| Prompt: |
| What does this code do? |
| |
| ```java |
| 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. |
| |
| ```java |
| @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. |
| |
| ```java |
| 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. |
| |
| ```java |
| 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. |
| |
| ```java |
| 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. |
| |
| ```java |
| p.run(); |
| ``` |