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/**
* 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 org.apache.hadoop.hive.serde2.lazybinary;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.Map;
import java.util.Properties;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hive.common.type.Decimal128;
import org.apache.hadoop.hive.common.type.HiveDecimal;
import org.apache.hadoop.hive.serde.serdeConstants;
import org.apache.hadoop.hive.serde2.AbstractSerDe;
import org.apache.hadoop.hive.serde2.ByteStream;
import org.apache.hadoop.hive.serde2.ByteStream.Output;
import org.apache.hadoop.hive.serde2.SerDeException;
import org.apache.hadoop.hive.serde2.SerDeStats;
import org.apache.hadoop.hive.serde2.io.DateWritable;
import org.apache.hadoop.hive.serde2.io.HiveDecimalWritable;
import org.apache.hadoop.hive.serde2.io.TimestampWritable;
import org.apache.hadoop.hive.serde2.lazy.ByteArrayRef;
import org.apache.hadoop.hive.serde2.objectinspector.ListObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.MapObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector.Category;
import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector.PrimitiveCategory;
import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.StructField;
import org.apache.hadoop.hive.serde2.objectinspector.StructObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.BinaryObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.BooleanObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.ByteObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.DateObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.DoubleObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.FloatObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.HiveCharObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.HiveDecimalObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.HiveVarcharObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.IntObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.LongObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.ShortObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.StringObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.TimestampObjectInspector;
import org.apache.hadoop.hive.serde2.typeinfo.TypeInfo;
import org.apache.hadoop.hive.serde2.typeinfo.TypeInfoFactory;
import org.apache.hadoop.hive.serde2.typeinfo.TypeInfoUtils;
import org.apache.hadoop.io.BinaryComparable;
import org.apache.hadoop.io.BytesWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.Writable;
/**
* The LazyBinarySerDe class combines the lazy property of LazySimpleSerDe class
* and the binary property of BinarySortable class. Lazy means a field is not
* deserialized until required. Binary means a field is serialized in binary
* compact format.
*/
public class LazyBinarySerDe extends AbstractSerDe {
public static final Log LOG = LogFactory.getLog(LazyBinarySerDe.class.getName());
public LazyBinarySerDe() throws SerDeException {
}
List columnNames;
List columnTypes;
TypeInfo rowTypeInfo;
ObjectInspector cachedObjectInspector;
// The object for storing row data
LazyBinaryStruct cachedLazyBinaryStruct;
private int serializedSize;
private SerDeStats stats;
private boolean lastOperationSerialize;
private boolean lastOperationDeserialize;
/**
* Initialize the SerDe with configuration and table information.
*/
@Override
public void initialize(Configuration conf, Properties tbl)
throws SerDeException {
// Get column names and types
String columnNameProperty = tbl.getProperty(serdeConstants.LIST_COLUMNS);
String columnTypeProperty = tbl.getProperty(serdeConstants.LIST_COLUMN_TYPES);
if (columnNameProperty.length() == 0) {
columnNames = new ArrayList();
} else {
columnNames = Arrays.asList(columnNameProperty.split(","));
}
if (columnTypeProperty.length() == 0) {
columnTypes = new ArrayList();
} else {
columnTypes = TypeInfoUtils
.getTypeInfosFromTypeString(columnTypeProperty);
}
assert (columnNames.size() == columnTypes.size());
// Create row related objects
rowTypeInfo = TypeInfoFactory.getStructTypeInfo(columnNames, columnTypes);
// Create the object inspector and the lazy binary struct object
cachedObjectInspector = LazyBinaryUtils
.getLazyBinaryObjectInspectorFromTypeInfo(rowTypeInfo);
cachedLazyBinaryStruct = (LazyBinaryStruct) LazyBinaryFactory
.createLazyBinaryObject(cachedObjectInspector);
// output debug info
LOG.debug("LazyBinarySerDe initialized with: columnNames=" + columnNames
+ " columnTypes=" + columnTypes);
serializedSize = 0;
stats = new SerDeStats();
lastOperationSerialize = false;
lastOperationDeserialize = false;
}
/**
* Returns the ObjectInspector for the row.
*/
@Override
public ObjectInspector getObjectInspector() throws SerDeException {
return cachedObjectInspector;
}
/**
* Returns the Writable Class after serialization.
*/
@Override
public Class getSerializedClass() {
return BytesWritable.class;
}
// The wrapper for byte array
ByteArrayRef byteArrayRef;
/**
* Deserialize a table record to a lazybinary struct.
*/
@Override
public Object deserialize(Writable field) throws SerDeException {
if (byteArrayRef == null) {
byteArrayRef = new ByteArrayRef();
}
if (field instanceof BinaryComparable) {
BinaryComparable b = (BinaryComparable) field;
if (b.getLength() == 0) {
return null;
}
// For backward-compatibility with hadoop 0.17
byteArrayRef.setData(b.getBytes());
cachedLazyBinaryStruct.init(byteArrayRef, 0, b.getLength());
} else if (field instanceof Text) {
Text t = (Text) field;
if (t.getLength() == 0) {
return null;
}
byteArrayRef.setData(t.getBytes());
cachedLazyBinaryStruct.init(byteArrayRef, 0, t.getLength());
} else {
throw new SerDeException(getClass().toString()
+ ": expects either BinaryComparable or Text object!");
}
lastOperationSerialize = false;
lastOperationDeserialize = true;
return cachedLazyBinaryStruct;
}
/**
* The reusable output buffer and serialize byte buffer.
*/
BytesWritable serializeBytesWritable = new BytesWritable();
ByteStream.Output serializeByteStream = new ByteStream.Output();
boolean nullMapKey = false;
/**
* Serialize an object to a byte buffer in a binary compact way.
*/
@Override
public Writable serialize(Object obj, ObjectInspector objInspector)
throws SerDeException {
// make sure it is a struct record
if (objInspector.getCategory() != Category.STRUCT) {
throw new SerDeException(getClass().toString()
+ " can only serialize struct types, but we got: "
+ objInspector.getTypeName());
}
serializeByteStream.reset();
// serialize the row as a struct
nullMapKey = serializeStruct(serializeByteStream, obj,
(StructObjectInspector) objInspector, nullMapKey);
// return the serialized bytes
serializeBytesWritable.set(serializeByteStream.getData(), 0,
serializeByteStream.getCount());
serializedSize = serializeByteStream.getCount();
lastOperationSerialize = true;
lastOperationDeserialize = false;
return serializeBytesWritable;
}
public static class StringWrapper {
public byte[] bytes;
public int start, length;
public void set(byte[] bytes, int start, int length) {
this.bytes = bytes;
this.start = start;
this.length = length;
}
}
private static boolean serializeStruct(Output byteStream, Object obj,
StructObjectInspector soi, boolean warnedOnceNullMapKey) throws SerDeException {
// do nothing for null struct
if (null == obj) {
return warnedOnceNullMapKey;
}
List fields = soi.getAllStructFieldRefs();
int size = fields.size();
Object[] fieldData = new Object[size];
List fieldOis = new ArrayList(size);
for (int i = 0; i < size; ++i) {
StructField field = fields.get(i);
fieldData[i] = soi.getStructFieldData(obj, field);
fieldOis.add(field.getFieldObjectInspector());
}
return serializeStruct(byteStream, fieldData, fieldOis, warnedOnceNullMapKey);
}
public static void serializeStruct(Output byteStream, Object[] fieldData,
List fieldOis) throws SerDeException {
serializeStruct(byteStream, fieldData, fieldOis, true);
}
/**
* Serialize a struct object without writing the byte size. This function is
* shared by both row serialization and struct serialization.
*
* @param byteStream
* the byte stream storing the serialization data
* @param obj
* the struct object to serialize
* @param objInspector
* the struct object inspector
* @param warnedOnceNullMapKey a boolean indicating whether a warning
* has been issued once already when encountering null map keys
* @return a boolean indicating whether a warning for null map keys has been issued
* once already
* @throws SerDeException
*/
private static boolean serializeStruct(Output byteStream, Object[] fieldData,
List fieldOis, boolean warnedOnceNullMapKey) throws SerDeException {
int lasti = 0;
byte nullByte = 0;
int size = fieldData.length;
for (int i = 0; i < size; i++) {
// set bit to 1 if a field is not null
if (null != fieldData[i]) {
nullByte |= 1 << (i % 8);
}
// write the null byte every eight elements or
// if this is the last element and serialize the
// corresponding 8 struct fields at the same time
if (7 == i % 8 || i == size - 1) {
byteStream.write(nullByte);
for (int j = lasti; j <= i; j++) {
warnedOnceNullMapKey = serialize(
byteStream, fieldData[j], fieldOis.get(j), false, warnedOnceNullMapKey);
}
lasti = i + 1;
nullByte = 0;
}
}
return warnedOnceNullMapKey;
}
private static void serializeText(Output byteStream, Text t, boolean skipLengthPrefix) {
/* write byte size of the string which is a vint */
int length = t.getLength();
if (!skipLengthPrefix) {
LazyBinaryUtils.writeVInt(byteStream, length);
}
/* write string itself */
byte[] data = t.getBytes();
byteStream.write(data, 0, length);
}
/**
* A recursive function that serialize an object to a byte buffer based on its
* object inspector.
*
* @param byteStream
* the byte stream storing the serialization data
* @param obj
* the object to serialize
* @param objInspector
* the object inspector
* @param skipLengthPrefix a boolean indicating whether length prefix is
* needed for list/map/struct
* @param warnedOnceNullMapKey a boolean indicating whether a warning
* has been issued once already when encountering null map keys
* @return a boolean indicating whether a warning for null map keys has been issued
* once already
*/
public static boolean serialize(Output byteStream, Object obj, ObjectInspector objInspector,
boolean skipLengthPrefix, boolean warnedOnceNullMapKey) throws SerDeException {
// do nothing for null object
if (null == obj) {
return warnedOnceNullMapKey;
}
switch (objInspector.getCategory()) {
case PRIMITIVE: {
PrimitiveObjectInspector poi = (PrimitiveObjectInspector) objInspector;
switch (poi.getPrimitiveCategory()) {
case VOID: {
return warnedOnceNullMapKey;
}
case BOOLEAN: {
boolean v = ((BooleanObjectInspector) poi).get(obj);
byteStream.write((byte) (v ? 1 : 0));
return warnedOnceNullMapKey;
}
case BYTE: {
ByteObjectInspector boi = (ByteObjectInspector) poi;
byte v = boi.get(obj);
byteStream.write(v);
return warnedOnceNullMapKey;
}
case SHORT: {
ShortObjectInspector spoi = (ShortObjectInspector) poi;
short v = spoi.get(obj);
byteStream.write((byte) (v >> 8));
byteStream.write((byte) (v));
return warnedOnceNullMapKey;
}
case INT: {
IntObjectInspector ioi = (IntObjectInspector) poi;
int v = ioi.get(obj);
LazyBinaryUtils.writeVInt(byteStream, v);
return warnedOnceNullMapKey;
}
case LONG: {
LongObjectInspector loi = (LongObjectInspector) poi;
long v = loi.get(obj);
LazyBinaryUtils.writeVLong(byteStream, v);
return warnedOnceNullMapKey;
}
case FLOAT: {
FloatObjectInspector foi = (FloatObjectInspector) poi;
int v = Float.floatToIntBits(foi.get(obj));
byteStream.write((byte) (v >> 24));
byteStream.write((byte) (v >> 16));
byteStream.write((byte) (v >> 8));
byteStream.write((byte) (v));
return warnedOnceNullMapKey;
}
case DOUBLE: {
DoubleObjectInspector doi = (DoubleObjectInspector) poi;
LazyBinaryUtils.writeDouble(byteStream, doi.get(obj));
return warnedOnceNullMapKey;
}
case STRING: {
StringObjectInspector soi = (StringObjectInspector) poi;
Text t = soi.getPrimitiveWritableObject(obj);
serializeText(byteStream, t, skipLengthPrefix);
return warnedOnceNullMapKey;
}
case CHAR: {
HiveCharObjectInspector hcoi = (HiveCharObjectInspector) poi;
Text t = hcoi.getPrimitiveWritableObject(obj).getTextValue();
serializeText(byteStream, t, skipLengthPrefix);
return warnedOnceNullMapKey;
}
case VARCHAR: {
HiveVarcharObjectInspector hcoi = (HiveVarcharObjectInspector) poi;
Text t = hcoi.getPrimitiveWritableObject(obj).getTextValue();
serializeText(byteStream, t, skipLengthPrefix);
return warnedOnceNullMapKey;
}
case BINARY: {
BinaryObjectInspector baoi = (BinaryObjectInspector) poi;
BytesWritable bw = baoi.getPrimitiveWritableObject(obj);
int length = bw.getLength();
if(!skipLengthPrefix){
LazyBinaryUtils.writeVInt(byteStream, length);
} else {
if (length == 0){
throw new RuntimeException("LazyBinaryColumnarSerde cannot serialize a non-null zero "
+ "length binary field. Consider using either LazyBinarySerde or ColumnarSerde.");
}
}
byteStream.write(bw.getBytes(),0,length);
return warnedOnceNullMapKey;
}
case DATE: {
DateWritable d = ((DateObjectInspector) poi).getPrimitiveWritableObject(obj);
d.writeToByteStream(byteStream);
return warnedOnceNullMapKey;
}
case TIMESTAMP: {
TimestampObjectInspector toi = (TimestampObjectInspector) poi;
TimestampWritable t = toi.getPrimitiveWritableObject(obj);
t.writeToByteStream(byteStream);
return warnedOnceNullMapKey;
}
case DECIMAL: {
HiveDecimalObjectInspector bdoi = (HiveDecimalObjectInspector) poi;
HiveDecimalWritable t = bdoi.getPrimitiveWritableObject(obj);
if (t == null) {
return warnedOnceNullMapKey;
}
t.writeToByteStream(byteStream);
return warnedOnceNullMapKey;
}
default: {
throw new RuntimeException("Unrecognized type: "
+ poi.getPrimitiveCategory());
}
}
}
case LIST: {
ListObjectInspector loi = (ListObjectInspector) objInspector;
ObjectInspector eoi = loi.getListElementObjectInspector();
int byteSizeStart = 0;
int listStart = 0;
if (!skipLengthPrefix) {
// 1/ reserve spaces for the byte size of the list
// which is a integer and takes four bytes
byteSizeStart = byteStream.getCount();
byteStream.write((byte) 0);
byteStream.write((byte) 0);
byteStream.write((byte) 0);
byteStream.write((byte) 0);
listStart = byteStream.getCount();
}
// 2/ write the size of the list as a VInt
int size = loi.getListLength(obj);
LazyBinaryUtils.writeVInt(byteStream, size);
// 3/ write the null bytes
byte nullByte = 0;
for (int eid = 0; eid < size; eid++) {
// set the bit to 1 if an element is not null
if (null != loi.getListElement(obj, eid)) {
nullByte |= 1 << (eid % 8);
}
// store the byte every eight elements or
// if this is the last element
if (7 == eid % 8 || eid == size - 1) {
byteStream.write(nullByte);
nullByte = 0;
}
}
// 4/ write element by element from the list
for (int eid = 0; eid < size; eid++) {
warnedOnceNullMapKey = serialize(byteStream, loi.getListElement(obj, eid), eoi,
false, warnedOnceNullMapKey);
}
if (!skipLengthPrefix) {
// 5/ update the list byte size
int listEnd = byteStream.getCount();
int listSize = listEnd - listStart;
byte[] bytes = byteStream.getData();
bytes[byteSizeStart] = (byte) (listSize >> 24);
bytes[byteSizeStart + 1] = (byte) (listSize >> 16);
bytes[byteSizeStart + 2] = (byte) (listSize >> 8);
bytes[byteSizeStart + 3] = (byte) (listSize);
}
return warnedOnceNullMapKey;
}
case MAP: {
MapObjectInspector moi = (MapObjectInspector) objInspector;
ObjectInspector koi = moi.getMapKeyObjectInspector();
ObjectInspector voi = moi.getMapValueObjectInspector();
Map map = moi.getMap(obj);
int byteSizeStart = 0;
int mapStart = 0;
if (!skipLengthPrefix) {
// 1/ reserve spaces for the byte size of the map
// which is a integer and takes four bytes
byteSizeStart = byteStream.getCount();
byteStream.write((byte) 0);
byteStream.write((byte) 0);
byteStream.write((byte) 0);
byteStream.write((byte) 0);
mapStart = byteStream.getCount();
}
// 2/ write the size of the map which is a VInt
int size = map.size();
LazyBinaryUtils.writeVInt(byteStream, size);
// 3/ write the null bytes
int b = 0;
byte nullByte = 0;
for (Map.Entry entry : map.entrySet()) {
// set the bit to 1 if a key is not null
if (null != entry.getKey()) {
nullByte |= 1 << (b % 8);
} else if (!warnedOnceNullMapKey) {
warnedOnceNullMapKey = true;
LOG.warn("Null map key encountered! Ignoring similar problems.");
}
b++;
// set the bit to 1 if a value is not null
if (null != entry.getValue()) {
nullByte |= 1 << (b % 8);
}
b++;
// write the byte to stream every 4 key-value pairs
// or if this is the last key-value pair
if (0 == b % 8 || b == size * 2) {
byteStream.write(nullByte);
nullByte = 0;
}
}
// 4/ write key-value pairs one by one
for (Map.Entry entry : map.entrySet()) {
warnedOnceNullMapKey = serialize(byteStream, entry.getKey(), koi, false, warnedOnceNullMapKey);
warnedOnceNullMapKey = serialize(byteStream, entry.getValue(), voi, false, warnedOnceNullMapKey);
}
if (!skipLengthPrefix) {
// 5/ update the byte size of the map
int mapEnd = byteStream.getCount();
int mapSize = mapEnd - mapStart;
byte[] bytes = byteStream.getData();
bytes[byteSizeStart] = (byte) (mapSize >> 24);
bytes[byteSizeStart + 1] = (byte) (mapSize >> 16);
bytes[byteSizeStart + 2] = (byte) (mapSize >> 8);
bytes[byteSizeStart + 3] = (byte) (mapSize);
}
return warnedOnceNullMapKey;
}
case STRUCT: {
int byteSizeStart = 0;
int structStart = 0;
if (!skipLengthPrefix) {
// 1/ reserve spaces for the byte size of the struct
// which is a integer and takes four bytes
byteSizeStart = byteStream.getCount();
byteStream.write((byte) 0);
byteStream.write((byte) 0);
byteStream.write((byte) 0);
byteStream.write((byte) 0);
structStart = byteStream.getCount();
}
// 2/ serialize the struct
warnedOnceNullMapKey = serializeStruct(byteStream, obj, (StructObjectInspector) objInspector,
warnedOnceNullMapKey);
if (!skipLengthPrefix) {
// 3/ update the byte size of the struct
int structEnd = byteStream.getCount();
int structSize = structEnd - structStart;
byte[] bytes = byteStream.getData();
bytes[byteSizeStart] = (byte) (structSize >> 24);
bytes[byteSizeStart + 1] = (byte) (structSize >> 16);
bytes[byteSizeStart + 2] = (byte) (structSize >> 8);
bytes[byteSizeStart + 3] = (byte) (structSize);
}
return warnedOnceNullMapKey;
}
default: {
throw new RuntimeException("Unrecognized type: "
+ objInspector.getCategory());
}
}
}
/**
* Returns the statistics after (de)serialization)
*/
@Override
public SerDeStats getSerDeStats() {
// must be different
assert (lastOperationSerialize != lastOperationDeserialize);
if (lastOperationSerialize) {
stats.setRawDataSize(serializedSize);
} else {
stats.setRawDataSize(cachedLazyBinaryStruct.getRawDataSerializedSize());
}
return stats;
}
}
