Created
May 25, 2018 18:01
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Use BigQueryIO.writeTableRows() to replace partitions based off values in TableRow elements
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package com.fearlesstg; | |
import com.google.api.services.bigquery.model.TableFieldSchema; | |
import com.google.api.services.bigquery.model.TableRow; | |
import com.google.api.services.bigquery.model.TableSchema; | |
import com.google.api.services.bigquery.model.TimePartitioning; | |
import org.apache.beam.sdk.Pipeline; | |
import org.apache.beam.sdk.io.gcp.bigquery.BigQueryIO; | |
import org.apache.beam.sdk.io.gcp.bigquery.TableDestination; | |
import org.apache.beam.sdk.options.PipelineOptions; | |
import org.apache.beam.sdk.options.PipelineOptionsFactory; | |
import org.apache.beam.sdk.transforms.*; | |
import org.apache.beam.sdk.values.*; | |
import java.util.ArrayList; | |
import java.util.List; | |
@SuppressWarnings("Duplicates") | |
public class ReplaceBQPartition { | |
public static void main(String[] args) { | |
PipelineOptionsFactory.register(ReplaceBQPartitionOptions.class); | |
ReplaceBQPartitionOptions options = PipelineOptionsFactory.fromArgs(args).withValidation() | |
.as(ReplaceBQPartitionOptions.class); | |
List<TableFieldSchema> fields = new ArrayList<>(); | |
fields.add(new TableFieldSchema().setName("PARTITION_DATE").setType("DATE")); | |
fields.add(new TableFieldSchema().setName("TEXT_FIELD").setType("STRING")); | |
fields.add(new TableFieldSchema().setName("INT_FIELD").setType("INTEGER")); | |
fields.add(new TableFieldSchema().setName("LoadDate").setType("DATE")); | |
fields.add(new TableFieldSchema().setName("RecordSource").setType("STRING")); | |
TableSchema tableSchema = new TableSchema().setFields(fields); | |
Pipeline p = Pipeline.create(options); | |
TableRow row1 = testRow1(); | |
TableRow row2 = testRow2(); | |
TableRow row3 = testRow3(); | |
List<TableRow> allRows = new ArrayList<>(); | |
allRows.add(row1); | |
allRows.add(row2); | |
allRows.add(row3); | |
PCollection<TableRow> tableRowsToWrite = p.apply(Create.of(allRows)); | |
tableRowsToWrite.apply("Write to raw data tables", BigQueryIO.writeTableRows() | |
.withCreateDisposition(BigQueryIO.Write.CreateDisposition.CREATE_IF_NEEDED) | |
.withWriteDisposition(BigQueryIO.Write.WriteDisposition.WRITE_TRUNCATE) | |
.to(new GetPartitionFromTableRowFn(options.getBqTable())) | |
.withSchema(tableSchema)); | |
p.run().waitUntilFinish(); | |
} | |
public interface ReplaceBQPartitionOptions extends PipelineOptions { | |
String getPartitionValue(); | |
void setPartitionValue(String value); | |
String getBqTable(); | |
void setBqTable(String value); | |
} | |
private static TableRow testRow1() { | |
TableRow tr = new TableRow(); | |
tr.set("PARTITION_DATE", "2018-01-01"); | |
tr.set("TEXT_FIELD", "This is some data for 1"); | |
tr.set("INT_FIELD", "1111"); | |
tr.set("LoadDate", "2018-01-01"); | |
tr.set("RecordSource", "somesource1"); | |
return tr; | |
} | |
private static TableRow testRow2() { | |
TableRow tr = new TableRow(); | |
tr.set("PARTITION_DATE", "2018-02-02"); | |
tr.set("TEXT_FIELD", "This is some data for 2"); | |
tr.set("INT_FIELD", "2222"); | |
tr.set("LoadDate", "2018-01-01"); | |
tr.set("RecordSource", "somesource2"); | |
return tr; | |
} | |
private static TableRow testRow3() { | |
TableRow tr = new TableRow(); | |
tr.set("PARTITION_DATE", "2018-03-03"); | |
tr.set("TEXT_FIELD", "This is some data for 3"); | |
tr.set("INT_FIELD", "3333"); | |
tr.set("LoadDate", "2018-01-01"); | |
tr.set("RecordSource", "somesource3"); | |
return tr; | |
} | |
} | |
//From: https://shinesolutions.com/2017/12/05/fun-with-serializable-functions-and-dynamic-destinations-in-cloud-dataflow/ | |
class GetPartitionFromTableRowFn implements SerializableFunction<ValueInSingleWindow<TableRow>, TableDestination> { | |
private final String bqDestination; | |
public GetPartitionFromTableRowFn(String bqDestination) { | |
this.bqDestination = bqDestination; | |
} | |
public TableDestination apply(ValueInSingleWindow<TableRow> element) { | |
//NOTE that the table decorator MUST be in the format of $YYYYMMDD - NO DASHES OR YOU'LL GET A | |
//MISLEADING ERROR MESSAGE FROM BQ REST API | |
TimePartitioning DAY_PARTITION = new TimePartitioning().setType("DAY"); | |
DAY_PARTITION.setField("PARTITION_DATE"); | |
return new TableDestination(this.bqDestination + "$" + element.getValue().get("PARTITION_DATE").toString().replaceAll("-", ""), null, DAY_PARTITION); | |
} | |
} |
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java -cp <jar> com.fearlesstg.ReplaceBQPartition --runner=DataflowRunner --bqTable=<project:dataset.table> --tempLocation=gs://<some gcs path> --project=<project>