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ParquetReaderWriterWithAvro.java
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ParquetReaderWriterWithAvro.java
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package org.maxkons.hadoop_snippets.parquet;
import org.apache.avro.Schema;
import org.apache.avro.generic.GenericData;
import org.apache.commons.io.IOUtils;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.parquet.avro.AvroParquetReader;
import org.apache.parquet.avro.AvroParquetWriter;
import org.apache.parquet.hadoop.ParquetReader;
import org.apache.parquet.hadoop.ParquetWriter;
import org.apache.parquet.hadoop.metadata.CompressionCodecName;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
import java.util.List;
/*
Example of reading writing Parquet in java without BigData tools.
*/
public class ParquetReaderWriterWithAvro {
private static final Logger LOGGER = LoggerFactory.getLogger(ParquetReaderWriterWithAvro.class);
private static final Schema SCHEMA;
private static final String SCHEMA_LOCATION = "/org/maxkons/hadoop_snippets/parquet/avroToParquet.avsc";
private static final Path OUT_PATH = new Path("/home/max/Downloads/sample.parquet");
static {
try (InputStream inStream = ParquetReaderWriterWithAvro.class.getResourceAsStream(SCHEMA_LOCATION)) {
SCHEMA = new Schema.Parser().parse(IOUtils.toString(inStream, "UTF-8"));
} catch (IOException e) {
LOGGER.error("Can't read SCHEMA file from {}", SCHEMA_LOCATION);
throw new RuntimeException("Can't read SCHEMA file from" + SCHEMA_LOCATION, e);
}
}
public static void main(String[] args) throws IOException {
List<GenericData.Record> sampleData = new ArrayList<>();
GenericData.Record record = new GenericData.Record(SCHEMA);
record.put("c1", 1);
record.put("c2", "someString");
sampleData.add(record);
record = new GenericData.Record(SCHEMA);
record.put("c1", 2);
record.put("c2", "otherString");
sampleData.add(record);
ParquetReaderWriterWithAvro writerReader = new ParquetReaderWriterWithAvro();
writerReader.writeToParquet(sampleData, OUT_PATH);
writerReader.readFromParquet(OUT_PATH);
}
@SuppressWarnings("unchecked")
public void readFromParquet(Path filePathToRead) throws IOException {
try (ParquetReader<GenericData.Record> reader = AvroParquetReader
.<GenericData.Record>builder(filePathToRead)
.withConf(new Configuration())
.build()) {
GenericData.Record record;
while ((record = reader.read()) != null) {
System.out.println(record);
}
}
}
public void writeToParquet(List<GenericData.Record> recordsToWrite, Path fileToWrite) throws IOException {
try (ParquetWriter<GenericData.Record> writer = AvroParquetWriter
.<GenericData.Record>builder(fileToWrite)
.withSchema(SCHEMA)
.withConf(new Configuration())
.withCompressionCodec(CompressionCodecName.SNAPPY)
.build()) {
for (GenericData.Record record : recordsToWrite) {
writer.write(record);
}
}
}
}