我正在写一个自定义的SERDE,只会用它来反序列化。 基础数据是旧货二进制中,每行是一个事件日志。 每个事件都有一个模式,我有机会获得,但我们在另一个架构包的情况下,我们称之为Message
存储之前。 我正在写一个SERDE而不是使用的原因ThriftDeserializer是因为提到的潜在事件被包装成一个消息。 因此,我们首先需要使用的架构反序列化Message
,然后反序列化数据,该事件。
该工程SERDE(只)当我做一个SELECT *
,我可以反序列化数据如预期,但每当我从表而不是SELECT *选择一列,行均为空。 检查返回的对象是一个ThriftStructObjectInspector
并通过反序列化返回的对象是一个TBASE。
什么会引起蜂巢返回NULL,当我们选择一列,但是当我做一个SELECT返回列数据*?
这里的SERDE类(改变了一些类名):
public class MyThriftSerde extends AbstractSerDe {
private static final Log LOG = LogFactory.getLog(MyThriftSerde.class);
/* Abstracting away the deserialization of the underlying event which is wrapped in a message */
private static final MessageDeserializer myMessageDeserializer =
MessageDeserializer.getInstance();
/* Underlying event class which is wrapped in a Message */
private String schemaClassName;
private Class<?> schemaClass;
/* Used to read the input row */
public static List<String> inputFieldNames;
public static List<ObjectInspector> inputFieldOIs;
public static List<Integer> notSkipIDs;
public static ObjectInspector inputRowObjectInspector;
/* Output Object Inspector */
public static ObjectInspector thriftStructObjectInspector;
@Override
public void initialize(Configuration conf, Properties tbl) throws SerDeException {
try {
logHeading("INITIALIZE MyThriftSerde");
schemaClassName = tbl.getProperty(SERIALIZATION_CLASS);
schemaClass = conf.getClassByName(schemaClassName);
LOG.info(String.format("Building DDL for event: %s", schemaClass.getName()));
inputFieldNames = new ArrayList<>();
inputFieldOIs = new ArrayList<>();
notSkipIDs = new ArrayList<>();
/* Initialize the Input fields */
// The underlying data is stored in RCFile format, and only has 1 column, event_binary
// So we create a ColumnarStructBase for each row we deserialize.
// This ColumnasStruct only has 1 column: event_binary
inputFieldNames.add("event_binary");
notSkipIDs.add(0);
inputFieldOIs.add(LazyPrimitiveObjectInspectorFactory.LAZY_BINARY_OBJECT_INSPECTOR);
inputRowObjectInspector =
ObjectInspectorFactory.getColumnarStructObjectInspector(inputFieldNames, inputFieldOIs);
/* Output Object Inspector*/
// This is what the SerDe will return, it is a ThriftStructObjectInspector
thriftStructObjectInspector =
ObjectInspectorFactory.getReflectionObjectInspector(
schemaClass, ObjectInspectorFactory.ObjectInspectorOptions.THRIFT);
// Only for debugging
logHeading("THRIFT OBJECT INSPECTOR");
LOG.info("Output OI Class Name: " + thriftStructObjectInspector.getClass().getName());
LOG.info(
"OI Details: "
+ ObjectInspectorUtils.getObjectInspectorName(thriftStructObjectInspector));
} catch (Exception e) {
LOG.info("Exception while initializing SerDe", e);
}
}
@Override
public Object deserialize(Writable rowWritable) throws SerDeException {
logHeading("START DESERIALIZATION");
ColumnarStructBase inputLazyStruct =
new ColumnarStruct(inputRowObjectInspector, notSkipIDs, null);
LazyBinary eventBinary;
Message rowAsMessage;
TBase deserializedRow = null;
try {
inputLazyStruct.init((BytesRefArrayWritable) rowWritable);
eventBinary = (LazyBinary) inputLazyStruct.getField(0);
rowAsMessage =
myMessageDeserializer.fromBytes(eventBinary.getWritableObject().copyBytes(), null);
deserializedRow = rowAsMessage.getEvent();
LOG.info("deserializedRow.getClass(): " + deserializedRow.getClass());
LOG.info("deserializedRow.toString(): " + deserializedRow.toString());
} catch (Exception e) {
e.printStackTrace();
}
logHeading("END DESERIALIZATION");
return deserializedRow;
}
private void logHeading(String s) {
LOG.info(String.format("------------------- %s -------------------", s));
}
@Override
public ObjectInspector getObjectInspector() {
return thriftStructObjectInspector;
}
}
背景信息的代码:
- 在基础数据中,每一行只包含1柱中(称为event_binary),存储为二进制。 二进制是含有2个字段,“模式” +“EVENT_DATA”消息。 即,每个行是包含底层事件的架构+数据的消息。 我们使用模式从消息反序列化的数据。
- 所述第一SERDE反序列化行作为一个消息,提取事件数据,然后反序列化事件。
我创建外部表使用指向节俭数据
ADD JAR hdfs://my-jar.jar;
CREATE EXTERNAL TABLE dev_db.thrift_event_data_deserialized
ROW FORMAT SERDE 'com.test.only.MyThriftSerde'
WITH SERDEPROPERTIES (
"serialization.class"="com.test.only.TestEvent"
) STORED AS RCFILE
LOCATION 'location/of/thrift/data';
MSCK REPAIR TABLE thrift_event_data_deserialized;
然后SELECT * FROM dev_db.thrift_event_data_deserialized LIMIT 10;
按预期但是, SELECT column1_name, column2_name FROM dev_db.thrift_event_data_deserialized LIMIT 10;
不工作。
任何想法,我缺少在这里吗? 喜欢任何帮助在此!