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Status
Current state: Under discussion
Discussion thread: here
JIRA: here
Please keep the discussion on the mailing list rather than commenting on the wiki (wiki discussions get unwieldy fast).
Motivation
Kafka Producer supports following transactional APIs
initTransactions for transactional producer identity initialization
beginTransaction to start a new transaction
sendOffsetsToTransaction to commit consumer offsets advanced within the current transaction
commitTransaction commit the ongoing transaction
abortTransaction abort the ongoing transaction
In addition to above transactional APIs, idempotent producer sends records to broker using send API
Apache Kafka supports a variety of client SDKs for different programming languages:
Java: The official Java client library supports the producer, consumer, Streams, and Connect APIs.
librdkafka and derived clients:
C/C++: A C/C++ client library supporting the Producer and Consumer APIs.
Python: A Python client library supporting the Producer and Consumer APIs.
Go: A Go client library supporting the Producer and Consumer APIs.
.NET: A .NET client library supporting the Producer and Consumer APIs.
We require consistent error handling across all clients SDKs and APIs. Functionally the client can handle error by:
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)
In this KIP, we want to accomplish a few goals:
Simplify error handling, make it easy for other clients to implement protocols
Give clarity in error messages
Make the expected errors clear: [KAFKA-14439] Specify returned errors for various APIs and versions - ASF JIRA, [KAFKA-7787] Add error specifications to KAFKA-7609 - ASF JIRA
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.
Public Interfaces
We would new error types which will be extended by existing exceptions mentioned in below table.
public class AbortableTransactionException extends ApiException {
public AbortableTransactionException(String message) {
super(message);
}
}
public class ProducerRetriableTransactionException extends ApiException {
public ProducerRecoverableTransactionException(String message) {
super(message);
}
}
public class ProducerImmediateRetriableTransactionException extends ApiException {
public ProducerRecoverableTransactionException(String message) {
super(message);
}
}
public class ApplicationRecoverableTransactionException extends ApiException {
public AbortableTransactionException(String message) {
super(message);
}
}
public class InvalidConfiguationTransactionException extends ApiException {
public ProducerRecoverableTransactionException(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
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) {
// Abortable Exception: Handle Kafka exception by aborting transaction. AbortTransaction path never throws abortable exception.
producer.abortTransaction();
resetToLastCommittedPositions(consumer);
}
} catch (InvalidConfiguationTransactionException e) {
// Fatal Error: The error is bubbled up to the application layer. The application can decide what to do
closeAll();
throw e;
} catch (KafkaException e) {
// Application Recoverable: The application must restart
closeAll();
initializeApplication();
}
}
}
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.
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 | Thrown scenarios during transaction | Current handling | Expected Handling | ||
|---|---|---|---|---|---|
Producer API | Transaction API | Producer API | Transaction API | ||
ErrorRetry | Producer Retriable | Producer Retriable | Producer Retriable | Producer Retriable | |
ErrorRefreshMetadataAndRetry | Refresh + Retriable | Refresh + Retriable | Refresh + Retriable | Refresh + Retriable | |
ErrorFenceClient | Application Recoverable | Application Recoverable | Application Recoverable | Application Recoverable | |
ErrorBadConfig | Invalid Configuration | Invalid Configuration | Invalid Configuration | Invalid Configuration | |
TransactionAbortableException | Producer Recoverable | Producer Recoverable | Producer Recoverable | Producer Recoverable | |
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 | |
Au thenticationException | Abortable | Fatal | Invalid Configuration | Invalid Configuration (not expected) | |
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 | |
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 | |
CorruptRecordException NotEnoughReplicasAfterAppendException NotEnoughReplicasException TimeoutException | Retriable if the error is retriable. Otherwise abortable | Retriable if the error is retriable otherwise abortable | Producer Retriable | Producer Retriable | |
UnknownTopicOrPartitionException NotLeaderOrFollowerException | Retriable if the error is retriable. Otherwise abortable | Retriable if the error is retriable otherwise abortable | Refresh + Retriable | Refresh + Retriable | |
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 | |
FencedInstanceIdException CommitFailedException UnknownMemberIdException IllegalGenerationExceiption | N/A | Abortable (TxnOffsetCommit Only) | N/A | Application Recoverable | |
InvalidProducerEpochException |
| Abortable | Fatal | Application Recoverable | Application Recoverable |
ProducerFencedException | Fatal | Fatal | Application Recoverable | Application Recoverable | |
OutOfOrderSequenceException | Sometimes retriable or abortable | N/A | Producer Retriable | N/A | |
InvalidTxnStateException |
| Abortable | Fatal | Producer Recoverable (KIP-890 relies on this – note this is the only one that differs with Produce API) | 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) | |
ConcurrentTransactionsException | Retriable | Retriable | Producer Retriable (KIP-890 may see this) | Producer Retriable | |
CoordinatorLoadInProgressException | Retriable | Retriable | Producer Retriable | Producer Retriable | |
NotCoordinatorException CoordinatorNotAvailableException |
| Retriable | Retriable | Refresh + Retriable | Refresh + Retriable |
CorrelationIdMismatchException | Application Recoverable | Application Recoverable | |||
Compatibility, Deprecation, and Migration Plan
This KIP involves client side changes which only affects the resiliency of new Producer client and Streams. Old clients will continue to be able to use their error handling. Based on type of exception thrown, user needs to change their exception catching logic to take actions against their exception handling.
Test Plan
We will add additional integration and unit tests to check if client acts as expected.
Rejected Alternatives
We discussed another approach where we encode the handling into the response as a separate field from the error code or something similar. Produce responses have space for a code and for a message, so something similar could be done to distinguish the cause/meaning of the error from the action that should be taken. The encoding of the error could be included in the definition of the response spec for other client compatibility. We rejected this approach as it requires a larger overhaul on the APIs as well as the clients.