use of com.google.cloud.teleport.v2.options.SpannerChangeStreamsToBigQueryOptions in project DataflowTemplates by GoogleCloudPlatform.
the class SpannerChangeStreamsToBigQuery method run.
/**
* Runs the pipeline with the supplied options.
*
* @param options The execution parameters to the pipeline.
* @return The result of the pipeline execution.
*/
public static PipelineResult run(SpannerChangeStreamsToBigQueryOptions options) {
setOptions(options);
validateOptions(options);
/**
* Stages: 1) Read {@link DataChangeRecord} from change stream. 2) Create {@link
* FailsafeElement} of {@link Mod} JSON and merge from: - {@link DataChangeRecord}. - GCS Dead
* letter queue. 3) Convert {@link Mod} JSON into {@link TableRow} by reading from Spanner at
* commit timestamp. 4) Append {@link TableRow} to BigQuery. 5) Write Failures from 2), 3) and
* 4) to GCS dead letter queue.
*/
Pipeline pipeline = Pipeline.create(options);
DeadLetterQueueManager dlqManager = buildDlqManager(options);
String spannerProjectId = getSpannerProjectId(options);
String dlqDirectory = dlqManager.getRetryDlqDirectoryWithDateTime();
String tempDlqDirectory = dlqManager.getRetryDlqDirectory() + "tmp/";
// Retrieve and parse the startTimestamp and endTimestamp.
Timestamp startTimestamp = options.getStartTimestamp().isEmpty() ? Timestamp.now() : Timestamp.parseTimestamp(options.getStartTimestamp());
Timestamp endTimestamp = options.getEndTimestamp().isEmpty() ? Timestamp.MAX_VALUE : Timestamp.parseTimestamp(options.getEndTimestamp());
SpannerConfig spannerConfig = SpannerConfig.create().withHost(ValueProvider.StaticValueProvider.of(options.getSpannerHost())).withProjectId(spannerProjectId).withInstanceId(options.getSpannerInstanceId()).withDatabaseId(options.getSpannerDatabase()).withRpcPriority(options.getSpannerRpcPriority());
SpannerIO.ReadChangeStream readChangeStream = SpannerIO.readChangeStream().withSpannerConfig(spannerConfig).withMetadataInstance(options.getSpannerMetadataInstanceId()).withMetadataDatabase(options.getSpannerMetadataDatabase()).withChangeStreamName(options.getSpannerChangeStreamName()).withInclusiveStartAt(startTimestamp).withInclusiveEndAt(endTimestamp).withRpcPriority(options.getSpannerRpcPriority());
String spannerMetadataTableName = options.getSpannerMetadataTableName();
if (spannerMetadataTableName != null) {
readChangeStream = readChangeStream.withMetadataTable(spannerMetadataTableName);
}
PCollection<DataChangeRecord> dataChangeRecord = pipeline.apply("Read from Spanner Change Streams", readChangeStream).apply("Reshuffle DataChangeRecord", Reshuffle.viaRandomKey());
PCollection<FailsafeElement<String, String>> sourceFailsafeModJson = dataChangeRecord.apply("DataChangeRecord To Mod JSON", ParDo.of(new DataChangeRecordToModJsonFn())).apply("Wrap Mod JSON In FailsafeElement", ParDo.of(new DoFn<String, FailsafeElement<String, String>>() {
@ProcessElement
public void process(@Element String input, OutputReceiver<FailsafeElement<String, String>> receiver) {
receiver.output(FailsafeElement.of(input, input));
}
})).setCoder(FAILSAFE_ELEMENT_CODER);
PCollectionTuple dlqModJson = dlqManager.getReconsumerDataTransform(pipeline.apply(dlqManager.dlqReconsumer(options.getDlqRetryMinutes())));
PCollection<FailsafeElement<String, String>> retryableDlqFailsafeModJson = dlqModJson.get(DeadLetterQueueManager.RETRYABLE_ERRORS).setCoder(FAILSAFE_ELEMENT_CODER);
PCollection<FailsafeElement<String, String>> failsafeModJson = PCollectionList.of(sourceFailsafeModJson).and(retryableDlqFailsafeModJson).apply("Merge Source And DLQ Mod JSON", Flatten.pCollections());
ImmutableSet.Builder<String> ignoreFieldsBuilder = ImmutableSet.builder();
for (String ignoreField : options.getIgnoreFields().split(",")) {
ignoreFieldsBuilder.add(ignoreField);
}
ImmutableSet<String> ignoreFields = ignoreFieldsBuilder.build();
FailsafeModJsonToTableRowTransformer.FailsafeModJsonToTableRowOptions failsafeModJsonToTableRowOptions = FailsafeModJsonToTableRowTransformer.FailsafeModJsonToTableRowOptions.builder().setSpannerConfig(spannerConfig).setSpannerChangeStream(options.getSpannerChangeStreamName()).setIgnoreFields(ignoreFields).setCoder(FAILSAFE_ELEMENT_CODER).build();
FailsafeModJsonToTableRowTransformer.FailsafeModJsonToTableRow failsafeModJsonToTableRow = new FailsafeModJsonToTableRowTransformer.FailsafeModJsonToTableRow(failsafeModJsonToTableRowOptions);
PCollectionTuple tableRowTuple = failsafeModJson.apply("Mod JSON To TableRow", failsafeModJsonToTableRow);
BigQueryDynamicDestinations.BigQueryDynamicDestinationsOptions bigQueryDynamicDestinationsOptions = BigQueryDynamicDestinations.BigQueryDynamicDestinationsOptions.builder().setSpannerConfig(spannerConfig).setChangeStreamName(options.getSpannerChangeStreamName()).setIgnoreFields(ignoreFields).setBigQueryProject(getBigQueryProjectId(options)).setBigQueryDataset(options.getBigQueryDataset()).setBigQueryTableTemplate(options.getBigQueryChangelogTableNameTemplate()).build();
WriteResult writeResult = tableRowTuple.get(failsafeModJsonToTableRow.transformOut).apply("Write To BigQuery", BigQueryIO.<TableRow>write().to(BigQueryDynamicDestinations.of(bigQueryDynamicDestinationsOptions)).withFormatFunction(element -> removeIntermediateMetadataFields(element)).withFormatRecordOnFailureFunction(element -> element).withCreateDisposition(CreateDisposition.CREATE_IF_NEEDED).withWriteDisposition(Write.WriteDisposition.WRITE_APPEND).withExtendedErrorInfo().withMethod(Write.Method.STREAMING_INSERTS).withFailedInsertRetryPolicy(InsertRetryPolicy.retryTransientErrors()));
PCollection<String> transformDlqJson = tableRowTuple.get(failsafeModJsonToTableRow.transformDeadLetterOut).apply("Failed Mod JSON During Table Row Transformation", MapElements.via(new StringDeadLetterQueueSanitizer()));
PCollection<String> bqWriteDlqJson = writeResult.getFailedInsertsWithErr().apply("Failed Mod JSON During BigQuery Writes", MapElements.via(new BigQueryDeadLetterQueueSanitizer()));
PCollectionList.of(transformDlqJson).and(bqWriteDlqJson).apply("Merge Failed Mod JSON From Transform And BigQuery", Flatten.pCollections()).apply("Write Failed Mod JSON To DLQ", DLQWriteTransform.WriteDLQ.newBuilder().withDlqDirectory(dlqDirectory).withTmpDirectory(tempDlqDirectory).setIncludePaneInfo(true).build());
PCollection<FailsafeElement<String, String>> nonRetryableDlqModJsonFailsafe = dlqModJson.get(DeadLetterQueueManager.PERMANENT_ERRORS).setCoder(FAILSAFE_ELEMENT_CODER);
nonRetryableDlqModJsonFailsafe.apply("Write Mod JSON With Non-retryable Error To DLQ", MapElements.via(new StringDeadLetterQueueSanitizer())).setCoder(StringUtf8Coder.of()).apply(DLQWriteTransform.WriteDLQ.newBuilder().withDlqDirectory(dlqManager.getSevereDlqDirectoryWithDateTime()).withTmpDirectory(dlqManager.getSevereDlqDirectory() + "tmp/").setIncludePaneInfo(true).build());
return pipeline.run();
}
use of com.google.cloud.teleport.v2.options.SpannerChangeStreamsToBigQueryOptions in project DataflowTemplates by GoogleCloudPlatform.
the class SpannerChangeStreamsToBigQuery method main.
/**
* Main entry point for executing the pipeline.
*
* @param args The command-line arguments to the pipeline.
*/
public static void main(String[] args) {
LOG.info("Starting to replicate change records from Spanner change streams to BigQuery");
SpannerChangeStreamsToBigQueryOptions options = PipelineOptionsFactory.fromArgs(args).withValidation().as(SpannerChangeStreamsToBigQueryOptions.class);
run(options);
}
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