java实现继承AbstractStateBackend类,实现CheckpointStorage和StateBackend接口中的方法,并在createKeyedStateBackend方法中返回一个自定义的KeyedStateBackend实现类,例如RedisKeyedStateBackend。在这个RedisKeyedStateBackend类中,你需要实现将状态存储到Redis中的逻辑,例如使用Jedis连接池连接Redis,并将状态序列化为JSON字符串存储到Redis中。
时间: 2024-03-05 18:48:04 浏览: 89
好的,你的问题是如何在Java中实现继承AbstractStateBackend类,实现CheckpointStorage和StateBackend接口中的方法,并在createKeyedStateBackend方法中返回一个自定义的KeyedStateBackend实现类,例如RedisKeyedStateBackend。
首先,你需要创建一个类,继承AbstractStateBackend,并实现CheckpointStorage和StateBackend接口中的方法。这些方法包括savepoint()、loadCheckpointMetadata()、dispose()、createKeyedStateBackend()等。在实现createKeyedStateBackend()方法时,你要返回一个自定义的KeyedStateBackend实现类,例如RedisKeyedStateBackend。
在RedisKeyedStateBackend类中,你需要实现将状态存储到Redis中的逻辑。你可以使用Jedis连接池连接Redis,并将状态序列化为JSON字符串存储到Redis中。可以使用以下代码实现:
```java
public class RedisKeyedStateBackend<K> extends AbstractKeyedStateBackend<K> {
private JedisPool pool;
public RedisKeyedStateBackend(Environment env, TypeSerializer<K> keySerializer, int numberOfKeyGroups) throws Exception {
super(env, keySerializer, numberOfKeyGroups);
pool = new JedisPool(new JedisPoolConfig(), "localhost");
}
@Override
public <N, S extends State, T> S createState(StateDescriptor<S, T> stateDescriptor) throws Exception {
return null;
}
@Override
public void dispose() throws Exception {
pool.close();
}
@Override
public CheckpointStorage createCheckpointStorage(JobID jobId) throws IOException {
return null;
}
@Override
public <N> Stream<K> getKeys(String state, N namespace) {
return null;
}
@Override
public <N, S extends State> S getState(StateDescriptor<S, ?> stateDescriptor) throws Exception {
return null;
}
@Override
public <N, S extends State> void releaseState(S state, Runnable postReleaseAction) throws Exception {
}
@Override
public void restore(Collection<MasterState> masterStates) throws Exception {
}
@Override
public void restore(Collection<StateObjectCollection<OperatorStateHandle>> keyedState, Collection<StateObjectCollection<OperatorStateHandle>> operatorState) throws Exception {
}
@Override
public void snapshot(long checkpointId, long timestamp, CheckpointStreamFactory streamFactory, CheckpointOptions options) throws Exception {
}
@Override
protected StateTable newStateTable(TypeSerializer<K> keySerializer, RegisteredKeyedBackendStateMetaInfo.Snapshot<?> metaInfo) {
return null;
}
@Override
public StateBackend getRawStateBackend() {
return null;
}
@Override
public InternalKvState<K, ?, ?> createInternalState(TypeSerializer<K> keySerializer, StateDescriptor<?, ?> stateDesc) throws Exception {
return null;
}
@Override
protected <N> StateTable<K, N, ? extends State> createStateTable(StateDescriptor<? extends State, ?> stateDesc) throws Exception {
return null;
}
private Jedis getJedis() {
return pool.getResource();
}
private void releaseJedis(Jedis jedis) {
jedis.close();
}
private String getKeyByGroupAndKey(int groupIndex, Object key) {
return groupIndex + "_" + key.toString();
}
private byte[] serializeState(Object state) throws IOException {
ObjectMapper mapper = new ObjectMapper();
return mapper.writeValueAsString(state).getBytes();
}
private Object deserializeState(byte[] bytes, Class<?> clazz) throws IOException {
ObjectMapper mapper = new ObjectMapper();
return mapper.readValue(bytes, clazz);
}
static class RedisState implements Serializable {
public String value;
public RedisState(String value) {
this.value = value;
}
}
class RedisKvState<N> implements InternalKvState<K, N, RedisState> {
private final String stateName;
private final TypeSerializer<N> namespaceSerializer;
private final byte[] statePrefix;
private final byte[] statePrefixGroup;
public RedisKvState(
String stateName,
TypeSerializer<K> keySerializer,
TypeSerializer<N> namespaceSerializer,
int groupIndex) {
this.stateName = stateName;
this.namespaceSerializer = namespaceSerializer;
String stateGroupPrefix = "state_" + stateName + "_" + groupIndex + "_";
String statePrefix = stateGroupPrefix + "K_";
this.statePrefix = statePrefix.getBytes();
this.statePrefixGroup = stateGroupPrefix.getBytes();
}
@Override
public void setCurrentNamespace(N namespace) {
}
@Override
public byte[] getSerializedValue(K key, N namespace) throws Exception {
String redisKey = getKeyByGroupAndKey(getGroupIndexForKey(key), key);
try (Jedis jedis = getJedis()) {
byte[] bytes = jedis.get(redisKey.getBytes());
if (bytes != null) {
return bytes;
}
}
return null;
}
@Override
public void clear(K key, N namespace) throws Exception {
String redisKey = getKeyByGroupAndKey(getGroupIndexForKey(key), key);
try (Jedis jedis = getJedis()) {
jedis.del(redisKey.getBytes());
}
}
@Override
public void setCurrentKey(K key) {
}
@Override
public void remove(K key, N namespace) throws Exception {
String redisKey = getKeyByGroupAndKey(getGroupIndexForKey(key), key);
try (Jedis jedis = getJedis()) {
jedis.del(redisKey.getBytes());
}
}
@Override
public void remove(K key, N namespace, long timestamp) throws Exception {
remove(key, namespace);
}
@Override
public void mergeNamespaces(N target, Collection<N> sources) throws Exception {
}
@Override
public boolean contains(K key, N namespace) throws Exception {
String redisKey = getKeyByGroupAndKey(getGroupIndexForKey(key), key);
try (Jedis jedis = getJedis()) {
return jedis.exists(redisKey.getBytes());
}
}
@Override
public Iterable<Map.Entry<N, RedisState>> getEntries(K key) throws Exception {
List<Map.Entry<N, RedisState>> entries = new ArrayList<>();
try (Jedis jedis = getJedis()) {
Set<byte[]> keys = jedis.keys(statePrefix);
for (byte[] keyBytes : keys) {
String groupAndKey = new String(keyBytes);
String[] groupAndKeyArray = groupAndKey.split("_");
int groupIndex = Integer.parseInt(groupAndKeyArray[2]);
if (getGroupIndexForKey(key) == groupIndex && groupAndKeyArray[3].equals(key.toString())) {
String value = jedis.get(keyBytes).toString();
RedisState state = new RedisState(value);
N namespace = namespaceSerializer.deserialize(jedis.get(groupAndKey.getBytes()));
entries.add(new SimpleEntry<>(namespace, state));
}
}
}
return entries;
}
@Override
public Iterable<K> getKeys(N namespace) throws Exception {
List<K> keys = new ArrayList<>();
try (Jedis jedis = getJedis()) {
Set<byte[]> keysBytes = jedis.keys(statePrefixGroup);
for (byte[] keyBytes : keysBytes) {
byte[] valueBytes = jedis.get(keyBytes);
K key = keySerializer.deserialize(keyBytes);
N ns = namespaceSerializer.deserialize(valueBytes);
if (ns.equals(namespace)) {
keys.add(key);
}
}
}
return keys;
}
@Override
public void put(K key, N namespace, RedisState state) throws Exception {
String redisKey = getKeyByGroupAndKey(getGroupIndexForKey(key), key);
try (Jedis jedis = getJedis()) {
jedis.set(redisKey.getBytes(), serializeState(state));
jedis.set((statePrefixGroup + redisKey).getBytes(), namespaceSerializer.serialize(namespace));
}
}
}
}
```
在这个RedisKeyedStateBackend类中,我们定义了一个RedisKvState类,它实现了InternalKvState接口。在这个类中,我们使用Jedis连接池连接Redis,并将状态序列化为JSON字符串存储到Redis中。在getSerializedValue()方法中,我们根据key从Redis中获取序列化后的状态值。在put()方法中,我们将状态序列化为JSON字符串,并存储到Redis中。在getKeys()方法中,我们从Redis中获取所有的key,并返回它们的集合。
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