Class KafkaStreams
- All Implemented Interfaces:
AutoCloseable
The computational logic can be specified either by using the Topology to define a DAG topology of
Processors or by using the StreamsBuilder which provides the high-level DSL to define
transformations.
One KafkaStreams instance can contain one or more threads specified in the configs for the processing work.
A KafkaStreams instance can co-ordinate with any other instances with the same
application ID (whether in the same process, on other processes on this
machine, or on remote machines) as a single (possibly distributed) stream processing application.
These instances will divide up the work based on the assignment of the input topic partitions so that all partitions
are being consumed.
If instances are added or fail, all (remaining) instances will rebalance the partition assignment among themselves
to balance processing load and ensure that all input topic partitions are processed.
Internally a KafkaStreams instance contains a normal KafkaProducer and KafkaConsumer instance
that is used for reading input and writing output.
A simple example might look like this:
Properties props = new Properties();
props.put(StreamsConfig.APPLICATION_ID_CONFIG, "my-stream-processing-application");
props.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "localhost:9092");
props.put(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass());
props.put(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.String().getClass());
StreamsBuilder builder = new StreamsBuilder();
builder.<String, String>stream("my-input-topic").mapValues(value -> String.valueOf(value.length())).to("my-output-topic");
KafkaStreams streams = new KafkaStreams(builder.build(), props);
streams.start();
- See Also:
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Nested Class Summary
Nested ClassesModifier and TypeClassDescriptionstatic classClass that handles options passed in case ofKafkaStreamsinstance scale downstatic enumKafka Streams states are the possible state that a Kafka Streams instance can be in.static interfaceListen toKafkaStreams.Statechange events. -
Constructor Summary
ConstructorsConstructorDescriptionKafkaStreams(Topology topology, Properties props) Create aKafkaStreamsinstance.KafkaStreams(Topology topology, Properties props, org.apache.kafka.common.utils.Time time) Create aKafkaStreamsinstance.KafkaStreams(Topology topology, Properties props, KafkaClientSupplier clientSupplier) Create aKafkaStreamsinstance.KafkaStreams(Topology topology, Properties props, KafkaClientSupplier clientSupplier, org.apache.kafka.common.utils.Time time) Create aKafkaStreamsinstance.KafkaStreams(Topology topology, StreamsConfig applicationConfigs) Create aKafkaStreamsinstance.KafkaStreams(Topology topology, StreamsConfig applicationConfigs, org.apache.kafka.common.utils.Time time) Create aKafkaStreamsinstance.KafkaStreams(Topology topology, StreamsConfig applicationConfigs, KafkaClientSupplier clientSupplier) Create aKafkaStreamsinstance. -
Method Summary
Modifier and TypeMethodDescriptionAdds and starts a stream thread in addition to the stream threads that are already running in this Kafka Streams client.ReturnsLagInfo, for all store partitions (active or standby) local to this Streams instance.Deprecated.allMetadataForStore(String storeName) Deprecated.since 3.0.0 usestreamsMetadataForStore(java.lang.String)insteadvoidcleanUp()Do a clean up of the localStateStoredirectory (StreamsConfig.STATE_DIR_CONFIG) by deleting all data with regard to theapplication ID.clientInstanceIds(Duration timeout) Returns the internal clients' assignedclient instance ids.voidclose()Shutdown thisKafkaStreamsinstance by signaling all the threads to stop, and then wait for them to join.booleanShutdown thisKafkaStreamsby signaling all the threads to stop, and then wait up to the timeout for the threads to join.booleanclose(KafkaStreams.CloseOptions options) Shutdown thisKafkaStreamsby signaling all the threads to stop, and then wait up to the timeout for the threads to join.booleanisPaused()Deprecated.since 3.0 usemetadataForLocalThreads()Find all currently runningKafkaStreamsinstances (potentially remotely) that use the sameapplication IDas this instance (i.e., all instances that belong to the same Kafka Streams application) and returnStreamsMetadatafor each discovered instance.Returns runtime information about the local threads of thisKafkaStreamsinstance.Map<MetricName,? extends Metric> metrics()Get read-only handle on global metrics registry, including streams client's own metrics plus its embedded producer, consumer and admin clients' metrics.voidpause()This method pauses processing for the KafkaStreams instance.<R> StateQueryResult<R>query(StateQueryRequest<R> request) Run an interactive query against a state store.<K> KeyQueryMetadataqueryMetadataForKey(String storeName, K key, Serializer<K> keySerializer) Finds the metadata containing the active hosts and standby hosts where the key being queried would reside.<K> KeyQueryMetadataqueryMetadataForKey(String storeName, K key, StreamPartitioner<? super K, ?> partitioner) Finds the metadata containing the active hosts and standby hosts where the key being queried would reside.Removes one stream thread out of the running stream threads from this Kafka Streams client.removeStreamThread(Duration timeout) Removes one stream thread out of the running stream threads from this Kafka Streams client.voidresume()This method resumes processing for the KafkaStreams instance.voidsetGlobalStateRestoreListener(StateRestoreListener globalStateRestoreListener) Set the listener which is triggered whenever aStateStoreis being restored in order to resume processing.voidsetStandbyUpdateListener(StandbyUpdateListener standbyListener) Set the listener which is triggered whenever a standby task is updatedvoidsetStateListener(KafkaStreams.StateListener listener) An app can set a singleKafkaStreams.StateListenerso that the app is notified when state changes.voidsetUncaughtExceptionHandler(Thread.UncaughtExceptionHandler uncaughtExceptionHandler) Deprecated.Since 2.8.0.voidsetUncaughtExceptionHandler(StreamsUncaughtExceptionHandler userStreamsUncaughtExceptionHandler) Set the handler invoked when an internalstream threadthrows an unexpected exception.voidstart()Start theKafkaStreamsinstance by starting all its threads.state()Return the currentKafkaStreams.Stateof thisKafkaStreamsinstance.<T> Tstore(StoreQueryParameters<T> storeQueryParameters) Get a facade wrapping the localStateStoreinstances with the providedStoreQueryParameters.streamsMetadataForStore(String storeName) Find all currently runningKafkaStreamsinstances (potentially remotely) that use the sameapplication IDas this instance (i.e., all instances that belong to the same Kafka Streams application) and that contain aStateStorewith the givenstoreNameand returnStreamsMetadatafor each discovered instance.
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Constructor Details
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KafkaStreams
Create aKafkaStreamsinstance.Note: even if you never call
start()on aKafkaStreamsinstance, you still mustclose()it to avoid resource leaks.- Parameters:
topology- the topology specifying the computational logicprops- properties forStreamsConfig- Throws:
StreamsException- if any fatal error occurs
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KafkaStreams
Create aKafkaStreamsinstance.Note: even if you never call
start()on aKafkaStreamsinstance, you still mustclose()it to avoid resource leaks.- Parameters:
topology- the topology specifying the computational logicprops- properties forStreamsConfigclientSupplier- the Kafka clients supplier which provides underlying producer and consumer clients for the newKafkaStreamsinstance- Throws:
StreamsException- if any fatal error occurs
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KafkaStreams
Create aKafkaStreamsinstance.Note: even if you never call
start()on aKafkaStreamsinstance, you still mustclose()it to avoid resource leaks.- Parameters:
topology- the topology specifying the computational logicprops- properties forStreamsConfigtime-Timeimplementation; cannot be null- Throws:
StreamsException- if any fatal error occurs
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KafkaStreams
public KafkaStreams(Topology topology, Properties props, KafkaClientSupplier clientSupplier, org.apache.kafka.common.utils.Time time) Create aKafkaStreamsinstance.Note: even if you never call
start()on aKafkaStreamsinstance, you still mustclose()it to avoid resource leaks.- Parameters:
topology- the topology specifying the computational logicprops- properties forStreamsConfigclientSupplier- the Kafka clients supplier which provides underlying producer and consumer clients for the newKafkaStreamsinstancetime-Timeimplementation; cannot be null- Throws:
StreamsException- if any fatal error occurs
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KafkaStreams
Create aKafkaStreamsinstance.Note: even if you never call
start()on aKafkaStreamsinstance, you still mustclose()it to avoid resource leaks.- Parameters:
topology- the topology specifying the computational logicapplicationConfigs- configs for Kafka Streams- Throws:
StreamsException- if any fatal error occurs
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KafkaStreams
public KafkaStreams(Topology topology, StreamsConfig applicationConfigs, KafkaClientSupplier clientSupplier) Create aKafkaStreamsinstance.Note: even if you never call
start()on aKafkaStreamsinstance, you still mustclose()it to avoid resource leaks.- Parameters:
topology- the topology specifying the computational logicapplicationConfigs- configs for Kafka StreamsclientSupplier- the Kafka clients supplier which provides underlying producer and consumer clients for the newKafkaStreamsinstance- Throws:
StreamsException- if any fatal error occurs
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KafkaStreams
public KafkaStreams(Topology topology, StreamsConfig applicationConfigs, org.apache.kafka.common.utils.Time time) Create aKafkaStreamsinstance.Note: even if you never call
start()on aKafkaStreamsinstance, you still mustclose()it to avoid resource leaks.- Parameters:
topology- the topology specifying the computational logicapplicationConfigs- configs for Kafka Streamstime-Timeimplementation; cannot be null- Throws:
StreamsException- if any fatal error occurs
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Method Details
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state
Return the currentKafkaStreams.Stateof thisKafkaStreamsinstance.- Returns:
- the current state of this Kafka Streams instance
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setStateListener
An app can set a singleKafkaStreams.StateListenerso that the app is notified when state changes.- Parameters:
listener- a new state listener- Throws:
IllegalStateException- if thisKafkaStreamsinstance has already been started.
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setUncaughtExceptionHandler
@Deprecated public void setUncaughtExceptionHandler(Thread.UncaughtExceptionHandler uncaughtExceptionHandler) Deprecated.Since 2.8.0. UsesetUncaughtExceptionHandler(StreamsUncaughtExceptionHandler)instead.Set the handler invoked when an internalstream threadabruptly terminates due to an uncaught exception.- Parameters:
uncaughtExceptionHandler- the uncaught exception handler for all internal threads;nulldeletes the current handler- Throws:
IllegalStateException- if thisKafkaStreamsinstance has already been started.
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setUncaughtExceptionHandler
public void setUncaughtExceptionHandler(StreamsUncaughtExceptionHandler userStreamsUncaughtExceptionHandler) Set the handler invoked when an internalstream threadthrows an unexpected exception. These might be exceptions indicating rare bugs in Kafka Streams, or they might be exceptions thrown by your code, for example a NullPointerException thrown from your processor logic. The handler will execute on the thread that produced the exception. In order to get the thread that threw the exception, useThread.currentThread().Note, this handler must be threadsafe, since it will be shared among all threads, and invoked from any thread that encounters such an exception.
- Parameters:
userStreamsUncaughtExceptionHandler- the uncaught exception handler of typeStreamsUncaughtExceptionHandlerfor all internal threads- Throws:
IllegalStateException- if thisKafkaStreamsinstance has already been started.NullPointerException- if userStreamsUncaughtExceptionHandler is null.
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setGlobalStateRestoreListener
Set the listener which is triggered whenever aStateStoreis being restored in order to resume processing.- Parameters:
globalStateRestoreListener- The listener triggered whenStateStoreis being restored.- Throws:
IllegalStateException- if thisKafkaStreamsinstance has already been started.
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setStandbyUpdateListener
Set the listener which is triggered whenever a standby task is updated- Parameters:
standbyListener- The listener triggered when a standby task is updated.- Throws:
IllegalStateException- if thisKafkaStreamsinstance has already been started.
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metrics
Get read-only handle on global metrics registry, including streams client's own metrics plus its embedded producer, consumer and admin clients' metrics.- Returns:
- Map of all metrics.
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addStreamThread
Adds and starts a stream thread in addition to the stream threads that are already running in this Kafka Streams client.Since the number of stream threads increases, the sizes of the caches in the new stream thread and the existing stream threads are adapted so that the sum of the cache sizes over all stream threads does not exceed the total cache size specified in configuration
StreamsConfig.STATESTORE_CACHE_MAX_BYTES_CONFIG.Stream threads can only be added if this Kafka Streams client is in state RUNNING or REBALANCING.
- Returns:
- name of the added stream thread or empty if a new stream thread could not be added
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removeStreamThread
Removes one stream thread out of the running stream threads from this Kafka Streams client.The removed stream thread is gracefully shut down. This method does not specify which stream thread is shut down.
Since the number of stream threads decreases, the sizes of the caches in the remaining stream threads are adapted so that the sum of the cache sizes over all stream threads equals the total cache size specified in configuration
StreamsConfig.STATESTORE_CACHE_MAX_BYTES_CONFIG.- Returns:
- name of the removed stream thread or empty if a stream thread could not be removed because no stream threads are alive
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removeStreamThread
Removes one stream thread out of the running stream threads from this Kafka Streams client.The removed stream thread is gracefully shut down. This method does not specify which stream thread is shut down.
Since the number of stream threads decreases, the sizes of the caches in the remaining stream threads are adapted so that the sum of the cache sizes over all stream threads equals the total cache size specified in configuration
StreamsConfig.STATESTORE_CACHE_MAX_BYTES_CONFIG.- Parameters:
timeout- The length of time to wait for the thread to shut down- Returns:
- name of the removed stream thread or empty if a stream thread could not be removed because no stream threads are alive
- Throws:
TimeoutException- if the thread does not stop in time
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start
Start theKafkaStreamsinstance by starting all its threads. This function is expected to be called only once during the life cycle of the client.Because threads are started in the background, this method does not block. However, if you have global stores in your topology, this method blocks until all global stores are restored. As a consequence, any fatal exception that happens during processing is by default only logged. If you want to be notified about dying threads, you can
register an uncaught exception handlerbefore starting theKafkaStreamsinstance.Note, for brokers with version
0.9.xor lower, the broker version cannot be checked. There will be no error and the client will hang and retry to verify the broker version until ittimes out.- Throws:
IllegalStateException- if process was already startedStreamsException- if the Kafka brokers have version 0.10.0.x or ifexactly-onceis enabled for pre 0.11.0.x brokers
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close
public void close()Shutdown thisKafkaStreamsinstance by signaling all the threads to stop, and then wait for them to join. This will block until all threads have stopped.- Specified by:
closein interfaceAutoCloseable
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close
Shutdown thisKafkaStreamsby signaling all the threads to stop, and then wait up to the timeout for the threads to join. Atimeoutof Duration.ZERO (or any other zero duration) makes the close operation asynchronous. Negative-duration timeouts are rejected.- Parameters:
timeout- how long to wait for the threads to shutdown- Returns:
trueif all threads were successfully stopped—falseif the timeout was reached before all threads stopped Note that this method must not be called in theKafkaStreams.StateListener.onChange(KafkaStreams.State, KafkaStreams.State)callback ofKafkaStreams.StateListener.- Throws:
IllegalArgumentException- iftimeoutcan't be represented aslong milliseconds
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close
Shutdown thisKafkaStreamsby signaling all the threads to stop, and then wait up to the timeout for the threads to join.- Parameters:
options- contains timeout to specify how long to wait for the threads to shutdown, and a flag leaveGroup to trigger consumer leave call- Returns:
trueif all threads were successfully stopped—falseif the timeout was reached before all threads stopped Note that this method must not be called in theKafkaStreams.StateListener.onChange(KafkaStreams.State, KafkaStreams.State)callback ofKafkaStreams.StateListener.- Throws:
IllegalArgumentException- iftimeoutcan't be represented aslong milliseconds
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cleanUp
public void cleanUp()Do a clean up of the localStateStoredirectory (StreamsConfig.STATE_DIR_CONFIG) by deleting all data with regard to theapplication ID.May only be called either before this
KafkaStreamsinstance isstartedor after the instance isclosed.Calling this method triggers a restore of local
StateStores on the nextapplication start.- Throws:
IllegalStateException- if thisKafkaStreamsinstance has been started and hasn't fully shut downStreamsException- if cleanup failed
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allMetadata
Deprecated.since 3.0.0 usemetadataForAllStreamsClients()Find all currently runningKafkaStreamsinstances (potentially remotely) that use the sameapplication IDas this instance (i.e., all instances that belong to the same Kafka Streams application) and returnStreamsMetadatafor each discovered instance.Note: this is a point in time view and it may change due to partition reassignment.
- Returns:
StreamsMetadatafor eachKafkaStreamsinstances of this application
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metadataForAllStreamsClients
Find all currently runningKafkaStreamsinstances (potentially remotely) that use the sameapplication IDas this instance (i.e., all instances that belong to the same Kafka Streams application) and returnStreamsMetadatafor each discovered instance.Note: this is a point in time view and it may change due to partition reassignment.
- Returns:
StreamsMetadatafor eachKafkaStreamsinstances of this application
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allMetadataForStore
Deprecated.since 3.0.0 usestreamsMetadataForStore(java.lang.String)insteadFind all currently runningKafkaStreamsinstances (potentially remotely) that- use the same
application IDas this instance (i.e., all instances that belong to the same Kafka Streams application) - and that contain a
StateStorewith the givenstoreName
StreamsMetadatafor each discovered instance.Note: this is a point in time view and it may change due to partition reassignment.
- Parameters:
storeName- thestoreNameto find metadata for- Returns:
StreamsMetadatafor eachKafkaStreamsinstances with the providestoreNameof this application
- use the same
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streamsMetadataForStore
Find all currently runningKafkaStreamsinstances (potentially remotely) that- use the same
application IDas this instance (i.e., all instances that belong to the same Kafka Streams application) - and that contain a
StateStorewith the givenstoreName
StreamsMetadatafor each discovered instance.Note: this is a point in time view and it may change due to partition reassignment.
- Parameters:
storeName- thestoreNameto find metadata for- Returns:
StreamsMetadatafor eachKafkaStreamsinstances with the providestoreNameof this application
- use the same
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queryMetadataForKey
public <K> KeyQueryMetadata queryMetadataForKey(String storeName, K key, Serializer<K> keySerializer) Finds the metadata containing the active hosts and standby hosts where the key being queried would reside.- Type Parameters:
K- key type ReturnsKeyQueryMetadatacontaining all metadata about hosting the given key for the given store, ornullif no matching metadata could be found.- Parameters:
storeName- thestoreNameto find metadata forkey- the key to find metadata forkeySerializer- serializer for the key
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queryMetadataForKey
public <K> KeyQueryMetadata queryMetadataForKey(String storeName, K key, StreamPartitioner<? super K, ?> partitioner) Finds the metadata containing the active hosts and standby hosts where the key being queried would reside.- Type Parameters:
K- key type ReturnsKeyQueryMetadatacontaining all metadata about hosting the given key for the given store, using the the supplied partitioner, ornullif no matching metadata could be found.- Parameters:
storeName- thestoreNameto find metadata forkey- the key to find metadata forpartitioner- the partitioner to be use to locate the host for the key
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store
Get a facade wrapping the localStateStoreinstances with the providedStoreQueryParameters. The returned object can be used to query theStateStoreinstances.- Parameters:
storeQueryParameters- the parameters used to fetch a queryable store- Returns:
- A facade wrapping the local
StateStoreinstances - Throws:
StreamsNotStartedException- If Streams has not yet been started. Just callstart()and then retry this call.UnknownStateStoreException- If the specified store name does not exist in the topology.InvalidStateStorePartitionException- If the specified partition does not exist.InvalidStateStoreException- If the Streams instance isn't in a queryable state. If the store's type does not match the QueryableStoreType, the Streams instance is not in a queryable state with respect to the parameters, or if the store is not available locally, then an InvalidStateStoreException is thrown upon store access.
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pause
public void pause()This method pauses processing for the KafkaStreams instance.Paused topologies will only skip over a) processing, b) punctuation, and c) standby tasks. Notably, paused topologies will still poll Kafka consumers, and commit offsets. This method sets transient state that is not maintained or managed among instances. Note that pause() can be called before start() in order to start a KafkaStreams instance in a manner where the processing is paused as described, but the consumers are started up.
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isPaused
public boolean isPaused()- Returns:
- true when the KafkaStreams instance has its processing paused.
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resume
public void resume()This method resumes processing for the KafkaStreams instance. -
clientInstanceIds
Returns the internal clients' assignedclient instance ids.- Returns:
- The internal clients' assigned instance ids used for metrics collection.
- Throws:
IllegalArgumentException- Iftimeoutis negative.IllegalStateException- IfKafkaStreamsis not running.TimeoutException- Indicates that a request timed out.StreamsException- For any other error that might occur.
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localThreadsMetadata
Deprecated.since 3.0 usemetadataForLocalThreads()Returns runtime information about the local threads of thisKafkaStreamsinstance.- Returns:
- the set of
ThreadMetadata.
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metadataForLocalThreads
Returns runtime information about the local threads of thisKafkaStreamsinstance.- Returns:
- the set of
ThreadMetadata.
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allLocalStorePartitionLags
ReturnsLagInfo, for all store partitions (active or standby) local to this Streams instance. Note that the values returned are just estimates and meant to be used for making soft decisions on whether the data in the store partition is fresh enough for querying.Note: Each invocation of this method issues a call to the Kafka brokers. Thus, it's advisable to limit the frequency of invocation to once every few seconds.
- Returns:
- map of store names to another map of partition to
LagInfos - Throws:
StreamsException- if the admin client request throws exception
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query
Run an interactive query against a state store.This method allows callers outside of the Streams runtime to access the internal state of stateful processors. See IQ docs for more information.
NOTICE: This functionality is
InterfaceStability.Evolvingand subject to change in minor versions. Once it is stabilized, this notice and the evolving annotation will be removed.- Type Parameters:
R- The result type specified by the query.- Throws:
StreamsNotStartedException- If Streams has not yet been started. Just callstart()and then retry this call.StreamsStoppedException- If Streams is in a terminal state like PENDING_SHUTDOWN, NOT_RUNNING, PENDING_ERROR, or ERROR. The caller should discover a new instance to query.UnknownStateStoreException- If the specified store name does not exist in the topology.
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metadataForAllStreamsClients()