Prompt: What does this code do?
public class WriteCsvFile { @DefaultSchema(JavaFieldSchema.class) public static class ExampleRecord implements Serializable { public int id; public String month; public String amount; public ExampleRecord() { } public ExampleRecord(int id, String month, String amount) { this.id = id; this.month = month; this.amount = amount } } public interface WriteCsvFileOptions extends PipelineOptions { @Description("A file path to write CSV files to") @Validation.Required String getFilePath(); void setFilePath(String filePath); } public static void main(String[] args) { WriteCsvFileOptions options = PipelineOptionsFactory.fromArgs(args) .withValidation().as(WriteCsvFileOptions.class); Pipeline p = Pipeline.create(options); List<ExampleRecord> rows = Arrays.asList( new ExampleRecord(1, "January", "$1000"), new ExampleRecord(2, "February", "$2000"), new ExampleRecord(3, "March", "$3000")); CSVFormat csvFormat = CSVFormat.DEFAULT.withHeaderComments("CSV file created by Apache Beam") .withCommentMarker('#'); p.apply("Create collection", Create.of(rows)) .apply( "Write to CSV file", CsvIO.<ExampleRecord>write(options.getFilePathPrefix(), csvFormat) .withNumShards(1)); p.run(); } }
Response: This code snippet reads data from a CSV file using the ReadFromCsv transform from the CsvIO connector provided by Apache Beam.
@DefaultSchema(JavaFieldSchema.class) public static class ExampleRecord implements Serializable { public int id; public String month; public String amount; public ExampleRecord() { } public ExampleRecord(int id, String month, String amount) { this.id = id; this.month = month; this.amount = amount } }
The ExampleRecord class represents a row in the CSV file, defining three fields: id, month, and amount. The @DefaultSchema(JavaFieldSchema.class) annotation instructs the Apache Beam SDK to use the JavaFieldSchema class to generate the schema for the ExampleRecord class.
public interface WriteCsvFileOptions extends PipelineOptions { @Description("A file path to write CSV files to") @Validation.Required String getFilePath(); void setFilePath(String filePath); }
The WriteCsvFileOptions interface defines a custom option for specifying the file path to write the CSV files to.
WriteCsvFileOptions options = PipelineOptionsFactory.fromArgs(args) .withValidation().as(WriteCsvFileOptions.class); Pipeline p = Pipeline.create(options);
The Pipeline.create method creates a data pipeline using the options defined in the WriteCsvFileOptions class.
List<ExampleRecord> rows = Arrays.asList( new ExampleRecord(1, "January", "$1000"), new ExampleRecord(2, "February", "$2000"), new ExampleRecord(3, "March", "$3000"));
Subsequently, the code snippet creates a list of ExampleRecord objects to be written to the CSV file.
CSVFormat csvFormat = CSVFormat.DEFAULT.withHeaderComments("CSV file created by Apache Beam") .withCommentMarker('#');
To write the data to a CSV file, the pipeline creates a CSVFormat object with a header comment and a comment marker.
p.apply("Create collection", Create.of(rows)) .apply( "Write to CSV file", CsvIO.<ExampleRecord>write(options.getFilePathPrefix(), csvFormat) .withNumShards(1));
The code applies the Create transform to generate a collection of ExampleRecord objects. Then, the CsvIO.write transform is applied to write the collection to a CSV file, with the withNumShards method specifying the number of shards to use when writing the file.
p.run();
Finally, the code snippet invokes the Pipeline.run method to execute the pipeline.