Is there a way to create parquet files from java?
I have data in memory (java classes) and I want to write it into a parquet file, to later read it from apache-drill
A few possible ways to do it:
text_table
. See Impala's Create Table Statement for details.parquet_table
.insert into parquet_table select * from text_table
to copy all data from the text file to the parquet table.ParquetWriter's constructors are deprecated(1.8.1) but not ParquetWriter itself, you can still create ParquetWriter by extending abstract Builder subclass inside of it.
Here an example from parquet creators themselves ExampleParquetWriter:
public static class Builder extends ParquetWriter.Builder<Group, Builder> {
private MessageType type = null;
private Map<String, String> extraMetaData = new HashMap<String, String>();
private Builder(Path file) {
super(file);
}
public Builder withType(MessageType type) {
this.type = type;
return this;
}
public Builder withExtraMetaData(Map<String, String> extraMetaData) {
this.extraMetaData = extraMetaData;
return this;
}
@Override
protected Builder self() {
return this;
}
@Override
protected WriteSupport<Group> getWriteSupport(Configuration conf) {
return new GroupWriteSupport(type, extraMetaData);
}
}
If you don't want to use Group and GroupWriteSupport(bundled in Parquet but purposed just as an example of data-model implementation) you can go with Avro, Protocol Buffers, or Thrift in-memory data models. Here is an example using writing Parquet using Avro:
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);
}
}
You will need these dependencies:
<dependency>
<groupId>org.apache.parquet</groupId>
<artifactId>parquet-avro</artifactId>
<version>1.8.1</version>
</dependency>
<dependency>
<groupId>org.apache.parquet</groupId>
<artifactId>parquet-hadoop</artifactId>
<version>1.8.1</version>
</dependency>
Full example here.