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Note: This KIP is a result of working with some folks from Apache Cassandra who are working on CEP-44: Kafka integration for Cassandra CDC using Sidecar and one of the limitations they have faced was large message sizes
Motivation
Kafka has a limit for message size which limits some use cases where they might have messages that are larger than message.max.bytes even after enabling compression on the producer side or after applying serialization formats like Apache Avro or Protocol Buffers to reduce payload size. Increasing message size indefinitely is not a viable solution as it can lead to performance degradation, memory issues, and instability of the broker. And by looking at some of the enterprise/cloud offerings of Kafka you can see that on average they can offer 8MB to 10MB as max message size.
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- A serializer in Apache Kafka that implements Reference-Based Messaging as this is the simplest one.
- A notion of a
Composableserializer where the client can apply a list of serializers before applying a large message serializer
Public Interfaces
Note:
This KIP will benefit CEP-44: Kafka integration for Cassandra CDC using Sidecar
Public Interfaces
1. Composable Serializer1. Composable Serializer/Deserializer
In some use-cases we might need a way to be able to chain of Kafka serializer/deserializer before applying large message serializer for example need to apply schema or special format like avro or protobuf. We could just create a single LargeMessageSerializer that implemented the Kafka Serializer interface, but we would need to create the different versions (AvroSerializer, ProtobufSerializer) with their support for the schema.
Instead the KIP proposing a composable serializer, that still implements the Kafka Serializer interface, but allows concatenating several serializers to perform what we are looking for here.
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- Check if the estimated size of the data (bytes) after applying provided compression (if there is one) it needs to serialize is larger than the configured threshold.
- If it is large than the provided threshold (`
large.message.threshold.bytes`):- Use the provided BlobStore PayloadStore implementation to put publish the large message as blob/object into blob payload store, generating an id which is the reference to access this later.
- Encapsulate that ID into a simple Kafka event using a structured format.
- Pass the new Kafka Event down
- Add a
large-message: trueheader
- If it’s not large then provided threshold (
large.message.threshold.bytes):- Do nothing, pass the data as it is.
- If it is large than the provided threshold (`
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A configurable Kafka deserializer that performs:
- Check if the event is of the Large blob type by large message by looking for
large-message: trueheader- If it does have `
large-message` header:- Parse the event and retrieve the ID and the needed useful information on the event.
- Use the provided BlobStore PayloadStore implementation to get download the blob original data from the blob/objectpayload-store.
- Return blob downpayload as the final value
- If it doesn't have the
large-messageheader:- Do nothing return the Kafka message as it is
- If it does have `
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| Key | Description | Default | Required | |||||
|---|---|---|---|---|---|---|---|---|
large.message.blobpayload.store.class | Implementation of org.apache.kafka.common.serialization.largemessage.blobstorestore.BlobStorePayloadStore . | None | Yes | |||||
large.message.blobpayload.store.timeout.ms | Timeout for blob store payload store operations. This can't exceedmax.block.msfor Kafka producers ormax.poll.interval.msin Kafka consumer. This is a part of basic configurations for any implementation of org.apache.kafka.common.serialization.largemessage.store.PayloadStore | 10000 | No | |||||
large.message.blobpayload.store.retry.count | Number of retries for blob payload store operations. | 5 | No | large.message.blob.store.retry.max.backoff.ms | Backoff time between retries for blob store operations. | This is a part of basic configurations for any implementation of org.apache.kafka.common.serialization.largemessage.store.PayloadStore | 510000 | No |
large.message.blobpayload.store.retry.delaymax.backoff.ms | Delay Backoff time between retries back off for blob payload store operations. | 100 | No | This is a part of basic configurations for any implementation of org.apache.kafka.common.serialization.largemessage.store.PayloadStore | 10000 | No | ||
large.message.payload.store.retry.delay.backoff.ms | Delay time between retries back off for payload store operations. This is a part of basic configurations for any implementation | large.message.blob.store.blob.id.generator | Implementation of org.apache.kafka.common.serialziationserialization.largemessage.blobstore.BlobIdGenerator interface. This provides a way for the serializer to generate an identifier for the message in the store.org.apache.kafka.common.serialization.largemessage.blobstore.BlobIdGenerator.DefaultBlobIDGeneratorstore.PayloadStore | 100 | No | |||
large.message.threshold.bytes | The maximum size of the message is considered large. | 1MB (Default of max.message.bytes) | No | |||||
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| Key | Description | Default | Required | |||||
|---|---|---|---|---|---|---|---|---|
large.message.blobpayload.store.class | Implementation of org.apache.kafka.common.serialization.largemessage.blobstorestore.BlobStorePayloadStore . | None | Yes | |||||
large.message.blobpayload.store.timeout.ms | Timeout for blob payload store operations. This can't exceedmax.block.msfor Kafka producers ormax.poll.interval.msin Kafka consumer. | 10000 | No | large.message.blob.store.retry.count | Number of retries for blob store operations. | This is a part of basic configurations for any implementation of org.apache.kafka.common.serialization.largemessage.store.PayloadStore | 100005 | No |
large.message.blobpayload.store.retry.max.backoff.ms | Backoff time between retries for blob store operations. | 10000 | count | Number of retries for payload store operations. This is a part of basic configurations for any implementation of org.apache.kafka.common.serialization.largemessage.store.PayloadStore | 5 | No | ||
large.message.blobpayload.store.retry.delaymax.backoff.ms | Delay Backoff time between retries back off for blob store operations. | 100 | No | |||||
large.message.skip.not.found.error | Skip not found error when the blob is not found in the store. This allows the deserializer to skip not-found messages and return empty bytes instead. This is important when external store ttl is smaller than kafka retention. | FALSE | No |
4. BlobStore
payload store operations. This is a part of basic configurations for any implementation of org.apache.kafka.common.serialization.largemessage.store.PayloadStore | 10000 | No | |
large.message.payload.store.retry.delay.backoff.ms | Delay time between retries back off for payload store operations. This is a part of basic configurations for any implementation of org.apache.kafka.common.serialization.largemessage.store.PayloadStore | 100 | No |
large.message.skip.not.found.error | Skip not found error when the payload is not found in the store. This allows the deserializer to skip not-found messages and return empty bytes instead. This is important when external store ttl is smaller than kafka retention. | FALSE | No |
4. PayloadStore
| Code Block | ||
|---|---|---|
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/**
* The contract for any PayloadStore implementation.
* This parent abstract class will validate the initial configurations that any payload store must have, like large.message.payload.store.timeout.ms, large.message.payload.store.retry.count, large.message.payload.store.retry.max.backoff.ms and large.message.payload.store.retry.delay.backoff.ms.
* And extract them from the provided configs.
*/
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| Code Block | ||
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public abstract class BlobStorePayloadStore implements Configurable, Closeable { Integer @OverridemaxRetries; public void configure(Map<String, ?> configs) { Integer timeoutMs; Long // configure maxBackoffMs; Long } delayBackoffMs; /** protected Metrics metrics; * Upload data into object store. *@Override public * @param data data that will be uploaded into the object. * @return {@link BlobResponse}. */void configure(Map<String, ?> configs) { // configure } /** public abstract* BlobResponsePublish putObject(String topic, byte[] data); data into the store. /** * Download@param objectdata fromdata objectthat store. will be published to the *store. * @param@return blobPath id of the object in blobstore{@link PayloadResponse}. */ public *abstract @returnPayloadResponse content of the object as bytes. publish(String topic, byte[] data); /**/ * Download publicfull abstractdata byte[] getObject(String blobPath); } |
5. BlobIdGenerator
| Code Block | ||
|---|---|---|
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public interface BlobIdGenerator extends Configurable { from the store. * BlobIdGenerator DEFAULT_BLOB_ID_GENERATOR = new BlobIdGenerator() { * @param path id of the data's reference in the store @Override * @return content of the object as publicbytes. void configure(Map<String, ?> configs) {*/ public abstract byte[] download(String path); // Nothing to do with config** * Generate an id } for the data's reference in the store. @Override * By default the publicid String id(byte[] data) { return UUID.randomUUID().toString();is a random UUID however some stores might need more smarter way to calculate its reference id. * In such a case } please override this method. }; /** @param data data that * generate blob id. */ will be published to the store. public String id(byte[] data) { return UUID.randomUUID().toString(); } } |
6.
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PayloadReferenceValue
| Code Block | ||
|---|---|---|
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public interface LargeMessageFormatter<T> extends Configurable {
LargeMessageFormatter JSON = new LargeMessageFormatter() {
// implement a default json one
// format is {
// "full-blob-path": "<full-path-to-access-blob-as-string>",
// "blob-store-class": "<used-blob-store-class-path-to-upload-blob>",
// "blob-id-generator-class": "<class-used-to-generate-blob-id>",
// "large-message-formatter-class": "<formatter-class-path>"
// }
};
/**
* build message bytes from blob store response and data.
*/
byte[] messageBytes(byte[] data, BlobResponse response);
/**
* parse data into LargeBlobMessage.
*/
T largeBlobMessage(byte[] data);
} |
7. BlobResponse
/** PayloadReferenceValue represent the final published payload reference into Kafka.
* It includes the full payload path on the store as well as the store class used for the publishing.
* This allow the deserializer to throw a more informative errors if the original payload store class doesn't match the one setup by the consumer client.
*/
{
"apiKey": 0,
"type": "payload-reference",
"name": "PayloadReferenceValue",
// Version 0 KIP-1159.
"validVersions": "0",
"fields": [
{ "name": "fullPayloadPath", "versions": "0+", "type": "string", "about": "The full path to access payload as string."},
{ "name": "payloadStoreClass", "versions": "0+", "type": "string","about": "The used payload store class path to upload payload."}
]
}
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7. PayloadResponse
| Code Block | ||
|---|---|---|
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/**
* Response from publish / download from PayloadStore back to the serialization layer
* It contains the final path, response code and the encountered exception if there was any.
*/
public class PayloadResponse | ||
| Code Block | ||
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public class BlobResponse { public final int responseCode; public final String fullBlobPathpath; public final BlobStoreExceptionPayloadStoreException blobStoreExceptionPayloadStoreException; /** * Construct blobpayload response with response code and blobpayload id. */ public BlobResponsePayloadResponse(int responseCode, String fullBlobPathpath) { this(responseCode, fullBlobPathpath, null); } /** * Construct blobpayload response with response code, blobpayload id and exception. */ public BlobResponsePayloadResponse(int responseCode, String fullBlobPathpath, BlobStoreExceptionPayloadStoreException blobStoreExceptionpayloadStoreException) { this.responseCode = responseCode; this.fullBlobPathfullPayloadPath = fullBlobPathpath; this.blobStoreExceptionPayloadStoreException = blobStoreExceptionpayloadStoreException; } } |
Example
| Code Block | ||
|---|---|---|
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Map<String, Object> producerConfig = new HashMap<>();
producerConfig.put("key.serializer", "org.apache.kafka.common.serialization.StringSerializer");
producerConfig.put("value.serializers",
"org.apache.kafka.common.serialization.DoubleSerializer,org.apache.kafka.common.serialization.LargeMessageSerializer");
producerConfig.put("large.message.blobpayload.store.class", "CustomS3Store")
producerConfig.put("s3.bucket", "my-bucket")
producerConfig.put("bootstrap.servers", "localhost:9092");
KafkaProducer<String, Double> producer = new KafkaProducer<>(producerConfig); |
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