| Prompt: |
| Write a sample Java code snippet that writes data to a Parquet file using Apache Beam. |
| |
| Response: |
| Your Apache Beam pipeline can write data to Apache Parquet files using the ParquetIO connector. Here is an example of how to achieve this: |
| |
| ```java |
| package parquet; |
| |
| import java.io.Serializable; |
| import java.util.Arrays; |
| import java.util.List; |
| import org.apache.avro.Schema; |
| import org.apache.avro.generic.GenericRecord; |
| import org.apache.avro.generic.GenericRecordBuilder; |
| import org.apache.avro.reflect.ReflectData; |
| import org.apache.beam.sdk.Pipeline; |
| import org.apache.beam.sdk.extensions.avro.coders.AvroCoder; |
| import org.apache.beam.sdk.io.FileIO; |
| import org.apache.beam.sdk.io.parquet.ParquetIO; |
| 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.MapElements; |
| import org.apache.beam.sdk.transforms.SimpleFunction; |
| |
| public class WriteSampleParquetFile { |
| |
| // Represents a DTO to be written to Parquet. |
| public static class SampleRecord implements Serializable { |
| public static final String COLUMN_ID = "id"; |
| public static final String COLUMN_MONTH = "month"; |
| public static final String COLUMN_AMOUNT = "amount"; |
| |
| private int id; |
| private String month; |
| private String amount; |
| |
| public SampleRecord() {} |
| |
| public SampleRecord(int id, String month, String amount) { |
| this.id = id; |
| this.month = month; |
| this.amount = amount; |
| } |
| |
| public int getId() { |
| return id; |
| } |
| |
| public String getMonth() { |
| return month; |
| } |
| |
| public String getAmount() { |
| return amount; |
| } |
| } |
| |
| // Pipeline options for writing to Parquet files. |
| public interface WriteSampleParquetFileOptions extends PipelineOptions { |
| @Description("A file path to write sample Parquet files to") |
| @Validation.Required |
| String getPath(); |
| |
| void setPath(String path); |
| } |
| |
| public static void main(String[] args) { |
| WriteSampleParquetFileOptions options = |
| PipelineOptionsFactory.fromArgs(args).withValidation().as(WriteSampleParquetFileOptions.class); |
| |
| // Get the Avro schema for the SampleRecord object. |
| Schema sampleRecordSchema = ReflectData.get().getSchema(SampleRecord.class); |
| |
| // Create a pipeline. |
| Pipeline p = Pipeline.create(options); |
| |
| // Create a list of SampleRecord objects. |
| List<SampleRecord> rows = |
| Arrays.asList( |
| new SampleRecord(1, "January", "$1000"), |
| new SampleRecord(2, "February", "$2000"), |
| new SampleRecord(3, "March", "$3000")); |
| // Apply the Create transform to the pipeline to create a PCollection from the list of SampleRecord objects. |
| p.apply("Create", Create.of(rows)) |
| // Apply the MapElements transform to the pipeline to map the SampleRecord objects to GenericRecord objects. |
| .apply( |
| "Map Sample record to GenericRecord", |
| MapElements.via(new MapSampleRecordToGenericRecord(sampleRecordSchema))) |
| // Set the coder for the GenericRecord objects to AvroCoder. |
| .setCoder(AvroCoder.of(sampleRecordSchema)) |
| // Apply the FileIO.write() transform to the pipeline to write the GenericRecord objects to a Parquet file. |
| .apply( |
| "Write Parquet file", |
| FileIO.<GenericRecord>write() |
| .via(ParquetIO.sink(sampleRecordSchema)) |
| .to(options.getPath())); |
| // Run the pipeline. |
| p.run(); |
| } |
| |
| // A SimpleFunction that maps SampleRecord objects to GenericRecord objects. |
| private static class MapSampleRecordToGenericRecord |
| extends SimpleFunction<SampleRecord, GenericRecord> { |
| |
| private final Schema schema; |
| |
| public MapSampleRecordToGenericRecord(Schema schema) { |
| this.schema = schema; |
| } |
| |
| // Maps a SampleRecord object to a GenericRecord object. |
| @Override |
| public GenericRecord apply(SampleRecord input) { |
| GenericRecordBuilder builder = new GenericRecordBuilder(schema); |
| |
| builder |
| .set(SampleRecord.COLUMN_MONTH, input.getMonth()) |
| .set(SampleRecord.COLUMN_AMOUNT, input.getAmount()) |
| .set(SampleRecord.COLUMN_ID, input.getId()); |
| return builder.build(); |
| } |
| } |
| } |
| ``` |
| |
| The `WriteSampleParquetFileOptions` class is utilized to define the command-line argument `--path`, specifying the path where the Parquet file should be written. This code uses pipeline options to define the required `path` argument. |