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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:
```java
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.