AWS Kinesis
Stateful Functions offers an AWS Kinesis I/O Module for reading from and writing to Kinesis streams. It is based on Apache Flink’s Kinesis connector. The Kinesis I/O Module is configurable in Yaml or Java.
Dependency
To use the Kinesis I/O Module in Java, please include the following dependency in your pom.
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>statefun-kinesis-io</artifactId>
<version>2.1.0</version>
<scope>provided</scope>
</dependency>
Kinesis Ingress Spec
A KinesisIngressSpec
declares an ingress spec for consuming from Kinesis stream.
It accepts the following arguments:
- The AWS region
- An AWS credentials provider
- A
KinesisIngressDeserializer
for deserializing data from Kinesis (Java only) - The stream start position
- Properties for the Kinesis client
- The name of the stream to consume from
package org.apache.flink.statefun.docs.io.kinesis;
import org.apache.flink.statefun.docs.models.User;
import org.apache.flink.statefun.sdk.io.IngressIdentifier;
import org.apache.flink.statefun.sdk.io.IngressSpec;
import org.apache.flink.statefun.sdk.kinesis.auth.AwsCredentials;
import org.apache.flink.statefun.sdk.kinesis.ingress.KinesisIngressBuilder;
import org.apache.flink.statefun.sdk.kinesis.ingress.KinesisIngressStartupPosition;
public class IngressSpecs {
public static final IngressIdentifier<User> ID =
new IngressIdentifier<>(User.class, "example", "input-ingress");
public static final IngressSpec<User> kinesisIngress =
KinesisIngressBuilder.forIdentifier(ID)
.withAwsRegion("us-west-1")
.withAwsCredentials(AwsCredentials.fromDefaultProviderChain())
.withDeserializer(UserDeserializer.class)
.withStream("stream-name")
.withStartupPosition(KinesisIngressStartupPosition.fromEarliest())
.withClientConfigurationProperty("key", "value")
.build();
}
version: "1.0"
module:
meta:
type: remote
spec:
ingresses:
- ingress:
meta:
type: statefun.kinesis.io/routable-protobuf-ingress
id: example-namespace/messages
spec:
awsRegion:
type: specific
id: us-west-1
awsCredentials:
type: basic
accessKeyId: my_access_key_id
secretAccessKey: my_secret_access_key
startupPosition:
type: earliest
streams:
- stream: stream-1
typeUrl: com.googleapis/org.apache.flink.statefun.docs.models.User
targets:
- example-namespace/my-function-1
- example-namespace/my-function-2
- stream: stream-2
typeUrl: com.googleapis/org.apache.flink.statefun.docs.models.User
targets:
- example-namespace/my-function-1
clientConfigProperties:
- SocketTimeout: 9999
- MaxConnections: 15
The ingress also accepts properties to directly configure the Kinesis client, using KinesisIngressBuilder#withClientConfigurationProperty()
. Please refer to the Kinesis client configuration documentation for the full list of available properties. Note that configuration passed using named methods will have higher precedence and overwrite their respective settings in the provided properties.
Startup Position
The ingress allows configuring the startup position to be one of the following:
Latest (default)
Start consuming from the latest position, i.e. head of the stream shards.
KinesisIngressStartupPosition#fromLatest();
startupPosition:
type: latest
Earlist
Start consuming from the earliest position possible.
KinesisIngressStartupPosition#fromEarliest();
startupPosition:
type: earliest
Date
Starts from offsets that have an ingestion time larger than or equal to a specified date.
KinesisIngressStartupPosition#fromDate(ZonedDateTime.now());
startupPosition:
type: date
date: 2020-02-01 04:15:00.00 Z
Kinesis Deserializer
The Kinesis ingress needs to know how to turn the binary data in Kinesis into Java objects. The KinesisIngressDeserializer
allows users to specify such a schema. The T deserialize(IngressRecord ingressRecord)
method gets called for each Kinesis record, passing the binary data and metadata from Kinesis.
package org.apache.flink.statefun.docs.io.kinesis;
import com.fasterxml.jackson.databind.ObjectMapper;
import java.io.IOException;
import org.apache.flink.statefun.docs.models.User;
import org.apache.flink.statefun.sdk.kinesis.ingress.IngressRecord;
import org.apache.flink.statefun.sdk.kinesis.ingress.KinesisIngressDeserializer;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
public class UserDeserializer implements KinesisIngressDeserializer<User> {
private static Logger LOG = LoggerFactory.getLogger(UserDeserializer.class);
private final ObjectMapper mapper = new ObjectMapper();
@Override
public User deserialize(IngressRecord ingressRecord) {
try {
return mapper.readValue(ingressRecord.getData(), User.class);
} catch (IOException e) {
LOG.debug("Failed to deserialize record", e);
return null;
}
}
}
Kinesis Egress Spec
A KinesisEgressBuilder
declares an egress spec for writing data out to a Kinesis stream.
It accepts the following arguments:
- The egress identifier associated with this egress
- The AWS credentials provider
- A
KinesisEgressSerializer
for serializing data into Kinesis (Java only) - The AWS region
- Properties for the Kinesis client
- The number of max outstanding records before backpressure is applied
package org.apache.flink.statefun.docs.io.kinesis;
import org.apache.flink.statefun.docs.models.User;
import org.apache.flink.statefun.sdk.io.EgressIdentifier;
import org.apache.flink.statefun.sdk.io.EgressSpec;
import org.apache.flink.statefun.sdk.kinesis.auth.AwsCredentials;
import org.apache.flink.statefun.sdk.kinesis.egress.KinesisEgressBuilder;
public class EgressSpecs {
public static final EgressIdentifier<User> ID =
new EgressIdentifier<>("example", "output-egress", User.class);
public static final EgressSpec<User> kinesisEgress =
KinesisEgressBuilder.forIdentifier(ID)
.withAwsCredentials(AwsCredentials.fromDefaultProviderChain())
.withAwsRegion("us-west-1")
.withMaxOutstandingRecords(100)
.withClientConfigurationProperty("key", "value")
.withSerializer(UserSerializer.class)
.build();
}
version: "1.0"
module:
meta:
type: remote
spec:
egresses:
- egress:
meta:
type: statefun.kinesis.io/generic-egress
id: example/output-messages
spec:
awsRegion:
type: custom-endpoint
endpoint: https://localhost:4567
id: us-west-1
awsCredentials:
type: profile
profileName: john-doe
profilePath: /path/to/profile/config
maxOutstandingRecords: 9999
clientConfigProperties:
- ThreadingModel: POOLED
- ThreadPoolSize: 10
Please refer to the Kinesis producer default configuration properties documentation for the full list of available properties.
Kinesis Serializer
The Kinesis egress needs to know how to turn Java objects into binary data. The KinesisEgressSerializer
allows users to specify such a schema. The EgressRecord serialize(T value)
method gets called for each message, allowing users to set a value, and other metadata.
package org.apache.flink.statefun.docs.io.kinesis;
import com.fasterxml.jackson.databind.ObjectMapper;
import java.io.IOException;
import org.apache.flink.statefun.docs.models.User;
import org.apache.flink.statefun.sdk.kinesis.egress.EgressRecord;
import org.apache.flink.statefun.sdk.kinesis.egress.KinesisEgressSerializer;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
public class UserSerializer implements KinesisEgressSerializer<User> {
private static final Logger LOG = LoggerFactory.getLogger(UserSerializer.class);
private static final String STREAM = "user-stream";
private final ObjectMapper mapper = new ObjectMapper();
@Override
public EgressRecord serialize(User value) {
try {
return EgressRecord.newBuilder()
.withPartitionKey(value.getUserId())
.withData(mapper.writeValueAsBytes(value))
.withStream(STREAM)
.build();
} catch (IOException e) {
LOG.info("Failed to serializer user", e);
return null;
}
}
}
AWS Region
Both the Kinesis ingress and egress can be configured to a specific AWS region.
Default Provider Chain (default)
Consults AWS’s default provider chain to determine the AWS region.
AwsRegion.fromDefaultProviderChain();
awsCredentials:
type: default
Specific
Specifies an AWS region using the region’s unique id.
AwsRegion.of("us-west-1");
awsCredentials:
type: specific
id: us-west-1
Custom Endpoint
Connects to an AWS region through a non-standard AWS service endpoint. This is typically used only for development and testing purposes.
AwsRegion.ofCustomEndpoint("https://localhost:4567", "us-west-1");
awsCredentials:
type: custom-endpoint
endpoint: https://localhost:4567
id: us-west-1
AWS Credentials
Both the Kinesis ingress and egress can be configured using standard AWS credential providers.
Default Provider Chain (default)
Consults AWS’s default provider chain to determine the AWS credentials.
AwsCredentials.fromDefaultProviderChain();
awsCredentials:
type: default
Basic
Specifies the AWS credentials directly with provided access key ID and secret access key strings.
AwsCredentials.basic("accessKeyId", "secretAccessKey");
awsCredentials:
type: basic
accessKeyId: access-key-id
secretAccessKey: secret-access-key
Profile
Specifies the AWS credentials using an AWS configuration profile, along with the profile’s configuration path.
AwsCredentials.profile("profile-name", "/path/to/profile/config");
awsCredentials:
type: basic
profileName: profile-name
profilePath: /path/to/profile/config