Spring Batch remote-partitioning worker-job not reading data from middleware
I wanted to checkout the remote partitioning setup in Spring Batch. I am using Spring Boot v2.7.2 & Kafka as middleware. I have used the ColumnRangePartitioner from the Spring Batch samples
I am seeing that the manager job is persisting the metadata in the Kafka Topic and partition values are persisted in the Spring Batch tables for the worker job.
Below are the questions:
My worker job is not able to read the data from the Kafka Topic and it gets null values in the partition range injected in the JDBCPagingItemReader bean created in the worker job.
What is the expected behavior if I run the worker job without running the master job first? i.e. there is no data for worker job to process in Kafka Topic and in the Spring Batch tables. My worker job creates a new job instance and executes it (does not wait for the manager job to send invocation metadata)
Below is the Partitioner configuration:
@Override
public Map<String, ExecutionContext> partition(int gridSize) {
Integer min = jdbcTemplate.queryForObject("SELECT MIN(" + column + ") from ( " + table + ") as aliastab ", Integer.class);
Integer max = jdbcTemplate.queryForObject("SELECT MAX(" + column + ") from ( " + table + ") as aliastab ", Integer.class);
Integer targetSize = (max - min) / gridSize + 1;
Map<String, ExecutionContext> result = new HashMap<>();
Integer number = 0;
Integer start = min;
Integer end = start + targetSize - 1;
while (start <= max) {
ExecutionContext value = new ExecutionContext();
result.put("partition" + number, value);
if (end >= max) {
end = max;
}
value.putInt("minValue", start);
value.putInt("maxValue", end);
start += targetSize;
end += targetSize;
number++;
}
return result;
}
Manager Config:
@Configuration
@Profile("manager")
@EnableBatchProcessing
@EnableBatchIntegration
@PropertySource("classpath:application-manager.properties")
public class ManagerBeanConfig {
@Value("${spring.kafka.bootstrap-servers}")
private String bootStrapServers;
@Value("${kafka.request.topic}")
private String requestTopicName;
@Value("${kafka.response.topic}")
private String responseTopicName;
@Value("${spring.kafka.consumer.group-id}")
private String consumerGroup;
@Autowired
private JobBuilderFactory jobBuilderFactory;
@Autowired
private KafkaTemplate kafkaTemplate;
@Bean
public RemotePartitioningManagerStepBuilderFactory remotePartitioningManagerStepBuilderFactory(
JobRepository jobRepository, JobExplorer jobExplorer,
DataSourceTransactionManager springBatchDataSourceTransactionManager) {
RemotePartitioningManagerStepBuilderFactory remotePartitioningManagerStepBuilderFactory = new RemotePartitioningManagerStepBuilderFactory(
jobRepository, jobExplorer, springBatchDataSourceTransactionManager);
return remotePartitioningManagerStepBuilderFactory;
}
@Bean
public DirectChannel outboundRequests() {
return new DirectChannel();
}
@Bean
public DirectChannel inboundReplies() {
return new DirectChannel();
}
@Bean
public ConsumerFactory consumerFactory() {
Map<String, Object> props = new HashMap<>();
props.put(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, this.bootStrapServers);
props.put(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, LongDeserializer.class);
props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, JsonDeserializer.class);
props.put(ConsumerConfig.GROUP_ID_CONFIG, consumerGroup);
props.put(JsonDeserializer.TRUSTED_PACKAGES, "*");
return new DefaultKafkaConsumerFactory(props);
}
@Bean
public IntegrationFlow inboundFlow(ConsumerFactory consumerFactory, DirectChannel inboundReplies) {
ContainerProperties containerProps = new ContainerProperties(new String[] {responseTopicName});
return IntegrationFlows
.from(Kafka.inboundChannelAdapter(consumerFactory, containerProps))
.channel(inboundReplies)
.get();
}
@Bean
public IntegrationFlow outboundFlow(DirectChannel outboundRequests) {
KafkaProducerMessageHandler messageHandler = new KafkaProducerMessageHandler(kafkaTemplate);
messageHandler.setTopicExpression(new LiteralExpression(ManagerConstants.REQUEST_TOPIC_NAME));
Function<Message<?>, Long> partitionFn = (m) -> {
StepExecutionRequest executionRequest = (StepExecutionRequest) m.getPayload();
return executionRequest.getStepExecutionId() % 3;
};
messageHandler.setPartitionIdExpression(new FunctionExpression<>(partitionFn));
return IntegrationFlows.from(outboundRequests).handle(messageHandler).get();
}
@Bean
public Job addressManagerJob(Step immsAddressManagerPartitionerStep) {
return jobBuilderFactory.get("addressManagerJob").start(immsAddressManagerPartitionerStep)
.incrementer(new RunIdIncrementer()).build();
}
@Bean
public ColumnRangePartitioner partitioner(@Qualifier("fcrmDataSource") DataSource fcrmDataSource) {
ColumnRangePartitioner partitioner = new ColumnRangePartitioner();
partitioner.setColumn("addr_id");
partitioner.setDataSource(fcrmDataSource);
partitioner.setTable("SELECT addr_id, lookup_Code, meaning from addr ");
return partitioner;
}
@Bean
public Step addressManagerPartitionerStep(RemotePartitioningManagerStepBuilderFactory remotePartitioningManagerStepBuilderFactory,
DirectChannel outboundRequests, DirectChannel inboundReplies, ColumnRangePartitioner partitioner) {
return remotePartitioningManagerStepBuilderFactory.get("addressManagerPartitionerStep")
.gridSize(3)
.partitioner("addressWorkerStep", partitioner)
.outputChannel(outboundRequests)
.inputChannel(inboundReplies)
.build();
}
}
Worker Job Config:
@Configuration
@Profile("worker")
@EnableBatchProcessing
@EnableBatchIntegration
@PropertySource("classpath:application-worker.properties")
public class WorkerBeanConfig {
@Value("${spring.kafka.bootstrap-servers}")
private String bootStrapServers;
@Value("${kafka.request.topic}")
private String requestTopicName;
@Value("${kafka.response.topic}")
private String responseTopicName;
@Value("${spring.kafka.consumer.group-id}")
private String consumerGroup;
@SuppressWarnings({ "rawtypes", "unused" })
@Autowired
private KafkaTemplate kafkaTemplate;
@Bean
public RemotePartitioningWorkerStepBuilderFactory remotePartitioningWorkerStepBuilderFactory(JobRepository jobRepository, JobExplorer jobExplorer,
DataSourceTransactionManager springBatchDataSourceTransactionManager) {
RemotePartitioningWorkerStepBuilderFactory remotePartitioningWorkerStepBuilderFactory = new RemotePartitioningWorkerStepBuilderFactory(jobRepository, jobExplorer,
springBatchDataSourceTransactionManager);
return remotePartitioningWorkerStepBuilderFactory;
}
@Bean
@StepScope
public JdbcPagingItemReader<AddressType> reader(
@Qualifier("fcrmDataSource") DataSource fcrmDataSource, @Value("#{stepExecutionContext[minValue]}") final Integer minVal, @Value("#{stepExecutionContext[maxValue]}") final Integer maxVal) {
Map<String, Order> sortMap = new HashMap<>();
sortMap.put("addr_id", Order.ASCENDING);
Map<String, Object> paramMap = new HashMap<>();
paramMap.put("minValue", minVal);
paramMap.put("maxValue", maxVal);
PostgresPagingQueryProvider queryProvider = new PostgresPagingQueryProvider();
queryProvider.setSelectClause(" SELECT addr_id, lookup_Code, meaning ");
queryProvider.setFromClause(" from addr ");
queryProvider.setWhereClause(" addr_id >= :minValue and addr_id <= :maxValue ");
queryProvider.setSortKeys(sortMap);
JdbcPagingItemReader<AddressType> reader = new JdbcPagingItemReader<AddressType>();
reader.setDataSource(fcrmDataSource);
reader.setFetchSize(100); // hint to db driver
reader.setPageSize(1); //actual rows read
reader.setRowMapper(new AddressTypeRowMapper());
reader.setParameterValues(paramMap);
reader.setQueryProvider(queryProvider);
return reader;
}
@Bean
public AddressTypeProcessor addressTypeProcessor() {
return new AddressTypeProcessor();
}
@Bean
public JdbcBatchItemWriter<AddressRelationType> writer(
@Qualifier("fcrmDataSource") DataSource fcrmDataSource) {
return new JdbcBatchItemWriterBuilder<AddressRelationType>()
.itemSqlParameterSourceProvider(new BeanPropertyItemSqlParameterSourceProvider<AddressRelationType>())
.sql("INSERT INTO public.address_relation_type( "
+ " address_relation_type_cd, tenant_cd, address_relation_type_desc, "
+ " batch_id, short_name, definition, address_type_dv, custom_boolean_01, "
+ " custom_medium_string_01, custom_small_string_01, custom_small_string_02, "
+ " custom_small_string_03, entity_sk)\r\n"
+ " VALUES (:addressRelationTypeCode, 'N/A', :addressRelationTypeDesc, "
+ " :batchId, :shortName, :definition, :addressTypeDv, :customBoolean01, "
+ " :customMediumString01, :customSmallString01, :customSmallString02, "
+ " :customSmallString03, :entitySk)")
.dataSource(fcrmDataSource).build();
}
@Bean
public QueueChannel inboundRequests() {
return new QueueChannel();
}
@Bean
public ConsumerFactory consumerFactory() {
Map<String, Object> props = new HashMap<>();
props.put(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, this.bootStrapServers);
props.put(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, org.apache.kafka.common.serialization.LongDeserializer.class);
props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, JsonDeserializer.class);
props.put(ConsumerConfig.GROUP_ID_CONFIG, consumerGroup);
props.put(JsonDeserializer.TRUSTED_PACKAGES, "*");
return new DefaultKafkaConsumerFactory(props);
}
@Bean
public IntegrationFlow inboundFlow(ConsumerFactory consumerFactory, QueueChannel inboundRequests) {
return IntegrationFlows
.from(Kafka.inboundChannelAdapter(consumerFactory, new ConsumerProperties(WorkerConstants.REQUEST_TOPIC_NAME)))
.channel(inboundRequests)
.get();
}
@Bean
public QueueChannel outboundReplies() {
return new QueueChannel();
}
@Bean
public IntegrationFlow outboundFlow(KafkaTemplate kafkaTemplate, QueueChannel outboundReplies) {
KafkaProducerMessageHandler messageHandler = new KafkaProducerMessageHandler(kafkaTemplate);
messageHandler.setTopicExpression(new LiteralExpression(responseTopicName));
return IntegrationFlows
.from(outboundReplies)
.handle(messageHandler)
.get();
}
@Bean
public Job addressWorkerJob(Step immsAddressWorkerStep, JobBuilderFactory jobBuilderFactory) {
return jobBuilderFactory.get("addressWorkerJob")
.incrementer(new RunIdIncrementer())
.flow(immsAddressWorkerStep)
.end()
.build();
}
@Bean
public Step addressWorkerStep(RemotePartitioningWorkerStepBuilderFactory remotePartitioningWorkerStepBuilderFactory, JdbcPagingItemReader<AddressType> reader,
AddressTypeProcessor addressTypeProcessor, JdbcBatchItemWriter<AddressRelationType> writer, QueueChannel outboundReplies, QueueChannel inboundRequests) {
return remotePartitioningWorkerStepBuilderFactory.get("addressWorkerStep")
.outputChannel(outboundReplies)
.inputChannel(inboundRequests)
.<AddressType, AddressRelationType>chunk(1)
.reader(reader)
.processor(addressTypeProcessor)
.writer(writer)
.build();
}
}
Update: For Mahmoud's comment "First thing to check: is partitioning metadata (column ranges) correctly persisted in the database?"
My source table has 7 rows. I see that the partitions are created correctly. Please refer to the screenshot below. Step_Execution_id (694, 695, 696, 697) were created by the manager job. Step_Execution_id = 698 was created by the worker job.
Below is a screenshot from the Kafka request topic.
So we see that both DB & Kafka have right metadata. The stepExecutionIDs in the image do not match. Please ignore it. The older messages in the topic were drained when I took the screenshots
Update: Added the exception from the manager job startup
2022-11-10 18:50:19.021 WARN 20120 --- [ main] o.s.i.config.ReleaseStrategyFactoryBean : No ReleaseStrategy annotated method found on MessageChannelPartitionHandler; falling back to SimpleSequenceSizeReleaseStrategy, target: org.springframework.batch.integration.partition.MessageChannelPartitionHandler@15214920, methodName: null
2022-11-10 18:50:19.037 DEBUG 20120 --- [ main] o.s.i.h.s.MessagingMethodInvokerHelper : Method [public java.util.Collection org.springframework.batch.integration.partition.MessageChannelPartitionHandler.handle(org.springframework.batch.core.partition.StepExecutionSplitter,org.springframework.batch.core.StepExecution) throws java.lang.Exception] is not eligible for Message handling.
java.lang.IllegalArgumentException: org.springframework.integration.handler.support.MessagingMethodInvokerHelper$IneligibleMethodException: Found more than one parameter type candidate: [org.springframework.batch.core.partition.StepExecutionSplitter] and [org.springframework.batch.core.StepExecution].
Consider annotating one of the parameters with '@Payload'.
at org.springframework.integration.handler.support.MessagingMethodInvokerHelper.createHandlerMethod(MessagingMethodInvokerHelper.java:397) ~[spring-integration-core-5.5.12.jar:5.5.12]
at org.springframework.integration.handler.support.MessagingMethodInvokerHelper.obtainHandlerMethodIfAny(MessagingMethodInvokerHelper.java:801) ~[spring-integration-core-5.5.12.jar:5.5.12]
at
Update: Recreated the Manager & Worker batch jobs. Created the Mixin types as below but getting the infinite recursion due to Jackson
public abstract class JobExecutionMixin {
@JsonManagedReference
private Collection<StepExecution> stepExecutions;
}
public abstract class StepExecutionMixin {
@JsonManagedReference
private Collection<StepExecution> stepExecutions;
}
@Bean
public JobExplorer jobExplorer(DataSource dataSource, JdbcOperations jdbcOperations) throws Exception {
ObjectMapper mapper = new ObjectMapper();
mapper.addMixIn(org.springframework.batch.core.StepExecution.class, StepExecutionMixin.class);
mapper.addMixIn(org.springframework.batch.core.JobExecution.class, JobExecutionMixin.class);
Jackson2ExecutionContextStringSerializer jackson2ExecutionContextStringSerializer = new Jackson2ExecutionContextStringSerializer();
jackson2ExecutionContextStringSerializer.setObjectMapper(mapper);
JobExplorerFactoryBean jobExplorerFactoryBean = new JobExplorerFactoryBean();
jobExplorerFactoryBean.setDataSource(dataSource);
jobExplorerFactoryBean.setJdbcOperations(jdbcOperations);
jobExplorerFactoryBean.setSerializer(jackson2ExecutionContextStringSerializer);
return jobExplorerFactoryBean.getObject();
}
Below is the stack trace:
2022-11-16 17:22:34.812 INFO 1447 --- [ scheduling-1] o.s.i.h.s.MessagingMethodInvokerHelper : Overriding default instance of MessageHandlerMethodFactory with provided one.
minValue exists? true
maxValue exists? true
size of entry set 3
key: minValue; value: 6
key: @class; value: java.util.HashMap
key: maxValue; value: 10
2022-11-16 17:22:35.029 INFO 1447 --- [ scheduling-1] o.s.batch.core.step.AbstractStep : Step: [worker_step:partition1] executed in 138ms
org.springframework.kafka.support.serializer.JsonSerializer
2022-11-16 17:22:41.082 INFO 1447 --- [ scheduling-1] o.a.k.clients.producer.KafkaProducer : [Producer clientId=producer-1] Instantiated an idempotent producer.
2022-11-16 17:22:41.168 INFO 1447 --- [ scheduling-1] o.a.kafka.common.utils.AppInfoParser : Kafka version: 3.1.1
2022-11-16 17:22:41.169 INFO 1447 --- [ scheduling-1] o.a.kafka.common.utils.AppInfoParser : Kafka commitId: 97671528ba54a138
2022-11-16 17:22:41.169 INFO 1447 --- [ scheduling-1] o.a.kafka.common.utils.AppInfoParser : Kafka startTimeMs: 1668599561168
2022-11-16 17:22:41.180 INFO 1447 --- [ad | producer-1] org.apache.kafka.clients.Metadata : [Producer clientId=producer-1] Cluster ID: y8UoN-ELRlSN2xSqU0m-cA
2022-11-16 17:22:41.191 INFO 1447 --- [ad | producer-1] o.a.k.c.p.internals.TransactionManager : [Producer clientId=producer-1] ProducerId set to 3 with epoch 0
2022-11-16 17:22:41.213 INFO 1447 --- [ad | producer-1] org.apache.kafka.clients.Metadata : [Producer clientId=producer-1] Resetting the last seen epoch of partition reply_topic-0 to 0 since the associated topicId changed from null to yG01ZCsETiSbnu3SqUFKRg
2022-11-16 17:22:42.205 ERROR 1447 --- [ scheduling-1] o.s.integration.handler.LoggingHandler : org.springframework.messaging.MessageHandlingException: error occurred in message handler [bean 'outboundFlow.kafka:outbound-channel-adapter#0' for component 'outboundFlow.org.springframework.integration.config.ConsumerEndpointFactoryBean#0'; defined in: 'class path resource [com/spring/etl/worker/config/WorkerJobBeanConfig.class]'; from source: 'bean method outboundFlow']; nested exception is org.apache.kafka.common.errors.SerializationException: Can't serialize data [StepExecution: id=211, version=3, name=worker_step:partition1, status=COMPLETED, exitStatus=COMPLETED, readCount=0, filterCount=0, writeCount=0 readSkipCount=0, writeSkipCount=0, processSkipCount=0, commitCount=1, rollbackCount=0, exitDescription=] for topic [reply_topic], failedMessage=GenericMessage [payload=StepExecution: id=211, version=3, name=worker_step:partition1, status=COMPLETED, exitStatus=COMPLETED, readCount=0, filterCount=0, writeCount=0 readSkipCount=0, writeSkipCount=0, processSkipCount=0, commitCount=1, rollbackCount=0, exitDescription=, headers={sequenceNumber=0, sequenceSize=3, kafka_timestampType=CREATE_TIME, kafka_receivedTopic=request_topic, kafka_offset=0, acknowledgmentCallback=org.springframework.integration.kafka.inbound.KafkaMessageSource$KafkaAckCallback@50421a42, kafka_remainingRecords=0, kafka_consumer=org.apache.kafka.clients.consumer.KafkaConsumer@68612476, correlationId=94:worker_step, id=3c7d2b01-0275-6707-8524-7ecd64d255a4, kafka_receivedPartitionId=1, kafka_receivedTimestamp=1668599551751, kafka_acknowledgment=org.springframework.integration.kafka.inbound.KafkaMessageSource$KafkaAckCallback@50421a42, timestamp=1668599555039}]
at org.springframework.integration.support.utils.IntegrationUtils.wrapInHandlingExceptionIfNecessary(IntegrationUtils.java:191)
at org.springframework.integration.handler.AbstractMessageHandler.handleMessage(AbstractMessageHandler.java:65)
at org.springframework.integration.endpoint.PollingConsumer.handleMessage(PollingConsumer.java:158)
at org.springframework.integration.endpoint.AbstractPollingEndpoint.messageReceived(AbstractPollingEndpoint.java:475)
at org.springframework.integration.endpoint.AbstractPollingEndpoint.doPoll(AbstractPollingEndpoint.java:461)
at org.springframework.integration.endpoint.AbstractPollingEndpoint$$Lambda$624.0000000000000000.call(Unknown Source)
at org.springframework.integration.endpoint.AbstractPollingEndpoint.pollForMessage(AbstractPollingEndpoint.java:413)
at org.springframework.integration.endpoint.AbstractPollingEndpoint.lambda$createPoller$4(AbstractPollingEndpoint.java:348)
at org.springframework.integration.endpoint.AbstractPollingEndpoint$$Lambda$626.0000000000000000.run(Unknown Source)
at org.springframework.integration.util.ErrorHandlingTaskExecutor.lambda$execute$0(ErrorHandlingTaskExecutor.java:57)
at org.springframework.integration.util.ErrorHandlingTaskExecutor$$Lambda$627.0000000000000000.run(Unknown Source)
at org.springframework.core.task.SyncTaskExecutor.execute(SyncTaskExecutor.java:50)
at org.springframework.integration.util.ErrorHandlingTaskExecutor.execute(ErrorHandlingTaskExecutor.java:55)
at org.springframework.integration.endpoint.AbstractPollingEndpoint.lambda$createPoller$5(AbstractPollingEndpoint.java:341)
at org.springframework.integration.endpoint.AbstractPollingEndpoint$$Lambda$625.0000000000000000.run(Unknown Source)
at org.springframework.scheduling.support.DelegatingErrorHandlingRunnable.run(DelegatingErrorHandlingRunnable.java:54)
at org.springframework.scheduling.concurrent.ReschedulingRunnable.run(ReschedulingRunnable.java:95)
at java.base/java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:515)
at java.base/java.util.concurrent.FutureTask.run(FutureTask.java:264)
at java.base/java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:304)
at java.base/java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1128)
at java.base/java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:628)
at java.base/java.lang.Thread.run(Thread.java:831)
Caused by: org.apache.kafka.common.errors.SerializationException: Can't serialize data [StepExecution: id=211, version=3, name=worker_step:partition1, status=COMPLETED, exitStatus=COMPLETED, readCount=0, filterCount=0, writeCount=0 readSkipCount=0, writeSkipCount=0, processSkipCount=0, commitCount=1, rollbackCount=0, exitDescription=] for topic [reply_topic]
at org.springframework.kafka.support.serializer.JsonSerializer.serialize(JsonSerializer.java:216)
at org.springframework.kafka.support.serializer.JsonSerializer.serialize(JsonSerializer.java:203)
at org.apache.kafka.clients.producer.KafkaProducer.doSend(KafkaProducer.java:954)
at org.apache.kafka.clients.producer.KafkaProducer.send(KafkaProducer.java:914)
at org.springframework.kafka.core.DefaultKafkaProducerFactory$CloseSafeProducer.send(DefaultKafkaProducerFactory.java:993)
at org.springframework.kafka.core.KafkaTemplate.doSend(KafkaTemplate.java:655)
at org.springframework.kafka.core.KafkaTemplate.send(KafkaTemplate.java:429)
at org.springframework.integration.kafka.outbound.KafkaProducerMessageHandler.handleRequestMessage(KafkaProducerMessageHandler.java:513)
at org.springframework.integration.handler.AbstractReplyProducingMessageHandler.handleMessageInternal(AbstractReplyProducingMessageHandler.java:136)
at org.springframework.integration.handler.AbstractMessageHandler.handleMessage(AbstractMessageHandler.java:56)
... 21 more
Caused by: com.fasterxml.jackson.databind.JsonMappingException: Infinite recursion (StackOverflowError) (through reference chain: org.springframework.batch.core.StepExecution["jobExecution"]-
Solution
With help of little googling, I needed to write a custom serialization for the worker job and a custom deserializer for the manager job.
Used the Stackoverflow question: Problem Serializing Spring batch Kafka ChunkRequest
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