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Java对象大小计算

2016-12-22 14:40 323 查看
这篇说说如何计算Java对象大小的方法。之前在聊聊高并发(四)Java对象的表示模型和运行时内存表示 这篇中已经说了Java对象的内存表示模型是Oop-Klass模型。

普通对象的结构如下,按64位机器的长度计算

1. 对象头(_mark), 8个字节

2. Oop指针,如果是32G内存以下的,默认开启对象指针压缩,4个字节

3. 数据区

4.Padding(内存对齐),按照8的倍数对齐

数组对象结构是

1. 对象头(_mark), 8个字节

2. Oop指针,如果是32G内存以下的,默认开启对象指针压缩,4个字节

3. 数组长度,4个字节

4. 数据区

5. Padding(内存对齐),按照8的倍数对齐



清楚了对象在内存的基本布局后,咱们说两种计算Java对象大小的方法

1. 通过java.lang.instrument.Instrumentation的getObjectSize(obj)直接获取对象的大小

2. 通过sun.misc.Unsafe对象的objectFieldOffset(field)等方法结合反射来计算对象的大小

java.lang.instrument.Instrumentation.getObjectSize()的方式

先讲讲java.lang.instrument.Instrumentation.getObjectSize()的方式,这种方法得到的是Shallow Size,即遇到引用时,只计算引用的长度,不计算所引用的对象的实际大小。如果要计算所引用对象的实际大小,可以通过递归的方式去计算。

java.lang.instrument.Instrumentation的实例必须通过指定javaagent的方式才能获得,具体的步骤如下:

1. 定义一个类,提供一个premain方法: public static void premain(String agentArgs, Instrumentation instP)

2. 创建META-INF/MANIFEST.MF文件,内容是指定PreMain的类是哪个: Premain-Class: sizeof.ObjectShallowSize

3. 把这个类打成jar,然后用java -javaagent XXXX.jar XXX.main的方式执行

下面先定义一个类来获得java.lang.instrument.Instrumentation的实例,并提供了一个static的sizeOf方法对外提供Instrumentation的能力

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package sizeof;

import java.lang.instrument.Instrumentation;

public class ObjectShallowSize {

private static Instrumentation inst;

public static void premain(String agentArgs, Instrumentation instP){

inst = instP;

}

public static long sizeOf(Object obj){

return inst.getObjectSize(obj);

}

}

定义META-INF/MANIFEST.MF文件

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Premain-Class: sizeof.ObjectShallowSize

打成jar包

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cd 编译后的类和META-INF文件夹所在目录

jar cvfm java-agent-sizeof.jar META-INF/MANIFEST.MF .

准备好了这个jar之后,我们可以写测试类来测试Instrumentation的getObjectSize方法了。在这之前我们先来看对象在内存中是按照什么顺序排列的

有如下这个类,字段的定义按如下顺序

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private static class ObjectA {

String str; // 4

int i1; // 4

byte b1; // 1

byte b2; // 1

int i2; // 4

ObjectB obj; //4

byte b3; // 1

}

按照我们之前说的方法来计算一下这个对象所占大小,注意按8对齐

8(_mark) + 4(oop指针) + 4(str) + 4(i1) + 1(b1) + 1(b2) + 2(padding) + 4(i2) + 4(obj) + 1(b3) + 7(padding) = 40 ?

但事实上是这样的吗? 我们来用Instrumentation的getObjectSize来计算一下先:

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package test;

import sizeof.ObjectShallowSize;

public class SizeofWithInstrumetation {

private static class ObjectA {

String str; // 4

int i1; // 4

byte b1; // 1

byte b2; // 1

int i2; // 4

ObjectB obj; //4

byte b3; // 1

}

private static class ObjectB {

}

public static void main(String[] args){

System.out.println(ObjectShallowSize.sizeOf(new ObjectA()));

}

}



得到的结果是32!不是会按8对齐吗,b3之前的数据加起来已经是32了,多了1个b3,为33,应该对齐到40才对啊。事实上,HotSpot创建的对象的字段会先按照给定顺序排列一下,默认的顺序如下,从长到短排列,引用排最后: long/double --> int/float --> short/char --> byte/boolean --> Reference

这个顺序可以使用JVM参数: -XX:FieldsAllocationSylte=0(默认是1)来改变。

我们使用sun.misc.Unsafe对象的objectFieldOffset方法来验证一下:

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Field[] fields = ObjectA.class.getDeclaredFields();

for(Field f: fields){

System.out.println(f.getName() + " offset: " +unsafe.objectFieldOffset(f));

}



可以看到确实是按照从长到短,引用排最后的方式在内存中排列的。按照这种方法我们来重新计算下ObjectA创建的对象的长度:

8(_mark) + 4(oop指针) + 4(i1) + + 4(i2) + 1(b1) + 1(b2) + 1(b3) + 1(padding) + 4(str) + 4(obj) = 32

得到的结果和java.lang.instrument.Instrumentation.getObjectSize()的结果是一样的,证明我们的计算方式是正确的。

sun.misc.Unsafe的方式

下面说一下通过sun.misc.Unsafe对象的objectFieldOffset(field)等方法结合反射来计算对象的大小。基本的思路如下:

1. 通过反射获得一个类的Field

2. 通过Unsafe的objectFieldOffset()获得每个Field的offSet

3. 对Field按照offset排序,取得最大的offset,然后加上这个field的长度,再加上Padding对齐

上面三步就可以获得一个对象的Shallow size。可以进一步通过递归去计算所引用对象的大小,从而可以计算出一个对象所占用的实际大小。

如何获得Unsafe对象已经在这篇中聊聊序列化(二)使用sun.misc.Unsafe绕过new机制来创建Java对象说过了,可以通过反射的机制来获得.

Oop指针是4还是未压缩的8也可以通过unsafe.arrayIndexScale(Object[].class)来获得,这个方法返回一个引用所占用的长度

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static {

try {

Field field = Unsafe.class.getDeclaredField("theUnsafe");

field.setAccessible(true);

unsafe = (Unsafe) field.get(null);

objectRefSize = unsafe.arrayIndexScale(Object[].class);

} catch (Exception e) {

throw new RuntimeException(e);

}

}

下面的源码摘自 http://java-performance.info/memory-introspection-using-sun-misc-unsafe-and-reflection/, 原文中的代码在计算对象大小的时候有问题,我做了微调,并加上了内存对齐的方法,这样计算出的结果和Instrumentation的getObjectSize方法是一样的。

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package test;

import java.util.ArrayList;

import java.util.Collections;

import java.util.Comparator;

import java.util.List;

/**

* This class contains object info generated by ClassIntrospector tool

* 计算一个Java类对象的大小 1.默认启用了压缩普通对象指针:-XX:+UseCompressedOops 2.这里的计算是包含了值得大小 如:Integer a = 1; (初始化给值和不给值大小是不一样的)

*/

public class ObjectInfo {

/** Field name */

public final String name;

/** Field type name */

public final String type;

/** Field data formatted as string */

public final String contents;

/** Field offset from the start of parent object */

public final int offset;

/** Memory occupied by this field */

public final int length;

/** Offset of the first cell in the array */

public final int arrayBase;

/** Size of a cell in the array */

public final int arrayElementSize;

/** Memory occupied by underlying array (shallow), if this is array type */

public final int arraySize;

/** This object fields */

public final List<ObjectInfo> children;

public ObjectInfo(String name, String type, String contents, int offset, int length, int arraySize,

int arrayBase, int arrayElementSize)

{

this.name = name;

this.type = type;

this.contents = contents;

this.offset = offset;

this.length = length;

this.arraySize = arraySize;

this.arrayBase = arrayBase;

this.arrayElementSize = arrayElementSize;

children = new ArrayList<ObjectInfo>( 1 );

}

public void addChild( final ObjectInfo info )

{

if ( info != null )

children.add( info );

}

/**

* Get the full amount of memory occupied by a given object. This value may be slightly less than

* an actual value because we don't worry about memory alignment - possible padding after the last object field.

*

* The result is equal to the last field offset + last field length + all array sizes + all child objects deep sizes

* @return Deep object size

*/

public long getDeepSize()

{

//return length + arraySize + getUnderlyingSize( arraySize != 0 );

return addPaddingSize(arraySize + getUnderlyingSize( arraySize != 0 ));

}

long size = 0;

private long getUnderlyingSize( final boolean isArray )

{

//long size = 0;

for ( final ObjectInfo child : children )

size += child.arraySize + child.getUnderlyingSize( child.arraySize != 0 );

if ( !isArray && !children.isEmpty() ){

int tempSize = children.get( children.size() - 1 ).offset + children.get( children.size() - 1 ).length;

size += addPaddingSize(tempSize);

}

return size;

}

private static final class OffsetComparator implements Comparator<ObjectInfo>

{

@Override

public int compare( final ObjectInfo o1, final ObjectInfo o2 )

{

return o1.offset - o2.offset; //safe because offsets are small non-negative numbers

}

}

//sort all children by their offset

public void sort()

{

Collections.sort( children, new OffsetComparator() );

}

@Override

public String toString() {

final StringBuilder sb = new StringBuilder();

toStringHelper( sb, 0 );

return sb.toString();

}

private void toStringHelper( final StringBuilder sb, final int depth )

{

depth( sb, depth ).append("name=").append( name ).append(", type=").append( type )

.append( ", contents=").append( contents ).append(", offset=").append( offset )

.append(", length=").append( length );

if ( arraySize > 0 )

{

sb.append(", arrayBase=").append( arrayBase );

sb.append(", arrayElemSize=").append( arrayElementSize );

sb.append( ", arraySize=").append( arraySize );

}

for ( final ObjectInfo child : children )

{

sb.append( '\n' );

child.toStringHelper(sb, depth + 1);

}

}

private StringBuilder depth( final StringBuilder sb, final int depth )

{

for ( int i = 0; i < depth; ++i )

sb.append( "\t");

return sb;

}

private long addPaddingSize(long size){

if(size % 8 != 0){

return (size / 8 + 1) * 8;

}

return size;

}

}

package test;

import java.lang.reflect.Array;

import java.lang.reflect.Field;

import java.lang.reflect.Modifier;

import java.util.ArrayList;

import java.util.Arrays;

import java.util.Collections;

import java.util.HashMap;

import java.util.IdentityHashMap;

import java.util.List;

import java.util.Map;

import sun.misc.Unsafe;

/**

* This class could be used for any object contents/memory layout printing.

*/

public class ClassIntrospector {

private static final Unsafe unsafe;

/** Size of any Object reference */

private static final int objectRefSize;

static {

try {

Field field = Unsafe.class.getDeclaredField("theUnsafe");

field.setAccessible(true);

unsafe = (Unsafe) field.get(null);

objectRefSize = unsafe.arrayIndexScale(Object[].class);

} catch (Exception e) {

throw new RuntimeException(e);

}

}

/** Sizes of all primitive values */

private static final Map<Class, Integer> primitiveSizes;

static {

primitiveSizes = new HashMap<Class, Integer>(10);

primitiveSizes.put(byte.class, 1);

primitiveSizes.put(char.class, 2);

primitiveSizes.put(int.class, 4);

primitiveSizes.put(long.class, 8);

primitiveSizes.put(float.class, 4);

primitiveSizes.put(double.class, 8);

primitiveSizes.put(boolean.class, 1);

}

/**

* Get object information for any Java object. Do not pass primitives to

* this method because they will boxed and the information you will get will

* be related to a boxed version of your value.

*

* @param obj

* Object to introspect

* @return Object info

* @throws IllegalAccessException

*/

public ObjectInfo introspect(final Object obj)

throws IllegalAccessException {

try {

return introspect(obj, null);

} finally { // clean visited cache before returning in order to make

// this object reusable

m_visited.clear();

}

}

// we need to keep track of already visited objects in order to support

// cycles in the object graphs

private IdentityHashMap<Object, Boolean> m_visited = new IdentityHashMap<Object, Boolean>(

100);

private ObjectInfo introspect(final Object obj, final Field fld)

throws IllegalAccessException {

// use Field type only if the field contains null. In this case we will

// at least know what's expected to be

// stored in this field. Otherwise, if a field has interface type, we

// won't see what's really stored in it.

// Besides, we should be careful about primitives, because they are

// passed as boxed values in this method

// (first arg is object) - for them we should still rely on the field

// type.

boolean isPrimitive = fld != null && fld.getType().isPrimitive();

boolean isRecursive = false; // will be set to true if we have already

// seen this object

if (!isPrimitive) {

if (m_visited.containsKey(obj))

isRecursive = true;

m_visited.put(obj, true);

}

final Class type = (fld == null || (obj != null && !isPrimitive)) ? obj

.getClass() : fld.getType();

int arraySize = 0;

int baseOffset = 0;

int indexScale = 0;

if (type.isArray() && obj != null) {

baseOffset = unsafe.arrayBaseOffset(type);

indexScale = unsafe.arrayIndexScale(type);

arraySize = baseOffset + indexScale * Array.getLength(obj);

}

final ObjectInfo root;

if (fld == null) {

root = new ObjectInfo("", type.getCanonicalName(), getContents(obj,

type), 0, getShallowSize(type), arraySize, baseOffset,

indexScale);

} else {

final int offset = (int) unsafe.objectFieldOffset(fld);

root = new ObjectInfo(fld.getName(), type.getCanonicalName(),

getContents(obj, type), offset, getShallowSize(type),

arraySize, baseOffset, indexScale);

}

if (!isRecursive && obj != null) {

if (isObjectArray(type)) {

// introspect object arrays

final Object[] ar = (Object[]) obj;

for (final Object item : ar)

if (item != null)

root.addChild(introspect(item, null));

} else {

for (final Field field : getAllFields(type)) {

if ((field.getModifiers() & Modifier.STATIC) != 0) {

continue;

}

field.setAccessible(true);

root.addChild(introspect(field.get(obj), field));

}

}

}

root.sort(); // sort by offset

return root;

}

// get all fields for this class, including all superclasses fields

private static List<Field> getAllFields(final Class type) {

if (type.isPrimitive())

return Collections.emptyList();

Class cur = type;

final List<Field> res = new ArrayList<Field>(10);

while (true) {

Collections.addAll(res, cur.getDeclaredFields());

if (cur == Object.class)

break;

cur = cur.getSuperclass();

}

return res;

}

// check if it is an array of objects. I suspect there must be a more

// API-friendly way to make this check.

private static boolean isObjectArray(final Class type) {

if (!type.isArray())

return false;

if (type == byte[].class || type == boolean[].class

|| type == char[].class || type == short[].class

|| type == int[].class || type == long[].class

|| type == float[].class || type == double[].class)

return false;

return true;

}

// advanced toString logic

private static String getContents(final Object val, final Class type) {

if (val == null)

return "null";

if (type.isArray()) {

if (type == byte[].class)

return Arrays.toString((byte[]) val);

else if (type == boolean[].class)

return Arrays.toString((boolean[]) val);

else if (type == char[].class)

return Arrays.toString((char[]) val);

else if (type == short[].class)

return Arrays.toString((short[]) val);

else if (type == int[].class)

return Arrays.toString((int[]) val);

else if (type == long[].class)

return Arrays.toString((long[]) val);

else if (type == float[].class)

return Arrays.toString((float[]) val);

else if (type == double[].class)

return Arrays.toString((double[]) val);

else

return Arrays.toString((Object[]) val);

}

return val.toString();

}

// obtain a shallow size of a field of given class (primitive or object

// reference size)

private static int getShallowSize(final Class type) {

if (type.isPrimitive()) {

final Integer res = primitiveSizes.get(type);

return res != null ? res : 0;

} else

return objectRefSize;

}

}

先一个测试类来验证一下Unsafe的方式计算出的结果

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public class ClassIntrospectorTest

{

public static void main(String[] args) throws IllegalAccessException {

final ClassIntrospector ci = new ClassIntrospector();

ObjectInfo res;

res = ci.introspect( new ObjectA() );

System.out.println( res.getDeepSize() );

}

private static class ObjectA {

String str; // 4

int i1; // 4

byte b1; // 1

byte b2; // 1

int i2; // 4

ObjectB obj; //4

byte b3; // 1

}

private static class ObjectB {

}

}

计算结果如下:

32

和我们之前计算结果是一致的,证明是正确的。

最后再来测试一下数组对象的长度。有两个类如下:

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private static class ObjectC {

ObjectD[] array = new ObjectD[2];

}

private static class ObjectD {

int value;

}

它们在内存的大体分布如下图:



我们可以手工计算一下ObjectC obj = new ObjectC()的大小:

ObjectC的Shallow size = 8(_mark) + 4(oop指针) + 4(ObjectD[]引用) = 16

new ObjectD[2]数组的长度 = 8(_mark) + 4(oop指针) + 4(数组长度占4个字节) + 4(ObjectD[0]引用) + 4(ObjectD[1]引用) = 24

由于ObjectD[]数组没有指向具体的对象大小,所以我们手工计算的结果是16 + 24 = 40

使用Unsafe对象的方式来计算一下:

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public static void main(String[] args) throws IllegalAccessException {

final ClassIntrospector ci = new ClassIntrospector();

ObjectInfo res;

res = ci.introspect( new ObjectC() );

System.out.println( res.getDeepSize() );

}

计算结果如下,和我们计算的结果是一致的,证明是正确的:

40

再给ObjectD[]数组指向具体的ObjectD对象,再测试一下结果:

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public static void main(String[] args) throws IllegalAccessException {

final ClassIntrospector ci = new ClassIntrospector();

ObjectInfo res;

res = ci.introspect( new ObjectC() );

System.out.println( res.getDeepSize() );

}

private static class ObjectC {

ObjectD[] array = new ObjectD[2];

public ObjectC(){

array[0] = new ObjectD();

array[1] = new ObjectD();

}

}

private static class ObjectD {

int value;

}

我们可以手工计算一下ObjectC obj = new ObjectC()的大小:

ObjectC的Shallow size = 8(_mark) + 4(oop指针) + 4(ObjectD[]引用) = 16

new ObjectD[2]数组的长度 = 8(_mark) + 4(oop指针) + 4(数组长度占4个字节) + 4(ObjectD[0]引用) + 4(ObjectD[1]引用) = 24

ObjectD对象长度 = 8(_mark) + 4(oop指针) + 4(value) = 16

所以ObjectC实际占用的空间 = 16 + 24 + 2 * 16 = 72

使用Unsafe的方式计算的结果也是72,和我们手工计算的方式一致。

其他参考链接:https://segmentfault.com/a/1190000004574249
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