jvm两种方式获取对象所占用的内存
2018-03-11 20:47
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在开发过程中,我们有时需要来获取某个对象的大小,以方便我们参考,来决定开发的技术方案。jvm中提供了两种方式来获取一个对象的大小。
其中sizeof方法仅仅获取的是当前对象的大小,而该对象的如果存在对其他对象的引用,则不在计算范围以内,而fullsizeof则会计算整体的大小。
将该java文件进行编译,并打成jar包
修改META-INF/MANIFEST.MF文件内容
注意:每个冒号后面都有一个空格,且最后一行会有一个换行
将该jar包导入项目
添加启动参数:-javaagent:E:sizeOfAgent.jar
我这边是将该jar包放在e盘,这里填写绝对路径。
这样我们就可以通过调用该类中的sizeOf方法或者fullSizeOf方法即可。
当我们需要计算一个对象大小时,我们只需要获取ClassIntrospector实例,并调用其introspect方法,参数为需要计算大小的对象,就可以获取到ObjectInfo对象,这个对象中就包含了要计算的对象的各项信息(名字,类型,属性的偏移量等),想要获取对象的大小,我们只需要调用OjbectInfo的getDeepSiz即可。
ClassIntrospector中还定义了一个方法getObjectRefSize,这个方法的作用是获取当前虚拟机对象引用指针所占的空间,如果机器的内存在32G以下,则会默认开启指针压缩,占4个字节,否则占8个,可以使用参数-XX:-UseCompressedOops进行指针压缩
测试代码:
运行结果:
两种方法的运行结果一致,我们进行对象的手动计算,计算公式:
mark头(8字节)+oop指针(4字节)+对象属性
以person对象为例:
mark头(8字节)+oop指针(4字节)+name(String类型引用4字节)+age(int类型引用4字节)=20
jvm会对一个对象进行内存对齐,是的对象的大小为8的倍数,所以最终结果为24。
当然这两种计算方式都是对对象的一个大概计算,当一个对象引用String类型时,其实是有常量池的存在的,所以计算出来的只我们只能做个参考即可。
通过Instrumentation来计算对象的大小
编写计算代码:package com.java.basic; import java.lang.instrument.Instrumentation; import java.lang.reflect.Array; import java.lang.reflect.Field; import java.lang.reflect.Modifier; import java.util.IdentityHashMap; import java.util.Map; import java.util.Stack; public class SizeOfAgent { private static Instrumentation inst; /** initializes agent */ public static void premain(String agentArgs, Instrumentation instP) { inst = instP; } /** * Returns object size without member sub-objects. * @param o object to get size of * @return object size */ public static long sizeOf(Object o) { if(inst == null) { throw new IllegalStateException("Can not access instrumentation environment.\n" + "Please check if jar file containing SizeOfAgent class is \n" + "specified in the java's \"-javaagent\" command line argument."); } return inst.getObjectSize(o); } /** * Calculates full size of object iterating over * its hierarchy graph. * @param obj object to calculate size of * @return object size */ public static long fullSizeOf(Object obj) { Map<Object, Object> visited = new IdentityHashMap<Object, Object>(); Stack<Object> stack = new Stack<Object>(); long result = internalSizeOf(obj, stack, visited); while ( 4000 !stack.isEmpty()) { result += internalSizeOf(stack.pop(), stack, visited); } visited.clear(); return result; } private static boolean skipObject(Object obj, Map<Object, Object> visited) { if (obj instanceof String) {//这个if是bug,应当去掉--teasp // skip interned string if (obj == ((String) obj).intern()) { return true; } } return (obj == null) || visited.containsKey(obj); } @SuppressWarnings("rawtypes") private static long internalSizeOf(Object obj, Stack<Object> stack, Map<Object, Object> visited) { if (skipObject(obj, visited)) { return 0; } visited.put(obj, null); long result = 0; // get size of object + primitive variables + member pointers result += SizeOfAgent.sizeOf(obj); // process all array elements Class clazz = obj.getClass(); if (clazz.isArray()) { if(clazz.getName().length() != 2) {// skip primitive type array int length = Array.getLength(obj); for (int i = 0; i < length; i++) { stack.add(Array.get(obj, i)); } } return result; } // process all fields of the object while (clazz != null) { Field[] fields = clazz.getDeclaredFields(); for (int i = 0; i < fields.length; i++) { if (!Modifier.isStatic(fields[i].getModifiers())) { if (fields[i].getType().isPrimitive()) { continue; // skip primitive fields } else { fields[i].setAccessible(true); try { // objects to be estimated are put to stack Object objectToAdd = fields[i].get(obj); if (objectToAdd != null) { stack.add(objectToAdd); } } catch (IllegalAccessException ex) { assert false; } } } } clazz = clazz.getSuperclass(); } return result; } }
其中sizeof方法仅仅获取的是当前对象的大小,而该对象的如果存在对其他对象的引用,则不在计算范围以内,而fullsizeof则会计算整体的大小。
将该java文件进行编译,并打成jar包
com.java.basic.SizeOfAgent .java jar cvf sizeOfAgent.jar com/java.basic/SizeOfAgent .class
修改META-INF/MANIFEST.MF文件内容
Premain-Class: com.java.basic.SizeOfAgent Boot-Class-Path: Can-Redefine-Classes: false
注意:每个冒号后面都有一个空格,且最后一行会有一个换行
将该jar包导入项目
添加启动参数:-javaagent:E:sizeOfAgent.jar
我这边是将该jar包放在e盘,这里填写绝对路径。
这样我们就可以通过调用该类中的sizeOf方法或者fullSizeOf方法即可。
使用Unsafe类来获取对象大小
unsafe对象可以获取到一个对象中各个属性的内存指针的偏移量,可以利用其来计算一个对象的大小。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.Comparator; import java.util.HashMap; import java.util.IdentityHashMap; import java.util.List; import java.util.Map; import sun.misc.Unsafe; 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); } } public int getObjectRefSize() { return objectRefSize; } /** 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; } static 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; } }
当我们需要计算一个对象大小时,我们只需要获取ClassIntrospector实例,并调用其introspect方法,参数为需要计算大小的对象,就可以获取到ObjectInfo对象,这个对象中就包含了要计算的对象的各项信息(名字,类型,属性的偏移量等),想要获取对象的大小,我们只需要调用OjbectInfo的getDeepSiz即可。
ClassIntrospector中还定义了一个方法getObjectRefSize,这个方法的作用是获取当前虚拟机对象引用指针所占的空间,如果机器的内存在32G以下,则会默认开启指针压缩,占4个字节,否则占8个,可以使用参数-XX:-UseCompressedOops进行指针压缩
下面我们进行一个简单的验证:
首先我们先定义一个对象:public class Person { private String name; private int age; public String getName() { return name; } public void setName(String name) { this.name = name; } public int getAge() { return age; } public void setAge(int age) { this.age = age; } }
测试代码:
public static void main(String[] args) throws Exception { Person person = new Person(); System.out.println(SizeOfAgent.fullSizeOf(person)); ClassIntrospector cIntrospector = new ClassIntrospector(); ObjectInfo oInfo = cIntrospector.introspect(person); System.out.println(oInfo.getDeepSize()); }
运行结果:
24 24
两种方法的运行结果一致,我们进行对象的手动计算,计算公式:
mark头(8字节)+oop指针(4字节)+对象属性
以person对象为例:
mark头(8字节)+oop指针(4字节)+name(String类型引用4字节)+age(int类型引用4字节)=20
jvm会对一个对象进行内存对齐,是的对象的大小为8的倍数,所以最终结果为24。
当然这两种计算方式都是对对象的一个大概计算,当一个对象引用String类型时,其实是有常量池的存在的,所以计算出来的只我们只能做个参考即可。
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