Prompt: Write a sample Java code snippet that reads data from an Avro file using Apache Beam.
Response: Your Apache Beam pipeline can read data from Apache Avro files using the AvroIO connector. Here is an example of how to achieve this:
import org.apache.avro.Schema; import org.apache.avro.generic.GenericRecord; import org.apache.beam.sdk.Pipeline; import org.apache.beam.sdk.extensions.avro.AvroIO; import org.apache.beam.sdk.options.Default; 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.transforms.DoFn; import org.apache.beam.sdk.transforms.ParDo; import org.slf4j.Logger; import org.slf4j.LoggerFactory; public class ReadGenericAvroIO { private static final Logger LOG = LoggerFactory.getLogger(ReadGenericAvroIO.class); // Define pipeline options for the pipeline public interface ReadAvroOptions extends PipelineOptions { @Description("Path to the Avro file to read from") @Default.String("gs://<your-bucket-name]/[your-object-name]/filename.avro") String getInput(); void setInput(String value); } public static void main(String[] args) { // Create pipeline options to parse command-line arguments ReadAvroOptions options = PipelineOptionsFactory.fromArgs(args).withValidation().as(ReadAvroOptions.class); // Create a pipeline Pipeline p = Pipeline.create(options); // Declare the schema of the Avro file String fields = "[{ \"name\": \"months\", \"type\": \"string\" }, { \"name\": \"amount\", \"type\": \"string\" }]"; String schema = "{\"type\": \"record\", \"name\": \"AvroRecord\",\"fields\":" + fields + "}"; // Parse the schema string into a Schema object Schema avroSchema = new Schema.Parser().parse(schema); // Read the Avro file using the AvroIO connector p.apply(AvroIO.readGenericRecords(avroSchema).from(options.getInput())) // Parse the GenericRecord object into a string and log it .apply("Parse and log", ParDo.of(new DoFn<GenericRecord, String>() { @ProcessElement public void processElement(ProcessContext c) { GenericRecord record = c.element(); String message = "Month: " + record.get("month") + ". Amount: " + record.get("amount"); LOG.info(message); c.output(message); } })); // Execute the pipeline p.run(); } }
The ReadAvroOptions interface is used to define the command-line argument --input, which specifies the path to the Avro file. This code uses pipeline options to define the required argument.