Iterator that wraps iterating over all the values for this map 1) inMemoryIterator - Iterates over all the data
* in-memory map 2) diskLazyFileIterator - Iterates over all the data spilled to disk.
*/
private class IteratorWrapper<R> implements Iterator<R> {
private Iterator<R> inMemoryIterator;
private Iterator<R> diskLazyFileIterator;
private final Iterator<R> inMemoryIterator;
private final Iterator<R> diskLazyFileIterator;
public IteratorWrapper(Iterator<R> inMemoryIterator, Iterator<R> diskLazyFileIterator) {
this.inMemoryIterator = inMemoryIterator;

View File

@@ -36,11 +36,11 @@ public class LazyFileIterable<T, R> implements Iterable<R> {
// Used to access the value written at a specific position in the file
private final String filePath;
// Stores the key and corresponding value's latest metadata spilled to disk
private final Map<T, DiskBasedMap.ValueMetadata> inMemoryMetadataOfSpilledData;
private final Map<T, BitCaskDiskMap.ValueMetadata> inMemoryMetadataOfSpilledData;
private transient Thread shutdownThread = null;
public LazyFileIterable(String filePath, Map<T, DiskBasedMap.ValueMetadata> map) {
public LazyFileIterable(String filePath, Map<T, BitCaskDiskMap.ValueMetadata> map) {
this.filePath = filePath;
this.inMemoryMetadataOfSpilledData = map;
}
@@ -61,16 +61,16 @@ public class LazyFileIterable<T, R> implements Iterable<R> {
private final String filePath;
private BufferedRandomAccessFile readOnlyFileHandle;
private final Iterator<Map.Entry<T, DiskBasedMap.ValueMetadata>> metadataIterator;
private final Iterator<Map.Entry<T, BitCaskDiskMap.ValueMetadata>> metadataIterator;
public LazyFileIterator(String filePath, Map<T, DiskBasedMap.ValueMetadata> map) throws IOException {
public LazyFileIterator(String filePath, Map<T, BitCaskDiskMap.ValueMetadata> map) throws IOException {
this.filePath = filePath;
this.readOnlyFileHandle = new BufferedRandomAccessFile(filePath, "r", DiskBasedMap.BUFFER_SIZE);
this.readOnlyFileHandle = new BufferedRandomAccessFile(filePath, "r", BitCaskDiskMap.BUFFER_SIZE);
readOnlyFileHandle.seek(0);
// sort the map in increasing order of offset of value so disk seek is only in one(forward) direction
this.metadataIterator = map.entrySet().stream()
.sorted((Map.Entry<T, DiskBasedMap.ValueMetadata> o1, Map.Entry<T, DiskBasedMap.ValueMetadata> o2) -> o1
.sorted((Map.Entry<T, BitCaskDiskMap.ValueMetadata> o1, Map.Entry<T, BitCaskDiskMap.ValueMetadata> o2) -> o1
.getValue().getOffsetOfValue().compareTo(o2.getValue().getOffsetOfValue()))
.collect(Collectors.toList()).iterator();
this.addShutdownHook();
@@ -90,8 +90,8 @@ public class LazyFileIterable<T, R> implements Iterable<R> {
if (!hasNext()) {
throw new IllegalStateException("next() called on EOF'ed stream. File :" + filePath);
}
Map.Entry<T, DiskBasedMap.ValueMetadata> entry = this.metadataIterator.next();
return DiskBasedMap.get(entry.getValue(), readOnlyFileHandle);
Map.Entry<T, BitCaskDiskMap.ValueMetadata> entry = this.metadataIterator.next();
return BitCaskDiskMap.get(entry.getValue(), readOnlyFileHandle);
}
@Override

View File

@@ -45,6 +45,7 @@ import java.io.File;
import java.io.IOException;
import java.io.Serializable;
import java.util.ArrayList;
import java.util.Iterator;
import java.util.LinkedList;
import java.util.List;
import java.util.UUID;
@@ -64,11 +65,13 @@ public class RocksDBDAO {
private transient RocksDB rocksDB;
private boolean closed = false;
private final String rocksDBBasePath;
private long totalBytesWritten;
public RocksDBDAO(String basePath, String rocksDBBasePath) {
this.rocksDBBasePath =
String.format("%s/%s/%s", rocksDBBasePath, basePath.replace("/", "_"), UUID.randomUUID().toString());
init();
totalBytesWritten = 0L;
}
/**
@@ -169,7 +172,7 @@ public class RocksDBDAO {
*/
public <T extends Serializable> void putInBatch(WriteBatch batch, String columnFamilyName, String key, T value) {
try {
byte[] payload = SerializationUtils.serialize(value);
byte[] payload = serializePayload(value);
batch.put(managedHandlesMap.get(columnFamilyName), key.getBytes(), payload);
} catch (Exception e) {
throw new HoodieException(e);
@@ -189,7 +192,7 @@ public class RocksDBDAO {
K key, T value) {
try {
byte[] keyBytes = SerializationUtils.serialize(key);
byte[] payload = SerializationUtils.serialize(value);
byte[] payload = serializePayload(value);
batch.put(managedHandlesMap.get(columnFamilyName), keyBytes, payload);
} catch (Exception e) {
throw new HoodieException(e);
@@ -206,7 +209,7 @@ public class RocksDBDAO {
*/
public <T extends Serializable> void put(String columnFamilyName, String key, T value) {
try {
byte[] payload = SerializationUtils.serialize(value);
byte[] payload = serializePayload(value);
getRocksDB().put(managedHandlesMap.get(columnFamilyName), key.getBytes(), payload);
} catch (Exception e) {
throw new HoodieException(e);
@@ -223,7 +226,7 @@ public class RocksDBDAO {
*/
public <K extends Serializable, T extends Serializable> void put(String columnFamilyName, K key, T value) {
try {
byte[] payload = SerializationUtils.serialize(value);
byte[] payload = serializePayload(value);
getRocksDB().put(managedHandlesMap.get(columnFamilyName), SerializationUtils.serialize(key), payload);
} catch (Exception e) {
throw new HoodieException(e);
@@ -351,6 +354,16 @@ public class RocksDBDAO {
return results.stream();
}
/**
* Return Iterator of key-value pairs from RocksIterator.
*
* @param columnFamilyName Column Family Name
* @param <T> Type of value stored
*/
public <T extends Serializable> Iterator<T> iterator(String columnFamilyName) {
return new IteratorWrapper<>(getRocksDB().newIterator(managedHandlesMap.get(columnFamilyName)));
}
/**
* Perform a prefix delete and return stream of key-value pairs retrieved.
*
@@ -448,10 +461,48 @@ public class RocksDBDAO {
}
}
public long getTotalBytesWritten() {
return totalBytesWritten;
}
private <T extends Serializable> byte[] serializePayload(T value) throws IOException {
byte[] payload = SerializationUtils.serialize(value);
totalBytesWritten += payload.length;
return payload;
}
String getRocksDBBasePath() {
return rocksDBBasePath;
}
/**
* {@link Iterator} wrapper for RocksDb Iterator {@link RocksIterator}.
*/
private static class IteratorWrapper<R> implements Iterator<R> {
private final RocksIterator iterator;
public IteratorWrapper(final RocksIterator iterator) {
this.iterator = iterator;
iterator.seekToFirst();
}
@Override
public boolean hasNext() {
return iterator.isValid();
}
@Override
public R next() {
if (!hasNext()) {
throw new IllegalStateException("next() called on rocksDB with no more valid entries");
}
R val = SerializationUtils.deserialize(iterator.value());
iterator.next();
return val;
}
}
/**
* Functional interface for stacking operation to Write batch.
*/

View File

@@ -0,0 +1,176 @@
/*
* 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.hudi.common.util.collection;
import org.apache.hudi.exception.HoodieException;
import org.apache.hudi.exception.HoodieNotSupportedException;
import org.apache.log4j.LogManager;
import org.apache.log4j.Logger;
import java.io.IOException;
import java.io.Serializable;
import java.util.AbstractMap;
import java.util.Collection;
import java.util.HashSet;
import java.util.Iterator;
import java.util.Map;
import java.util.Set;
import java.util.Spliterators;
import java.util.stream.Stream;
import java.util.stream.StreamSupport;
/**
* This class provides a disk spillable only map implementation.
* All of the data is stored using the RocksDB implementation.
*/
public final class RocksDbDiskMap<T extends Serializable, R extends Serializable> implements DiskMap<T, R> {
// ColumnFamily allows partitioning data within RockDB, which allows
// independent configuration and faster deletes across partitions
// https://github.com/facebook/rocksdb/wiki/Column-Families
// For this use case, we use a single static column family/ partition
//
private static final String COLUMN_FAMILY_NAME = "spill_map";
private static final Logger LOG = LogManager.getLogger(RocksDbDiskMap.class);
// Stores the key and corresponding value's latest metadata spilled to disk
private final Set<T> keySet;
private final String rocksDbStoragePath;
private RocksDBDAO rocksDb;
public RocksDbDiskMap(String rocksDbStoragePath) throws IOException {
this.keySet = new HashSet<>();
this.rocksDbStoragePath = rocksDbStoragePath;
}
@Override
public int size() {
return keySet.size();
}
@Override
public boolean isEmpty() {
return keySet.isEmpty();
}
@Override
public boolean containsKey(Object key) {
return keySet.contains((T) key);
}
@Override
public boolean containsValue(Object value) {
throw new HoodieNotSupportedException("unable to compare values in map");
}
@Override
public R get(Object key) {
if (!containsKey(key)) {
return null;
}
return getRocksDb().get(COLUMN_FAMILY_NAME, (T) key);
}
@Override
public R put(T key, R value) {
getRocksDb().put(COLUMN_FAMILY_NAME, key, value);
keySet.add(key);
return value;
}
@Override
public R remove(Object key) {
R value = get(key);
if (value != null) {
keySet.remove((T) key);
getRocksDb().delete(COLUMN_FAMILY_NAME, (T) key);
}
return value;
}
@Override
public void putAll(Map<? extends T, ? extends R> keyValues) {
getRocksDb().writeBatch(batch -> keyValues.forEach((key, value) -> getRocksDb().putInBatch(batch, COLUMN_FAMILY_NAME, key, value)));
keySet.addAll(keyValues.keySet());
}
@Override
public void clear() {
close();
}
@Override
public Set<T> keySet() {
return keySet;
}
@Override
public Collection<R> values() {
throw new HoodieException("Unsupported Operation Exception");
}
@Override
public Set<Entry<T, R>> entrySet() {
Set<Entry<T, R>> entrySet = new HashSet<>();
for (T key : keySet) {
entrySet.add(new AbstractMap.SimpleEntry<>(key, get(key)));
}
return entrySet;
}
/**
* Custom iterator to iterate over values written to disk.
*/
@Override
public Iterator<R> iterator() {
return getRocksDb().iterator(COLUMN_FAMILY_NAME);
}
@Override
public Stream<R> valueStream() {
return StreamSupport.stream(Spliterators.spliteratorUnknownSize(iterator(), 0), false);
}
@Override
public long sizeOfFileOnDiskInBytes() {
return getRocksDb().getTotalBytesWritten();
}
@Override
public void close() {
keySet.clear();
if (null != rocksDb) {
rocksDb.close();
}
rocksDb = null;
}
private RocksDBDAO getRocksDb() {
if (null == rocksDb) {
synchronized (this) {
if (null == rocksDb) {
rocksDb = new RocksDBDAO(COLUMN_FAMILY_NAME, rocksDbStoragePath);
rocksDb.addColumnFamily(COLUMN_FAMILY_NAME);
}
}
}
return rocksDb;
}
}

View File

@@ -57,9 +57,9 @@ import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertTrue;
/**
* Tests dis based map {@link DiskBasedMap}.
* Tests dis based map {@link BitCaskDiskMap}.
*/
public class TestDiskBasedMap extends HoodieCommonTestHarness {
public class TestBitCaskDiskMap extends HoodieCommonTestHarness {
@BeforeEach
public void setup() {
@@ -68,7 +68,7 @@ public class TestDiskBasedMap extends HoodieCommonTestHarness {
@Test
public void testSimpleInsert() throws IOException, URISyntaxException {
DiskBasedMap records = new DiskBasedMap<>(basePath);
BitCaskDiskMap records = new BitCaskDiskMap<>(basePath);
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
((GenericRecord) iRecords.get(0)).get(HoodieRecord.COMMIT_TIME_METADATA_FIELD).toString();
List<String> recordKeys = SpillableMapTestUtils.upsertRecords(iRecords, records);
@@ -86,7 +86,7 @@ public class TestDiskBasedMap extends HoodieCommonTestHarness {
@Test
public void testSimpleInsertWithoutHoodieMetadata() throws IOException, URISyntaxException {
DiskBasedMap records = new DiskBasedMap<>(basePath);
BitCaskDiskMap records = new BitCaskDiskMap<>(basePath);
List<HoodieRecord> hoodieRecords = SchemaTestUtil.generateHoodieTestRecordsWithoutHoodieMetadata(0, 1000);
Set<String> recordKeys = new HashSet<>();
// insert generated records into the map
@@ -109,7 +109,7 @@ public class TestDiskBasedMap extends HoodieCommonTestHarness {
public void testSimpleUpsert() throws IOException, URISyntaxException {
Schema schema = HoodieAvroUtils.addMetadataFields(getSimpleSchema());
DiskBasedMap records = new DiskBasedMap<>(basePath);
BitCaskDiskMap records = new BitCaskDiskMap<>(basePath);
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
// perform some inserts
@@ -189,7 +189,7 @@ public class TestDiskBasedMap extends HoodieCommonTestHarness {
@Test
public void testPutAll() throws IOException, URISyntaxException {
DiskBasedMap<String, HoodieRecord> records = new DiskBasedMap<>(basePath);
BitCaskDiskMap<String, HoodieRecord> records = new BitCaskDiskMap<>(basePath);
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
Map<String, HoodieRecord> recordMap = new HashMap<>();
iRecords.forEach(r -> {

View File

@@ -38,6 +38,8 @@ import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.MethodOrderer.Alphanumeric;
import org.junit.jupiter.api.Test;
import org.junit.jupiter.api.TestMethodOrder;
import org.junit.jupiter.params.ParameterizedTest;
import org.junit.jupiter.params.provider.EnumSource;
import java.io.IOException;
import java.io.UncheckedIOException;
@@ -45,6 +47,7 @@ import java.net.URISyntaxException;
import java.util.ArrayList;
import java.util.Iterator;
import java.util.List;
import java.util.stream.Collectors;
import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertFalse;
@@ -65,32 +68,48 @@ public class TestExternalSpillableMap extends HoodieCommonTestHarness {
failureOutputPath = basePath + "/test_fail";
}
@Test
public void simpleInsertTest() throws IOException, URISyntaxException {
@ParameterizedTest
@EnumSource(ExternalSpillableMap.DiskMapType.class)
public void simpleInsertTest(ExternalSpillableMap.DiskMapType diskMapType) throws IOException, URISyntaxException {
Schema schema = HoodieAvroUtils.addMetadataFields(SchemaTestUtil.getSimpleSchema());
String payloadClazz = HoodieAvroPayload.class.getName();
ExternalSpillableMap<String, HoodieRecord<? extends HoodieRecordPayload>> records =
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(), new HoodieRecordSizeEstimator(schema)); // 16B
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(),
new HoodieRecordSizeEstimator(schema), diskMapType); // 16B
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
List<String> recordKeys = SpillableMapTestUtils.upsertRecords(iRecords, records);
assert (recordKeys.size() == 100);
// Test iterator
Iterator<HoodieRecord<? extends HoodieRecordPayload>> itr = records.iterator();
List<HoodieRecord> oRecords = new ArrayList<>();
int cntSize = 0;
while (itr.hasNext()) {
HoodieRecord<? extends HoodieRecordPayload> rec = itr.next();
oRecords.add(rec);
cntSize++;
assert recordKeys.contains(rec.getRecordKey());
}
assertEquals(recordKeys.size(), cntSize);
// Test value stream
List<HoodieRecord<? extends HoodieRecordPayload>> values = records.valueStream().collect(Collectors.toList());
cntSize = 0;
for (HoodieRecord value : values) {
assert recordKeys.contains(value.getRecordKey());
cntSize++;
}
assertEquals(recordKeys.size(), cntSize);
}
@Test
public void testSimpleUpsert() throws IOException, URISyntaxException {
@ParameterizedTest
@EnumSource(ExternalSpillableMap.DiskMapType.class)
public void testSimpleUpsert(ExternalSpillableMap.DiskMapType diskMapType) throws IOException, URISyntaxException {
Schema schema = HoodieAvroUtils.addMetadataFields(SchemaTestUtil.getSimpleSchema());
ExternalSpillableMap<String, HoodieRecord<? extends HoodieRecordPayload>> records =
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(), new HoodieRecordSizeEstimator(schema)); // 16B
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(),
new HoodieRecordSizeEstimator(schema), diskMapType); // 16B
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
List<String> recordKeys = SpillableMapTestUtils.upsertRecords(iRecords, records);
@@ -120,14 +139,16 @@ public class TestExternalSpillableMap extends HoodieCommonTestHarness {
});
}
@Test
public void testAllMapOperations() throws IOException, URISyntaxException {
@ParameterizedTest
@EnumSource(ExternalSpillableMap.DiskMapType.class)
public void testAllMapOperations(ExternalSpillableMap.DiskMapType diskMapType) throws IOException, URISyntaxException {
Schema schema = HoodieAvroUtils.addMetadataFields(SchemaTestUtil.getSimpleSchema());
String payloadClazz = HoodieAvroPayload.class.getName();
ExternalSpillableMap<String, HoodieRecord<? extends HoodieRecordPayload>> records =
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(), new HoodieRecordSizeEstimator(schema)); // 16B
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(),
new HoodieRecordSizeEstimator(schema), diskMapType); // 16B
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
// insert a bunch of records so that values spill to disk too
@@ -176,12 +197,14 @@ public class TestExternalSpillableMap extends HoodieCommonTestHarness {
assertTrue(records.size() == 0);
}
@Test
public void simpleTestWithException() throws IOException, URISyntaxException {
@ParameterizedTest
@EnumSource(ExternalSpillableMap.DiskMapType.class)
public void simpleTestWithException(ExternalSpillableMap.DiskMapType diskMapType) throws IOException, URISyntaxException {
Schema schema = HoodieAvroUtils.addMetadataFields(SchemaTestUtil.getSimpleSchema());
ExternalSpillableMap<String, HoodieRecord<? extends HoodieRecordPayload>> records = new ExternalSpillableMap<>(16L,
failureOutputPath, new DefaultSizeEstimator(), new HoodieRecordSizeEstimator(schema)); // 16B
failureOutputPath, new DefaultSizeEstimator(),
new HoodieRecordSizeEstimator(schema), diskMapType); // 16B
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
List<String> recordKeys = SpillableMapTestUtils.upsertRecords(iRecords, records);
@@ -194,13 +217,15 @@ public class TestExternalSpillableMap extends HoodieCommonTestHarness {
});
}
@Test
public void testDataCorrectnessWithUpsertsToDataInMapAndOnDisk() throws IOException, URISyntaxException {
@ParameterizedTest
@EnumSource(ExternalSpillableMap.DiskMapType.class)
public void testDataCorrectnessWithUpsertsToDataInMapAndOnDisk(ExternalSpillableMap.DiskMapType diskMapType) throws IOException, URISyntaxException {
Schema schema = HoodieAvroUtils.addMetadataFields(SchemaTestUtil.getSimpleSchema());
ExternalSpillableMap<String, HoodieRecord<? extends HoodieRecordPayload>> records =
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(), new HoodieRecordSizeEstimator(schema)); // 16B
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(),
new HoodieRecordSizeEstimator(schema), diskMapType); // 16B
List<String> recordKeys = new ArrayList<>();
// Ensure we spill to disk
@@ -245,13 +270,15 @@ public class TestExternalSpillableMap extends HoodieCommonTestHarness {
assert newCommitTime.contentEquals(gRecord.get(HoodieRecord.COMMIT_TIME_METADATA_FIELD).toString());
}
@Test
public void testDataCorrectnessWithoutHoodieMetadata() throws IOException, URISyntaxException {
@ParameterizedTest
@EnumSource(ExternalSpillableMap.DiskMapType.class)
public void testDataCorrectnessWithoutHoodieMetadata(ExternalSpillableMap.DiskMapType diskMapType) throws IOException, URISyntaxException {
Schema schema = SchemaTestUtil.getSimpleSchema();
ExternalSpillableMap<String, HoodieRecord<? extends HoodieRecordPayload>> records =
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(), new HoodieRecordSizeEstimator(schema)); // 16B
new ExternalSpillableMap<>(16L, basePath, new DefaultSizeEstimator(),
new HoodieRecordSizeEstimator(schema), diskMapType); // 16B
List<String> recordKeys = new ArrayList<>();
// Ensure we spill to disk
@@ -311,4 +338,4 @@ public class TestExternalSpillableMap extends HoodieCommonTestHarness {
// TODO : come up with a performance eval test for spillableMap
@Test
public void testLargeInsertUpsert() {}
}
}

View File

@@ -38,7 +38,7 @@ import java.util.List;
import static org.junit.jupiter.api.Assertions.assertEquals;
/**
* Tests RocksDB based map {@link RocksDBBasedMap}.
* Tests RocksDB based map {@link RocksDbDiskMap}.
*/
public class TestRocksDbBasedMap extends HoodieCommonTestHarness {
@@ -49,7 +49,7 @@ public class TestRocksDbBasedMap extends HoodieCommonTestHarness {
@Test
public void testSimple() throws IOException, URISyntaxException {
RocksDBBasedMap records = new RocksDBBasedMap(basePath);
RocksDbDiskMap records = new RocksDbDiskMap(basePath);
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
((GenericRecord) iRecords.get(0)).get(HoodieRecord.COMMIT_TIME_METADATA_FIELD).toString();
List<String> recordKeys = SpillableMapTestUtils.upsertRecords(iRecords, records);

View File

@@ -0,0 +1,204 @@
/*
* 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.hudi.common.util.collection;
import org.apache.avro.Schema;
import org.apache.avro.generic.GenericRecord;
import org.apache.avro.generic.IndexedRecord;
import org.apache.hudi.avro.HoodieAvroUtils;
import org.apache.hudi.common.model.HoodieAvroPayload;
import org.apache.hudi.common.model.HoodieKey;
import org.apache.hudi.common.model.HoodieRecord;
import org.apache.hudi.common.model.HoodieRecordPayload;
import org.apache.hudi.common.table.timeline.HoodieActiveTimeline;
import org.apache.hudi.common.testutils.HoodieCommonTestHarness;
import org.apache.hudi.common.testutils.SchemaTestUtil;
import org.apache.hudi.common.testutils.SpillableMapTestUtils;
import org.apache.hudi.common.util.Option;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Test;
import java.io.IOException;
import java.io.UncheckedIOException;
import java.net.URISyntaxException;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.List;
import java.util.Map;
import java.util.Random;
import java.util.Set;
import java.util.stream.Collectors;
import static org.apache.hudi.common.testutils.SchemaTestUtil.getSimpleSchema;
import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertTrue;
/**
* Test the rocksDb based Map {@link RocksDbDiskMap}
* that is used by {@link ExternalSpillableMap}.
*/
public class TestRocksDbDiskMap extends HoodieCommonTestHarness {
@BeforeEach
public void setUp() {
initPath();
}
@Test
public void testSimpleInsertSequential() throws IOException, URISyntaxException {
RocksDbDiskMap<String, HoodieRecord<? extends HoodieRecordPayload>> rocksDBBasedMap = new RocksDbDiskMap<>(basePath);
List<String> recordKeys = setupMapWithRecords(rocksDBBasedMap, 100);
Iterator<HoodieRecord<? extends HoodieRecordPayload>> itr = rocksDBBasedMap.iterator();
int cntSize = 0;
while (itr.hasNext()) {
HoodieRecord<? extends HoodieRecordPayload> rec = itr.next();
cntSize++;
assert recordKeys.contains(rec.getRecordKey());
}
assertEquals(recordKeys.size(), cntSize);
// Test value stream
long currentTimeMs = System.currentTimeMillis();
List<HoodieRecord<? extends HoodieRecordPayload>> values =
rocksDBBasedMap.valueStream().collect(Collectors.toList());
cntSize = 0;
for (HoodieRecord value : values) {
assert recordKeys.contains(value.getRecordKey());
cntSize++;
}
assertEquals(recordKeys.size(), cntSize);
}
@Test
public void testSimpleInsertRandomAccess() throws IOException, URISyntaxException {
RocksDbDiskMap rocksDBBasedMap = new RocksDbDiskMap<>(basePath);
List<String> recordKeys = setupMapWithRecords(rocksDBBasedMap, 100);
Random random = new Random();
for (int i = 0; i < recordKeys.size(); i++) {
String key = recordKeys.get(random.nextInt(recordKeys.size()));
assert rocksDBBasedMap.get(key) != null;
}
}
@Test
public void testSimpleInsertWithoutHoodieMetadata() throws IOException, URISyntaxException {
RocksDbDiskMap rocksDBBasedMap = new RocksDbDiskMap<>(basePath);
List<HoodieRecord> hoodieRecords = SchemaTestUtil.generateHoodieTestRecordsWithoutHoodieMetadata(0, 1000);
Set<String> recordKeys = new HashSet<>();
// insert generated records into the map
hoodieRecords.forEach(r -> {
rocksDBBasedMap.put(r.getRecordKey(), r);
recordKeys.add(r.getRecordKey());
});
// make sure records have spilled to disk
assertTrue(rocksDBBasedMap.sizeOfFileOnDiskInBytes() > 0);
Iterator<HoodieRecord<? extends HoodieRecordPayload>> itr = rocksDBBasedMap.iterator();
int cntSize = 0;
while (itr.hasNext()) {
HoodieRecord<? extends HoodieRecordPayload> rec = itr.next();
cntSize++;
assert recordKeys.contains(rec.getRecordKey());
}
assertEquals(recordKeys.size(), cntSize);
}
@Test
public void testSimpleUpsert() throws IOException, URISyntaxException {
Schema schema = HoodieAvroUtils.addMetadataFields(getSimpleSchema());
RocksDbDiskMap rocksDBBasedMap = new RocksDbDiskMap<>(basePath);
List<IndexedRecord> insertedRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
List<String> recordKeys = SpillableMapTestUtils.upsertRecords(insertedRecords, rocksDBBasedMap);
String oldCommitTime =
((GenericRecord) insertedRecords.get(0)).get(HoodieRecord.COMMIT_TIME_METADATA_FIELD).toString();
// generate updates from inserts for first 50 keys / subset of keys
List<IndexedRecord> updatedRecords = SchemaTestUtil.updateHoodieTestRecords(recordKeys.subList(0, 50),
SchemaTestUtil.generateHoodieTestRecords(0, 50), HoodieActiveTimeline.createNewInstantTime());
String newCommitTime =
((GenericRecord) updatedRecords.get(0)).get(HoodieRecord.COMMIT_TIME_METADATA_FIELD).toString();
// perform upserts
List<String> updatedRecordKeys = SpillableMapTestUtils.upsertRecords(updatedRecords, rocksDBBasedMap);
// Upserted records (on disk) should have the latest commit time
Iterator<HoodieRecord<? extends HoodieRecordPayload>> itr = rocksDBBasedMap.iterator();
while (itr.hasNext()) {
HoodieRecord<? extends HoodieRecordPayload> rec = itr.next();
try {
IndexedRecord indexedRecord = (IndexedRecord) rec.getData().getInsertValue(schema).get();
String latestCommitTime =
((GenericRecord) indexedRecord).get(HoodieRecord.COMMIT_TIME_METADATA_FIELD).toString();
assert recordKeys.contains(rec.getRecordKey()) || updatedRecordKeys.contains(rec.getRecordKey());
assertEquals(latestCommitTime, updatedRecordKeys.contains(rec.getRecordKey()) ? newCommitTime : oldCommitTime);
} catch (IOException io) {
throw new UncheckedIOException(io);
}
}
}
@Test
public void testPutAll() throws IOException, URISyntaxException {
RocksDbDiskMap<String, HoodieRecord> rocksDBBasedMap = new RocksDbDiskMap<>(basePath);
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, 100);
Map<String, HoodieRecord> recordMap = new HashMap<>();
iRecords.forEach(r -> {
String key = ((GenericRecord) r).get(HoodieRecord.RECORD_KEY_METADATA_FIELD).toString();
String partitionPath = ((GenericRecord) r).get(HoodieRecord.PARTITION_PATH_METADATA_FIELD).toString();
HoodieRecord value = new HoodieRecord<>(new HoodieKey(key, partitionPath), new HoodieAvroPayload(Option.of((GenericRecord) r)));
recordMap.put(key, value);
});
rocksDBBasedMap.putAll(recordMap);
// make sure records have spilled to disk
assertTrue(rocksDBBasedMap.sizeOfFileOnDiskInBytes() > 0);
// make sure all added records are present
for (Map.Entry<String, HoodieRecord> entry : rocksDBBasedMap.entrySet()) {
assertTrue(recordMap.containsKey(entry.getKey()));
}
}
@Test
public void testSimpleRemove() throws IOException, URISyntaxException {
RocksDbDiskMap rocksDBBasedMap = new RocksDbDiskMap<>(basePath);
List<String> recordKeys = setupMapWithRecords(rocksDBBasedMap, 100);
List<String> deleteKeys = recordKeys.subList(0, 10);
for (String deleteKey : deleteKeys) {
assert rocksDBBasedMap.remove(deleteKey) != null;
assert rocksDBBasedMap.get(deleteKey) == null;
}
}
private List<String> setupMapWithRecords(RocksDbDiskMap rocksDBBasedMap, int numRecords) throws IOException, URISyntaxException {
List<IndexedRecord> iRecords = SchemaTestUtil.generateHoodieTestRecords(0, numRecords);
List<String> recordKeys = SpillableMapTestUtils.upsertRecords(iRecords, rocksDBBasedMap);
// Ensure the number of records is correct
assertEquals(rocksDBBasedMap.size(), recordKeys.size());
// make sure records have spilled to disk
assertTrue(rocksDBBasedMap.sizeOfFileOnDiskInBytes() > 0);
return recordKeys;
}
}