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Add Java BigQuery Write with avro writer pipeline example
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/* | ||
* Copyright 2024 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* https://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
package bigquery; | ||
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import com.google.api.services.bigquery.model.TableFieldSchema; | ||
import com.google.api.services.bigquery.model.TableSchema; | ||
import org.apache.avro.generic.GenericDatumWriter; | ||
import org.apache.avro.generic.GenericRecord; | ||
import org.apache.avro.generic.GenericRecordBuilder; | ||
import org.apache.avro.io.Encoder; | ||
import org.apache.beam.sdk.Pipeline; | ||
import org.apache.beam.sdk.coders.SerializableCoder; | ||
import org.apache.beam.sdk.io.gcp.bigquery.AvroWriteRequest; | ||
import org.apache.beam.sdk.io.gcp.bigquery.BigQueryIO; | ||
import org.apache.beam.sdk.options.Description; | ||
import org.apache.beam.sdk.options.PipelineOptions; | ||
import org.apache.beam.sdk.options.PipelineOptionsFactory; | ||
import org.apache.beam.sdk.options.Validation; | ||
import org.apache.beam.sdk.transforms.Create; | ||
import org.apache.beam.sdk.transforms.SerializableFunction; | ||
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.collect.ImmutableList; | ||
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import java.io.IOException; | ||
import java.io.Serializable; | ||
import java.util.Arrays; | ||
import java.util.List; | ||
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public class WriteWithAvroWriterBQ { | ||
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/** Represents an Example BigQuery record. */ | ||
public static class ExampleRecord implements Serializable { | ||
public static final String ID_COLUMN = "id"; | ||
public static final String NAME_COLUMN = "name"; | ||
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private long id; | ||
private String name; | ||
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public ExampleRecord() {} | ||
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public ExampleRecord(long id, String name) { | ||
this.id = id; | ||
this.name = name; | ||
} | ||
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public long getId() { | ||
return id; | ||
} | ||
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public String getName() { | ||
return name; | ||
} | ||
} | ||
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/** Pipeline options for write to BigQuery. */ | ||
public interface WriteBigQueryOptions extends PipelineOptions { | ||
@Description("Output Google Cloud BigQuery table") | ||
@Validation.Required | ||
String getOutputTable(); | ||
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void setOutputTable(String outputTable); | ||
} | ||
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public static void main(String[] args) { | ||
WriteBigQueryOptions options = | ||
PipelineOptionsFactory.fromArgs(args).withValidation().as(WriteBigQueryOptions.class); | ||
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Pipeline p = Pipeline.create(options); | ||
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List<ExampleRecord> rows = | ||
Arrays.asList( | ||
new ExampleRecord(1, "Charles"), | ||
new ExampleRecord(2, "Alice"), | ||
new ExampleRecord(3, "Bob"), | ||
new ExampleRecord(4, "Amanda"), | ||
new ExampleRecord(5, "Alex"), | ||
new ExampleRecord(6, "Eliza")); | ||
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TableSchema tableSchema = new TableSchema() | ||
.setFields( | ||
ImmutableList.of( | ||
new TableFieldSchema().setName(ExampleRecord.NAME_COLUMN).setType("STRING"), | ||
new TableFieldSchema().setName(ExampleRecord.ID_COLUMN).setType("INTEGER"))); | ||
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p.apply("Create", | ||
Create.of(rows) | ||
.withCoder(SerializableCoder.of(ExampleRecord.class))) | ||
.apply( | ||
BigQueryIO.<ExampleRecord>write() | ||
.to(options.getOutputTable()) | ||
.withCreateDisposition(BigQueryIO.Write.CreateDisposition.CREATE_IF_NEEDED) | ||
.withSchema(tableSchema) | ||
.withAvroWriter( | ||
new ExampleAvroFormatFunction(), | ||
s -> new ExampleDatumWriter()) | ||
.withoutValidation()); | ||
p.run(); | ||
} | ||
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/** | ||
* Converts instances of {@link ExampleRecord} to {@link GenericRecord} using a provided Avro | ||
* schema from the Avro write request. | ||
*/ | ||
private static class ExampleAvroFormatFunction | ||
implements SerializableFunction<AvroWriteRequest<ExampleRecord>, GenericRecord> { | ||
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@Override | ||
public GenericRecord apply(AvroWriteRequest<ExampleRecord> request) { | ||
GenericRecordBuilder builder = new GenericRecordBuilder(request.getSchema()); | ||
ExampleRecord record = request.getElement(); | ||
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builder | ||
.set(ExampleRecord.NAME_COLUMN, record.getName()) | ||
.set(ExampleRecord.ID_COLUMN, record.getId()); | ||
return builder.build(); | ||
} | ||
} | ||
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/** | ||
* Extends {@link GenericDatumWriter} to modify the writing behavior of strings by appending a | ||
* suffix to the original string value. | ||
*/ | ||
private static class ExampleDatumWriter extends GenericDatumWriter<GenericRecord> { | ||
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private static final String EXAMPLE_SUFFIX = "_example"; | ||
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@Override | ||
protected void writeString(org.apache.avro.Schema schema, Object datum, Encoder out) | ||
throws IOException { | ||
super.writeString(schema, datum.toString() + EXAMPLE_SUFFIX, out); | ||
} | ||
} | ||
} |