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https://issues.apache.org/jira/browse/FLINK-4856?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15875320#comment-15875320
]
ASF GitHub Bot commented on FLINK-4856:
---------------------------------------
Github user shixiaogang commented on a diff in the pull request:
https://github.com/apache/flink/pull/3336#discussion_r102127767
--- Diff:
flink-contrib/flink-statebackend-rocksdb/src/main/java/org/apache/flink/contrib/streaming/state/RocksDBMapState.java
---
@@ -0,0 +1,579 @@
+/*
+ * 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
+ * <p/>
+ * http://www.apache.org/licenses/LICENSE-2.0
+ * <p/>
+ * 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.flink.contrib.streaming.state;
+
+import org.apache.flink.api.common.state.MapState;
+import org.apache.flink.api.common.state.MapStateDescriptor;
+import org.apache.flink.api.common.typeutils.TypeSerializer;
+import org.apache.flink.api.java.tuple.Tuple2;
+import org.apache.flink.api.java.tuple.Tuple3;
+import org.apache.flink.api.java.tuple.Tuple4;
+import org.apache.flink.core.memory.ByteArrayInputStreamWithPos;
+import org.apache.flink.core.memory.ByteArrayOutputStreamWithPos;
+import org.apache.flink.core.memory.DataInputViewStreamWrapper;
+import org.apache.flink.core.memory.DataOutputViewStreamWrapper;
+import
org.apache.flink.runtime.query.netty.message.KvStateRequestSerializer;
+import org.apache.flink.runtime.state.KeyGroupRangeAssignment;
+import org.apache.flink.runtime.state.internal.InternalMapState;
+import org.apache.flink.util.Preconditions;
+import org.rocksdb.ColumnFamilyHandle;
+import org.rocksdb.RocksDB;
+import org.rocksdb.RocksDBException;
+import org.rocksdb.RocksIterator;
+import org.rocksdb.WriteOptions;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Iterator;
+import java.util.Map;
+
+/**
+ * {@link MapState} implementation that stores state in RocksDB.
+ * <p>
+ * <p>{@link RocksDBStateBackend} must ensure that we set the
+ * {@link org.rocksdb.StringAppendOperator} on the column family that we
use for our state since
+ * we use the {@code merge()} call.
+ *
+ * @param <K> The type of the key.
+ * @param <N> The type of the namespace.
+ * @param <UK> The type of the keys in the map state.
+ * @param <UV> The type of the values in the map state.
+ */
+public class RocksDBMapState<K, N, UK, UV>
+ extends AbstractRocksDBState<K, N, MapState<UK, UV>,
MapStateDescriptor<UK, UV>, Map<UK, UV>>
+ implements InternalMapState<N, UK, UV> {
+
+ /** Serializer for the keys and values */
+ private final TypeSerializer<UK> userKeySerializer;
+ private final TypeSerializer<UV> userValueSerializer;
+
+ /**
+ * We disable writes to the write-ahead-log here. We can't have these
in the base class
+ * because JNI segfaults for some reason if they are.
+ */
+ private final WriteOptions writeOptions;
+
+ /**
+ * Creates a new {@code RocksDBMapState}.
+ *
+ * @param namespaceSerializer The serializer for the namespace.
+ * @param stateDesc The state identifier for the state.
+ */
+ public RocksDBMapState(ColumnFamilyHandle columnFamily,
+ TypeSerializer<N> namespaceSerializer,
+ MapStateDescriptor<UK, UV> stateDesc,
+ RocksDBKeyedStateBackend<K> backend) {
+
+ super(columnFamily, namespaceSerializer, stateDesc, backend);
+
+ this.userKeySerializer = stateDesc.getKeySerializer();
+ this.userValueSerializer = stateDesc.getValueSerializer();
+
+ writeOptions = new WriteOptions();
+ writeOptions.setDisableWAL(true);
+ }
+
+ //
------------------------------------------------------------------------
+ // MapState Implementation
+ //
------------------------------------------------------------------------
+
+ @Override
+ public UV get(UK userKey) throws IOException {
+ try {
+ byte[] rawKeyBytes =
serializeUserKeyWithCurrentKeyAndNamespace(userKey);
+ byte[] rawValueBytes = backend.db.get(columnFamily,
rawKeyBytes);
+
+ return (rawValueBytes == null ? null :
deserializeUserValue(rawValueBytes));
+ } catch (RocksDBException e) {
+ throw new RuntimeException("Error while getting data
from RocksDB.", e);
+ }
+ }
+
+ @Override
+ public void put(UK userKey, UV userValue) throws IOException {
+ if (userValue == null) {
+ remove(userKey);
+ }
+
+ try {
+ byte[] rawKeyBytes =
serializeUserKeyWithCurrentKeyAndNamespace(userKey);
+ byte[] rawValueBytes = serializeUserValue(userValue);
+
+ backend.db.put(columnFamily, writeOptions, rawKeyBytes,
rawValueBytes);
+ } catch (RocksDBException e) {
+ throw new RuntimeException("Error while putting data
into RocksDB", e);
+ }
+ }
+
+ @Override
+ public void remove(UK userKey) throws IOException {
+ try {
+ byte[] rawKeyBytes =
serializeUserKeyWithCurrentKeyAndNamespace(userKey);
+
+ backend.db.remove(columnFamily, writeOptions,
rawKeyBytes);
+ } catch (RocksDBException e) {
+ throw new RuntimeException("Error while removing data
from RocksDB.", e);
+ }
+ }
+
+ @Override
+ public boolean contains(UK userKey) throws IOException {
+ try {
+ byte[] rawKeyBytes =
serializeUserKeyWithCurrentKeyAndNamespace(userKey);
+ byte[] rawValueBytes = backend.db.get(columnFamily,
rawKeyBytes);
+
+ return (rawValueBytes != null);
+ } catch (RocksDBException e) {
+ throw new RuntimeException("Error while getting data
from RocksDB", e);
+ }
+ }
+
+ @Override
+ public int size() throws IOException {
+ Iterator<Map.Entry<UK, UV>> iterator = iterator();
+
+ int count = 0;
+ while (iterator.hasNext()) {
+ count++;
+ iterator.next();
+ }
+
+ return count;
+ }
+
+ @Override
+ public Iterable<UK> keys() {
+ return new Iterable<UK>() {
+ @Override
+ public Iterator<UK> iterator() {
+ return new RocksDBMapIterator<UK>(backend.db,
serializeCurrentKey()) {
+ @Override
+ public UK next() {
+ RocksDBMapEntry entry =
nextEntry();
+ return (entry == null ? null :
entry.getKey());
+ }
+ };
+ }
+ };
+ }
+
+ @Override
+ public Iterable<UV> values() {
+ return new Iterable<UV>() {
+ @Override
+ public Iterator<UV> iterator() {
+ return new RocksDBMapIterator<UV>(backend.db,
serializeCurrentKey()) {
+ @Override
+ public UV next() {
+ RocksDBMapEntry entry =
nextEntry();
+ return (entry == null ? null :
entry.getValue());
+ }
+ };
+ }
+ };
+ }
+
+ @Override
+ public Iterator<Map.Entry<UK, UV>> iterator() {
+ return new RocksDBMapIterator<Map.Entry<UK, UV>>(backend.db,
serializeCurrentKey()) {
+ @Override
+ public Map.Entry<UK, UV> next() {
+ return nextEntry();
+ }
+ };
+ }
+
+ @Override
+ public Iterable<Map.Entry<UK, UV>> get() throws Exception {
+ final Iterator<Map.Entry<UK, UV>> iterator = iterator();
+
+ // Return null to make the behavior consistent with other
states.
+ if (!iterator.hasNext()) {
+ return null;
+ } else {
+ return new Iterable<Map.Entry<UK, UV>>() {
+ @Override
+ public Iterator<Map.Entry<UK, UV>> iterator() {
+ return iterator;
+ }
+ };
+ }
+ }
+
+ @Override
+ public void add(Map<UK, UV> map) throws Exception {
+ if (map == null) {
+ return;
+ }
+
+ for (Map.Entry<UK, UV> entry : map.entrySet()) {
+ put(entry.getKey(), entry.getValue());
+ }
+ }
+
+ @Override
+ public void clear() {
+ Iterator<Map.Entry<UK, UV>> iterator = iterator();
+
+ while (iterator.hasNext()) {
+ iterator.next();
+ iterator.remove();
+ }
+ }
+
+ @Override
+ @SuppressWarnings("unchecked")
+ public byte[] getSerializedValue(byte[] serializedKeyAndNamespace)
throws Exception {
+ Preconditions.checkNotNull(serializedKeyAndNamespace,
"Serialized key and namespace");
+
+ //TODO make KvStateRequestSerializer key-group aware to save
this round trip and key-group computation
+ Tuple2<K, N> des =
KvStateRequestSerializer.deserializeKeyAndNamespace(
+ serializedKeyAndNamespace,
+ backend.getKeySerializer(),
+ namespaceSerializer);
+
+ int keyGroup = KeyGroupRangeAssignment.assignToKeyGroup(des.f0,
backend.getNumberOfKeyGroups());
+
+ ByteArrayOutputStreamWithPos outputStream = new
ByteArrayOutputStreamWithPos(128);
+ DataOutputViewStreamWrapper outputView = new
DataOutputViewStreamWrapper(outputStream);
+
+ writeKeyWithGroupAndNamespace(keyGroup, des.f0, des.f1,
outputStream, outputView);
+ byte[] keyPrefixBytes = outputStream.toByteArray();
+
+ Iterator<Map.Entry<UK, UV>> iterator = new
RocksDBMapIterator<Map.Entry<UK, UV>>(backend.db, keyPrefixBytes) {
+ @Override
+ public Map.Entry<UK, UV> next() {
+ return nextEntry();
+ }
+ };
+
+ // Return null to make the behavior consistent
+ if (!iterator.hasNext()) {
+ return null;
+ }
+
+ outputStream.reset();
+
+ while (iterator.hasNext()) {
+ Map.Entry<UK, UV> entry = iterator.next();
+
+ userKeySerializer.serialize(entry.getKey(), outputView);
+ userValueSerializer.serialize(entry.getValue(),
outputView);
+ }
+
+ return outputStream.toByteArray();
+ }
+
+ //
------------------------------------------------------------------------
+ // Serialization Methods
+ //
------------------------------------------------------------------------
+
+ private byte[] serializeCurrentKey() {
+ try {
+ writeCurrentKeyWithGroupAndNamespace();
+
+ return keySerializationStream.toByteArray();
+ } catch (IOException e) {
+ throw new RuntimeException("Error while serializing the
current key.");
+ }
+ }
+
+ private byte[] serializeUserKeyWithCurrentKeyAndNamespace(UK userKey) {
+ try {
+ writeCurrentKeyWithGroupAndNamespace();
+ userKeySerializer.serialize(userKey,
keySerializationDataOutputView);
+
+ return keySerializationStream.toByteArray();
+ } catch (IOException e) {
+ throw new RuntimeException("Error while serializing the
user key.", e);
+ }
+ }
+
+ private byte[] serializeUserKey(int keyGroup, K key, N namespace, UK
userKey) {
+ try {
+ writeKeyWithGroupAndNamespace(keyGroup, key, namespace,
keySerializationStream, keySerializationDataOutputView);
+ userKeySerializer.serialize(userKey,
keySerializationDataOutputView);
+
+ return keySerializationStream.toByteArray();
+ } catch (IOException e) {
+ throw new RuntimeException("Error while serializing the
user key.", e);
+ }
+ }
+
+ private byte[] serializeUserValue(UV userValue) {
+ try {
+ keySerializationStream.reset();
+ userValueSerializer.serialize(userValue,
keySerializationDataOutputView);
+
+ return keySerializationStream.toByteArray();
+ } catch (IOException e) {
+ throw new RuntimeException("Error while serializing the
user value.", e);
+ }
+ }
+
+ private Tuple4<Integer, K, N, UK> deserializeUserKey(byte[]
rawKeyBytes) {
+ try {
+ ByteArrayInputStreamWithPos bais = new
ByteArrayInputStreamWithPos(rawKeyBytes);
+ DataInputViewStreamWrapper in = new
DataInputViewStreamWrapper(bais);
+
+ Tuple3<Integer, K, N> keyAndNamespace =
readKeyWithGroupAndNamespace(bais, in);
+ UK userKey = userKeySerializer.deserialize(in);
+
+ return new Tuple4<>(keyAndNamespace.f0,
keyAndNamespace.f1, keyAndNamespace.f2, userKey);
+ } catch (IOException e) {
+ throw new RuntimeException("Error while deserializing
the user key.", e);
+ }
+ }
+
+ private UV deserializeUserValue(byte[] rawValueBytes) {
+ try {
+ ByteArrayInputStreamWithPos bais = new
ByteArrayInputStreamWithPos(rawValueBytes);
+ DataInputViewStreamWrapper in = new
DataInputViewStreamWrapper(bais);
+
+ return userValueSerializer.deserialize(in);
+ } catch (IOException e) {
+ throw new RuntimeException("Error while deserializing
the user value.", e);
+ }
+ }
+
+ //
------------------------------------------------------------------------
+ // Internal Classes
+ //
------------------------------------------------------------------------
+
+ /** A map entry in RocksDBMapState */
+ private class RocksDBMapEntry implements Map.Entry<UK, UV> {
+ private final RocksDB db;
+
+ /** The raw bytes of the key stored in RocksDB. Each user key
is stored in RocksDB
+ * with the format #KeyGroup#Key#Namespace#UserKey. */
+ private final byte[] rawKeyBytes;
+
+ /** The raw bytes of the value stored in RocksDB */
+ private final byte[] rawValueBytes;
+
+ /** True if the entry has been deleted. */
+ private boolean deleted;
+
+ /** The user key and value. The deserialization is performed
lazily, i.e. the key
+ * and the value is deserialized only when they are accessed. */
+ private UK userKey = null;
+ private UV userValue = null;
+
+ RocksDBMapEntry(final RocksDB db, final byte[] rawKeyBytes,
final byte[] rawValueBytes) {
+ this.db = db;
+
+ this.rawKeyBytes = rawKeyBytes;
+ this.rawValueBytes = rawValueBytes;
+ this.deleted = false;
+ }
+
+ @Override
+ public UK getKey() {
+ if (userKey == null) {
+ userKey = deserializeUserKey(rawKeyBytes).f3;
+ }
+
+ return userKey;
+ }
+
+ @Override
+ public UV getValue() {
+ if (deleted) {
+ return null;
+ } else {
+ if (userValue == null) {
+ userValue =
deserializeUserValue(rawValueBytes);
--- End diff --
Good point. I will update it as suggested.
> Add MapState for keyed streams
> ------------------------------
>
> Key: FLINK-4856
> URL: https://issues.apache.org/jira/browse/FLINK-4856
> Project: Flink
> Issue Type: New Feature
> Components: DataStream API, State Backends, Checkpointing
> Reporter: Xiaogang Shi
> Assignee: Xiaogang Shi
>
> Many states in keyed streams are organized as key-value pairs. Currently,
> these states are implemented by storing the entire map into a ValueState or a
> ListState. The implementation however is very costly because all entries have
> to be serialized/deserialized when updating a single entry. To improve the
> efficiency of these states, MapStates are urgently needed.
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