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| Table of Contents |
|---|
Status
Current state: Under discussion Complete
Discussion thread: here
JIRA: here
Vote thread: here
Please keep the discussion on the mailing list rather than commenting on the wiki (wiki discussions get unwieldy fast).
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Retry the operation without bothering the application (retriable)
Share with the application that an error has occurred, but the client can recover if the transaction is aborted by the client and under the covers, the epoch is bumped (abortable)
Share with the application that an error has occurred, and there is no way to recover except shut down the client (fatal)
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We have attempted error handing in accepted KIP: KIP-691: Enhance Transactional Producer Exception Handling - Apache Kafka - Apache Software Foundation which we can perhaps leverage some of the work here.
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Proposed Changes
We would new error types which will be extended by existing exceptions mentioned in below table.
| Code Block |
|---|
// Producer-Recoverable
public class AbortableTransactionException extends ApiException {
public AbortableTransactionException(String message) {
super(message);
}
...
}
//Producer-Retriable
public class ProducerRetriableTransactionException extends ApiException {
public ProducerRetriableTransactionException(String message) {
super(message);
}
...
}
//Producer-Retriable
public class ProducerRefreshMetadataRetriableTransactionException extends ApiException {
public ProducerRefreshMetadataRetriableTransactionException(String message) {
super(message);
}
...
}
//Application-Recoverable
public class ApplicationRecoverableTransactionException extends ApiException {
public ApplicationRecoverableTransactionException(String message) {
super(message);
}
...
}
// Invalid-Configuration
public class InvalidConfiguationTransactionException extends ApiException {
public InvalidConfiguationTransactionException(String message) {
super(message);
}
...
}
// Extending exception types example
public class InvalidProducerEpochException extends AbortableTransactionException {
private static final long serialVersionUID = 1L;
public InvalidProducerEpochException(String message) {
super(message);
}
} |
Client side code example
are proposing to group exceptions into four types:
Retriable: mostly maps onto current retriable errors. Some of these errors may indicate that a metadata update at the producer level is required. Because of that we introduce two subclasses to the retriable error
retry only (just send the request again – after some period of backoff)
refresh metadata and retry (request metadata and maybe modify the request before resending)
- Abortable: mostly maps onto abortable errors. The error is bubbled to the application layer, and it can choose to roll back any state from the ongoing transaction and abort the transaction. The producer does not need to restart, as after aborting, it can be confident that the state was as it was before the transaction started. The application can also close the producer and react as it does for application-recoverable cases, but it doesn’t need to.
Application-Recoverable: maps on to some fatal errors. The error is bubbled to the application layer, and it may need to do a bit more to roll back and clean up state. The producer can not simply abort and know the current state of the partitions. Applications can handle this in different ways – Kafka Streams may rebalance a task and/or close the task and restart it. Another application may read from their own checkpoint to continue. In any case, the producer must restart and will be unusable after encountering this error.
Invalid-Configuration: maps to some fatal errors. The error is bubbled up to the application layer. The application can decide what to do. The producer doesn’t need to restart, but the application may chose to close it.
Each error code always represent the same class and rarely rely on client state to determine how to handle. Additionally, while it is good to have a mapping, It is also useful to have a general strategy – ie a typical unknown error (not specified by the client to have a type) should probably be application recoverable.
Note: For Retriable errors, the producer handles retries internally, keeping the failure details hidden from the application. Conversely, other types of exceptions will be surfaced to the application code for handling.
Exception Table
Below table contains list of exceptions with current and New handing. All exceptions are grouped under a header which represent Exception Name:
Yellow → Needs modification
Check → Exception handling match as mentioned in KIP-691
Cross → Exception handling doesn't match as mentioned in KIP-691
Exception/Error Names | Current handling | New Handling | |||
|---|---|---|---|---|---|
Producer API | Transaction API | Producer API | Transaction API | Comments | |
CorruptRecordException NotEnoughReplicasAfterAppendException NotEnoughReplicasException TimeoutException | Retriable if the error is retriable. Otherwise abortable | Retriable if the error is retriable otherwise abortable | Producer Retriable | Producer Retriable | |
ConcurrentTransactionsException | Retriable | Retriable | Producer Retriable (KIP-890 may see this) | Producer Retriable | |
CoordinatorLoadInProgressException | Retriable | Retriable | Producer Retriable | Producer Retriable | |
Exception/Error Names | Current handling | New Handling | |||
|---|---|---|---|---|---|
Producer API | Transaction API | Producer API | Transaction API | Comments | |
UnknownTopicOrPartitionException NotLeaderOrFollowerException | Retriable if the error is retriable. Otherwise abortable | Retriable if the error is retriable otherwise abortable | Refresh + Retriable | Refresh + Retriable | Both UnknownTopicOrPartitionException and NotLeaderOrFollowerException extends InvalidMetadataException Current class hierarchy in code is: InvalidMetadataException < RetriableException < ApiException
InvalidMetadataException < < RetriableException < ApiException |
NotCoordinatorException CoordinatorNotAvailableException | Retriable | Retriable | Refresh + Retriable | Refresh + Retriable | |
TransactionAbortableException
Exception/Error Names | Current handling | New Handling | |||
|---|---|---|---|---|---|
Producer API | Transaction API | Producer API | Transaction API | Comments | |
TransactionAbortableException | Producer Abortable | Producer Abortable | Producer Abortable | Producer Abortable | |
ApplicationRecoverableException
Exception/Error Names | Current handling | New Handling | |||
|---|---|---|---|---|---|
Producer API | Transaction API | Producer API | Transaction API | Comments | |
IllegalStateException | Abortable | Sometimes Fatal depending on whether application or Sender caused issue. See: kafka: KAFKA-14831: Illegal state errors should be fatal in transactional producerCLOSED | Application Recoverable (probably not expected) | Application Recoverable | We will handle all default exceptions as generic unknown errors, which will be application recoverable |
KafkaException | Abortable (default seems to be abortable) | Fatal in most cases, but abortable when there are partition errors | Application Recoverable (not expected) | Application Recoverable (not expected) | |
RuntimeException | Abortable (default seems to be abortable) | Fatal – only thrown as this generic type when correlation ID is wrong. This should be updated as KIP-691 suggests | Application Recoverable (not expected) | Application Recoverable (not expected) | |
InvalidProducerEpochException | Abortable | Fatal | Application Recoverable | Application Recoverable | |
ProducerFencedException | Fatal | Fatal | Application Recoverable | Application Recoverable | |
InvalidPidMappingException | Sometimes retriable (no longer returned) or abortable | Abortable | Application Recoverable | Application Recoverable | |
FencedInstanceIdException CommitFailedException UnknownMemberIdException IllegalGenerationExceiption | N/A | Abortable (TxnOffsetCommit Only) | N/A | Application Recoverable | CommitFailedException extends KafkaException, which is default exception handled as Application Recoverable. This class will not be extended by ApplicationRecoverableException |
CorrelationIdMismatchException | Application Recoverable | Application Recoverable | CorrelationIdMismatchException extends IllegalStateException, which is default exception handled as Application Recoverable. This class will not be extended by ApplicationRecoverableException | ||
InvalidTxnStateException | Abortable | Fatal | Producer Abortable (KIP-890 relies on this – note this is the only one that differs with Produce API) | Application Recoverable | InvalidTxnStateException requires special handling where producer API and Transactional API has different handling |
InvalidConfigurationException
Exception/Error Names | Current handling | Expected Handling | |||
|---|---|---|---|---|---|
Producer API | Transaction API | Producer API | Transaction API | Comments | |
AuthenticationException | Abortable | Fatal | Invalid Configuration | Invalid Configuration (not expected) | |
ClusterAuthorizationException TransactionalIdAuthorizationException UnsupportedVersionException UnsupportedForMessageFormatException | Fatal, except UnsupportedForMessageFormatException which is Abortable | Cluster/Transaction Auth → abortable on InitProducerId, other errors abortable TransactionAuth → fatal, others abortable for AddPartitions, Find Coordinator, EndTxn, AddOffsets Transaction Auth, UnssupportedForMessageFormat → fatal for OffsetCommit | Invalid Configuration | Invalid Configuration | |
InvalidRecordException InvalidRequiredAcksException RecordBatchTooLargeException InvalidTopicException | Retriable if the error is retriable. Otherwise abortable | Retriable if the error is retriable otherwise abortable | Invalid Configuration | Invalid Configuration | |
TopicAuthorizationException GroupAuthorizationException | Abortable | Abortable | Invalid Configuration | Invalid Configuration | Both TopicAuthorizationException and GroupAuthorizationException extends AuthorizationException Current class hierarchy in code is: TopicAuthorizationException < AuthorizationException < ApiException |
Public Interfaces
We have below exception classes available in current Kafka code
| Code Block |
|---|
// Producer Abortable Transaction
public class TransactionAbortableException extends ApiException {
...
}
//Producer Retriable
public abstract class RetriableException extends ApiException {
...
}
// Invalid-Configuration
public class InvalidConfigurationException extends ApiException {
...
}
|
We will add new exception types, as listed in the table below, that extend the existing exceptions.
| Code Block |
|---|
//Producer Refresh and Retriable
public abstract class RefreshRetriableException extends RetriableException {
...
}
//Application-Recoverable new
public abstract class ApplicationRecoverableException extends ApiException {
...
} |
We will extend below existing exceptions types to maintain class hierarchy
| Code Block |
|---|
// UnknownTopicOrPartitionException and NotLeaderOrFollowerException extends InvalidMetadataException
public class InvalidMetadataException extends RefreshRetriableException {
...
}
// TopicAuthorizationException and GroupAuthorizationException extends AuthorizationException
public class AuthorizationException extends InvalidConfigurationException {
...
} |
Client side code example
| Code Block |
|---|
public class TransactionalClientDemo {
private static final String CONSUMER_GROUP_ID = "my-group-id";
private static final String OUTPUT_TOPIC = "output";
private static final String INPUT_TOPIC = "input";
private static KafkaConsumer<String, String> consumer;
private static KafkaProducer<String, String> producer;
public static void main(String[] args |
| Code Block |
public class TransactionalClientDemo { private static final String CONSUMER_GROUP_ID = "my-group-id"; private static final String OUTPUT_TOPIC = "output"; private static final String INPUT_TOPIC = "input"; private static KafkaConsumer<String, String> consumer; private static KafkaProducer<String, String> producer; public static void main(String[] args) { initializeApplication(); boolean isRunning = true; // Continuously poll for records while (isRunning) { try { try { // Poll records from Kafka for a timeout of 60 seconds ConsumerRecords<String, String> records = consumer.poll(ofSeconds(60)); // Process records to generate word count map Map<String, Integer> wordCountMap = new HashMap<>(); for (ConsumerRecord<String, String> record : records) { String[] words = record.value().split(" "); for (String word : words) { wordCountMap.merge(word, 1, Integer::sum); } } // Begin transaction producer.beginTransaction(); // Produce word count results to output topic wordCountMap.forEach((key, value) -> producer.send(new ProducerRecord<>(OUTPUT_TOPIC, key, value.toString()))); // Determine offsets to commit Map<TopicPartition, OffsetAndMetadata> offsetsToCommit = new HashMap<>(); for (TopicPartition partition : records.partitions()) { List<ConsumerRecord<String, String>> partitionedRecords = records.records(partition); long offset = partitionedRecords.get(partitionedRecords.size() - 1).offset(); offsetsToCommit.put(partition, new OffsetAndMetadata(offset + 1)); } // Send offsets to transaction for atomic commit producer.sendOffsetsToTransaction(offsetsToCommit, CONSUMER_GROUP_ID); // Commit transaction producer.commitTransaction(); } catch (AbortableTransactionException e) { initializeApplication(); boolean isRunning = true; // Abortable Exception: Handle Kafka exception by aborting transaction. producer.abortTransaction() should not throw abortable exception. Continuously poll for records while (isRunning) { try { producer.abortTransaction(); try { resetToLastCommittedPositions(consumer); // Poll records from Kafka for a timeout of 60 }seconds } catch (InvalidConfiguationTransactionException e) { ConsumerRecords<String, String> records = consumer.poll(ofSeconds(60)); // Fatal Error: The error is bubbled up to the application layer.// TheProcess applicationrecords canto decidegenerate whatword tocount domap closeAll(); Map<String, Integer> wordCountMap = new HashMap<>(); throw e; }for catch (KafkaException | ApplicationRecoverableTransactionException e(ConsumerRecord<String, String> record : records) { // Application Recoverable: The application must restart String[] words = closeAll(record.value().split(" "); initializeApplication(); for (String word : } words) { wordCountMap.merge(word, 1, Integer::sum); } } } |
Full example can be accessed at: https://github.com/apache/kafka/pull/15913/files
Proposed Changes
We are proposing to group exceptions into four types:
Producer-Retriable: mostly maps onto current retriable errors. The producer can handle the retry on its own and the failure is invisible to the application. Some of these errors may indicate that a metadata update at the producer level is required. Because of that we introduce a few subclasses to the retriable error
retry only (just send the request again – after some period of backoff)
refresh metadata and retry (request metadata and maybe modify the request before resending)
Producer-Recoverable: mostly maps onto abortable errors. The error is bubbled to the application layer, and it can choose to roll back any state from the ongoing transaction and abort the transaction. The producer does not need to restart, as after aborting, it can be confident that the state was as it was before the transaction started. The application can also close the producer and react as it does for application-recoverable cases, but it doesn’t need to.
Application-Recoverable: maps on to some fatal errors. The error is bubbled to the application layer, and it may need to do a bit more to roll back and clean up state. The producer can not simply abort and know the current state of the partitions. Applications can handle this in different ways – streams may rebalance a task and/or close the task and restart it. Another application may read from their own checkpoint to continue. In any case, the producer must restart and will be unusable after encountering this error.
Invalid-Configuration: maps to some fatal errors. The error is bubbled up to the application layer. The application can decide what to do. The producer doesn’t need to restart, but the application may chose to close it.
Each error code always represent the same class and rarely rely on client state to determine how to handle.
While it is good to have a mapping, I think it is also useful to have a general strategy – ie a typical unknown error (not specified by the client to have a type) should probably be application recoverable.
Exception Table
Below table contains list of exceptions with current and expected handing:
Yellow → Needs modification
Green → New exceptions added as part of this KIP
Check → Exception handling match as mentioned in KIP-691
Cross → Exception handling doesn't match as mentioned in KIP-691
...
Exception/Error Names
...
Current handling
...
Expected Handling
...
Producer API
...
Transaction API
...
Producer API
...
Transaction API
...
TransactionAbortableException
** note – Added via KIP-890
...
Producer Recoverable
...
Producer Recoverable
...
Producer Recoverable
...
Producer Recoverable
...
TransactionAbortableException
** note – Added via KIP-890
...
Producer Recoverable
...
Producer Recoverable
...
Producer Recoverable
...
Producer Recoverable
...
Exception/Error Names
...
Current handling
...
New Handling
...
Producer API
...
Transaction API
...
Producer API
...
Transaction API
...
CorruptRecordException
NotEnoughReplicasAfterAppendException
NotEnoughReplicasException
TimeoutException
...
Retriable if the error is retriable. Otherwise abortable
...
Retriable if the error is retriable otherwise abortable
...
Producer Retriable
...
Producer Retriable
...
ConcurrentTransactionsException
...
Retriable
...
Retriable
...
Producer Retriable (KIP-890 may see this)
...
Producer Retriable
...
CoordinatorLoadInProgressException
...
Retriable
...
Retriable
...
Producer Retriable
...
Producer Retriable
...
OutOfOrderSequenceException
...
Sometimes retriable or abortable
...
N/A
...
Producer Retriable
...
N/A
...
Exception/Error Names
...
Current handling
...
New Handling
...
Producer API
...
Transaction API
...
Producer API
...
Transaction API
...
UnknownTopicOrPartitionException
NotLeaderOrFollowerException
...
Retriable if the error is retriable. Otherwise abortable
...
Retriable if the error is retriable otherwise abortable
...
Refresh + Retriable
...
Refresh + Retriable
...
NotCoordinatorException
CoordinatorNotAvailableException
...
Retriable
...
Retriable
...
Refresh + Retriable
...
Refresh + Retriable
ApplicationRecoverableTransactionException
...
Exception/Error Names
...
Current handling
...
Expected Handling
...
Producer API
...
Transaction API
...
Producer API
...
Transaction API
...
IllegalStateException
...
Abortable
...
Sometimes Fatal depending on whether application or Sender caused issue. See: kafka: KAFKA-14831: Illegal state errors should be fatal in transactional producerCLOSED
...
Application Recoverable (probably not expected)
...
Application Recoverable
...
UnknownProducerIdException
...
Sometimes retriable (no longer returned) or abortable
...
Abortable
...
Application Recoverable
...
Application Recoverable
...
ProducerFencedException
...
Fatal
...
Fatal
...
Application Recoverable
...
Application Recoverable
...
InvalidProducerEpochException
...
Abortable
...
Fatal
...
Application Recoverable
...
Application Recoverable
...
ProducerFencedException
...
Fatal
...
Fatal
...
Application Recoverable
...
Application Recoverable
...
InvalidPidMappingException
...
Sometimes retriable (no longer returned) or abortable
...
Abortable
...
Application Recoverable
...
Application Recoverable
...
UnknownProducerIdException
...
Sometimes retriable (no longer returned) or abortable
...
Abortable
...
Application Recoverable
...
Application Recoverable
...
FencedInstanceIdException
CommitFailedException
UnknownMemberIdException
IllegalGenerationExceiption
...
N/A
...
Abortable (TxnOffsetCommit Only)
...
N/A
...
Application Recoverable
...
KafkaException
...
Abortable (default seems to be abortable)
...
Fatal in most cases, but abortable when there are partition errors
...
Application Recoverable (not expected)
...
Application Recoverable (not expected)
...
RuntimeException
...
Abortable (default seems to be abortable)
...
Fatal – only thrown as this generic type when correlation ID is wrong. This should be updated as KIP-691 suggests
...
Application Recoverable (not expected)
...
Application Recoverable (not expected)
// Begin transaction
producer.beginTransaction();
// Produce word count results to output topic
wordCountMap.forEach((key, value) ->
producer.send(new ProducerRecord<>(OUTPUT_TOPIC, key, value.toString())));
// Determine offsets to commit
Map<TopicPartition, OffsetAndMetadata> offsetsToCommit = new HashMap<>();
for (TopicPartition partition : records.partitions()) {
List<ConsumerRecord<String, String>> partitionedRecords = records.records(partition);
long offset = partitionedRecords.get(partitionedRecords.size() - 1).offset();
offsetsToCommit.put(partition, new OffsetAndMetadata(offset + 1));
}
// Send offsets to transaction for atomic commit
producer.sendOffsetsToTransaction(offsetsToCommit, CONSUMER_GROUP_ID);
// Commit transaction
producer.commitTransaction();
} catch (TransactionAbortableException e) {
// Abortable Exception: Handle Kafka exception by aborting transaction. producer.abortTransaction() should not throw abortable exception.
producer.abortTransaction();
resetToLastCommittedPositions(consumer);
}
} catch (InvalidConfigurationException e) {
// Fatal Error: The error is bubbled up to the application layer. The application can decide what to do
closeAll();
throw e;
} catch (KafkaException | ApplicationRecoverableException e) {
// Application Recoverable: The application must restart
closeAll();
initializeApplication();
}
}
} |
Full example can be accessed at: https://github.com/apache/kafka/pull/15913/files
Note: The producer.abortTransaction() method will not throw an abortable exception to avoid creating a loop.
Compatibility, Deprecation, and Migration Plan
For applications using older code
For existing errors, if the application code already handles the error, it will continue to do so. However, the new TransactionAbortableException introduced in KIP-890 extends KafkaException, which is treated as fatal by applications. Therefore, we expect TransactionAbortableException to also be treated as fatal by older code.
Currently, the transactional producer.send returns retriable exception types, such as TimeoutException , which poses a risk of duplicates in Kafka. In this KIP, we will update the transactional producer.send path such that all retriable exceptions will be translated to TransactionAbortableException. Older clients that are using the transactional producer and handling TimeoutException by retrying the produce operation can update to handle TransactionAbortableException .
For applications using newer code
Applications using newer code, as mentioned in Clientsidecodeexample, have the flexibility to adjust their exception handling logic based on the specific type of exception encountered, enabling them to take appropriate actions.
Handling for OutOfOrderSequenceException requires additional considerations which is out of scope for this KIP. OutOfOrderSequenceException and UnknownProducerIdException (which extends OutOfOrderSequenceException ) will not be categorised under any of the defined exception groups in this KIP. This will not impact applications using newer code
...
CorrelationIdMismatchException
...
Application Recoverable
...
Application Recoverable
InvalidConfiguationTransactionException
...
Exception/Error Names
...
Current handling
...
Expected Handling
...
Producer API
...
Transaction API
...
Producer API
...
Transaction API
...
AuthenticationException
...
Abortable
...
Fatal
...
Invalid Configuration
...
Invalid Configuration (not expected)
...
ClusterAuthorizationException
TransactionalIdAuthorizationException
UnsupportedVersionException
UnsupportedForMessageFormatException
...
Fatal, except UnsupportedForMessageFormatException which is Abortable
...
Cluster/Transaction Auth → abortable on InitProducerId, other errors abortable
TransactionAuth → fatal, others abortable for AddPartitions, Find Coordinator, EndTxn, AddOffsets
Transaction Auth, UnssupportedForMessageFormat → fatal for OffsetCommit
...
Invalid Configuration
...
Invalid Configuration
...
InvalidRecordException
InvalidRequiredAcksException
RecordBatchTooLargeException
InvalidTopicException
...
Retriable if the error is retriable. Otherwise abortable
...
Retriable if the error is retriable otherwise abortable
...
Invalid Configuration
...
Invalid Configuration
...
TopicAuthorizationException
GroupAuthorizationException
...
Abortable
...
Abortable
...
Invalid Configuration
...
Invalid Configuration
InvalidTxnStateException requires special handling where producer API and Transactional API has different handling:
...
Exception/Error Names
...
Current handling
...
Expected Handling
...
Producer API
...
Transaction API
...
Producer API
...
Transaction API
...
InvalidTxnStateException
...
Abortable
...
Fatal
...
Producer Recoverable (KIP-890 relies on this – note this is the only one that differs with Produce API)
...
Application Recoverable
Compatibility, Deprecation, and Migration Plan
This KIP involves client side changes which only affects the resiliency of new Producer client and Streams. New clients have the flexibility to adjust their exception handling logic based on the specific type of exception encountered, enabling them to take appropriate actions as described in the Clientsidecodeexample section. Existing clients need not make any modifications, as they can continue to utilize their current error handling mechanisms.
Test Plan
We will add additional integration and unit tests to check if client acts as expected.
...