Prompt: What does this code do?
package gcs; import org.apache.beam.sdk.Pipeline; import org.apache.beam.sdk.io.json.JsonIO; 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.schemas.JavaFieldSchema; import org.apache.beam.sdk.schemas.annotations.DefaultSchema; import org.apache.beam.sdk.transforms.Create; import java.io.Serializable; import java.util.Arrays; import java.util.List; public class WriteJsonIO { @DefaultSchema(JavaFieldSchema.class) public static class SampleRecord implements Serializable { public int id; public String month; public String amount public SampleRecord() { } public SampleRecord(int id, String month, String amount) { this.id = id; this.month = month; this.amount = amount; } } public interface WriteJsonOptions extends PipelineOptions { @Description("A file path to write JSON files to") @Validation.Required String getFilePath(); void setFilePath(String filePath); } public static void main(String[] args) { . WriteJsonOptions options = PipelineOptionsFactory.fromArgs(args) .withValidation().as(WriteJsonOptions.class); Pipeline p = Pipeline.create(options); List<SampleRecord> rows = Arrays.asList( new SampleRecord(1, "January", "$1000"), new SampleRecord(2, "February", "$2000"), new SampleRecord(3, "March", "$3000")); p.apply("Create Records", Create.of(rows)) .apply( "Write Records to JSON File", JsonIO.<SampleRecord>write(options.getFilePath()) .withNumShards(1)); p.run(); } }
Response: This code snippet uses the Apache Beam JsonIO connector to write a list of SampleRecord objects to a JSON file.
The SampleRecord class defines the schema for the JSON records and is annotated with @DefaultSchema(JavaFieldSchema.class) to indicate that its fields should be used as the schema for the JSON records.
@DefaultSchema(JavaFieldSchema.class) public static class SampleRecord implements Serializable { public int id; public String month; public String amount public SampleRecord() { } public SampleRecord(int id, String month, String amount) { this.id = id; this.month = month; this.amount = amount; } }
The WriteJsonOptions interface specifies command-line options for configuring the output file path. The @Description annotation provides a description of the option, and @Validation.Required indicates that the option is required.
public interface WriteJsonOptions extends PipelineOptions { @Description("A file path to write JSON files to") @Validation.Required String getFilePath(); void setFilePath(String filePath); }
The PipelineOptionsFactory class generates PipelineOptions from command-line arguments. The Pipeline.create method creates a data pipeline, defined as a sequence of transformations to be applied to the data.
WriteJsonOptions options = PipelineOptionsFactory.fromArgs(args) .withValidation().as(WriteJsonOptions.class); Pipeline p = Pipeline.create(options);
The pipeline generates a list of SampleRecord objects and applies the Create transform to create a PCollection from this list. Subsequently, the JsonIO.write transform is used to write the PCollection to a JSON file, with the withNumShards method specifying the number of output shards.
List<SampleRecord> rows = Arrays.asList( new SampleRecord(1, "January", "$1000"), new SampleRecord(2, "February", "$2000"), new SampleRecord(3, "March", "$3000")); p.apply("Create Records", Create.of(rows)) .apply( "Write Records to JSON File", JsonIO.<SampleRecord>write(options.getFilePath()) .withNumShards(1));
Finally, the code snippet invokes the Pipeline.run method to execute the pipeline.
p.run();