parquet.hadoop.thrift.ThriftReadSupport Maven / Gradle / Ivy
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
package parquet.hadoop.thrift;
import java.lang.reflect.Constructor;
import java.util.Map;
import java.util.Set;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.mapred.JobConf;
import org.apache.thrift.TBase;
import org.apache.thrift.protocol.TProtocol;
import parquet.Log;
import parquet.hadoop.api.InitContext;
import parquet.hadoop.api.ReadSupport;
import parquet.io.ParquetDecodingException;
import parquet.io.api.RecordMaterializer;
import parquet.schema.MessageType;
import parquet.thrift.TBaseRecordConverter;
import parquet.thrift.ThriftMetaData;
import parquet.thrift.ThriftRecordConverter;
import parquet.thrift.ThriftSchemaConverter;
import parquet.thrift.projection.FieldProjectionFilter;
import parquet.thrift.projection.ThriftProjectionException;
import parquet.thrift.struct.ThriftType.StructType;
public class ThriftReadSupport extends ReadSupport {
private static final Log LOG = Log.getLog(ThriftReadSupport.class);
/**
* configuration key for thrift read projection schema
*/
public static final String THRIFT_COLUMN_FILTER_KEY = "parquet.thrift.column.filter";
private static final String RECORD_CONVERTER_DEFAULT = TBaseRecordConverter.class.getName();
public static final String THRIFT_READ_CLASS_KEY = "parquet.thrift.read.class";
/**
* A {@link ThriftRecordConverter} builds an object by working with {@link TProtocol}. The default
* implementation creates standard Apache Thrift {@link TBase} objects; to support alternatives, such
* as Twiter's Scrooge, a custom converter can be specified using this key
* (for example, ScroogeRecordConverter from parquet-scrooge).
*/
private static final String RECORD_CONVERTER_CLASS_KEY = "parquet.thrift.converter.class";
protected Class thriftClass;
/**
* A {@link ThriftRecordConverter} builds an object by working with {@link TProtocol}. The default
* implementation creates standard Apache Thrift {@link TBase} objects; to support alternatives, such
* as Twiter's Scrooge, a custom converter can be specified
* (for example, ScroogeRecordConverter from parquet-scrooge).
*/
public static void setRecordConverterClass(JobConf conf,
Class> klass) {
conf.set(RECORD_CONVERTER_CLASS_KEY, klass.getName());
}
/**
* used from hadoop
* the configuration must contain a "parquet.thrift.read.class" setting
*/
public ThriftReadSupport() {
}
/**
* @param thriftClass the thrift class used to deserialize the records
*/
public ThriftReadSupport(Class thriftClass) {
this.thriftClass = thriftClass;
}
@Override
public parquet.hadoop.api.ReadSupport.ReadContext init(InitContext context) {
final Configuration configuration = context.getConfiguration();
final MessageType fileMessageType = context.getFileSchema();
MessageType requestedProjection = fileMessageType;
String partialSchemaString = configuration.get(ReadSupport.PARQUET_READ_SCHEMA);
String projectionFilterString = configuration.get(THRIFT_COLUMN_FILTER_KEY);
if (partialSchemaString != null && projectionFilterString != null)
throw new ThriftProjectionException("PARQUET_READ_SCHEMA and THRIFT_COLUMN_FILTER_KEY are both specified, should use only one.");
//set requestedProjections only when it's specified
if (partialSchemaString != null) {
requestedProjection = getSchemaForRead(fileMessageType, partialSchemaString);
} else if (projectionFilterString != null && !projectionFilterString.isEmpty()) {
FieldProjectionFilter fieldProjectionFilter = new FieldProjectionFilter(projectionFilterString);
try {
initThriftClassFromMultipleFiles(context.getKeyValueMetadata(), configuration);
requestedProjection = getProjectedSchema(fieldProjectionFilter);
} catch (ClassNotFoundException e) {
throw new ThriftProjectionException("can not find thriftClass from configuration");
}
}
MessageType schemaForRead = getSchemaForRead(fileMessageType, requestedProjection);
return new ReadContext(schemaForRead);
}
protected MessageType getProjectedSchema(FieldProjectionFilter fieldProjectionFilter) {
return new ThriftSchemaConverter(fieldProjectionFilter).convert((Class>)thriftClass);
}
@SuppressWarnings("unchecked")
private void initThriftClassFromMultipleFiles(Map> fileMetadata, Configuration conf) throws ClassNotFoundException {
if (thriftClass != null) {
return;
}
String className = conf.get(THRIFT_READ_CLASS_KEY, null);
if (className == null) {
Set names = ThriftMetaData.getThriftClassNames(fileMetadata);
if (names == null || names.size() != 1) {
throw new ParquetDecodingException("Could not read file as the Thrift class is not provided and could not be resolved from the file: " + names);
}
className = names.iterator().next();
}
thriftClass = (Class)Class.forName(className);
}
@SuppressWarnings("unchecked")
private void initThriftClass(Map fileMetadata, Configuration conf) throws ClassNotFoundException {
if (thriftClass != null) {
return;
}
String className = conf.get(THRIFT_READ_CLASS_KEY, null);
if (className == null) {
final ThriftMetaData metaData = ThriftMetaData.fromExtraMetaData(fileMetadata);
if (metaData == null) {
throw new ParquetDecodingException("Could not read file as the Thrift class is not provided and could not be resolved from the file");
}
thriftClass = (Class)metaData.getThriftClass();
} else {
thriftClass = (Class)Class.forName(className);
}
}
@Override
public RecordMaterializer prepareForRead(Configuration configuration,
Map keyValueMetaData, MessageType fileSchema,
parquet.hadoop.api.ReadSupport.ReadContext readContext) {
ThriftMetaData thriftMetaData = ThriftMetaData.fromExtraMetaData(keyValueMetaData);
try {
initThriftClass(keyValueMetaData, configuration);
String converterClassName = configuration.get(RECORD_CONVERTER_CLASS_KEY, RECORD_CONVERTER_DEFAULT);
@SuppressWarnings("unchecked")
Class> converterClass = (Class>) Class.forName(converterClassName);
Constructor> constructor =
converterClass.getConstructor(Class.class, MessageType.class, StructType.class);
ThriftRecordConverter converter = constructor.newInstance(thriftClass, readContext.getRequestedSchema(), thriftMetaData.getDescriptor());
return converter;
} catch (Exception t) {
throw new RuntimeException("Unable to create Thrift Converter for Thrift metadata " + thriftMetaData, t);
}
}
public static void setProjectionPushdown(JobConf jobConf, String projectionString) {
jobConf.set(THRIFT_COLUMN_FILTER_KEY, projectionString);
}
}
© 2015 - 2025 Weber Informatics LLC | Privacy Policy