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  • <实战> 通过分析Heap Dump 来了解 Memory Leak ,Retained Heap,Shallow Heap

    引入:

    最近在和别的团队的技术人员聊天,发现很多人对于堆的基本知识都不太熟悉,所以他们不能很好的检测出memory leak问题,这里就用一个专题来讲解如何通过分析heap dump文件来查找memory leak问题,以及什么是 Shallow Heap,什么是Retained Heap

    实践:

    准备工作:

    为了开始研究,我们希望在memory 溢出时候能自动生成heap dump文件,为此,我们在运行时候添加JVM 参数:-XX:+HeapDumpOnOutOfMemoryError

    wKioOVLCaRzwXjgJAAClaXfchO0380.jpg

    然后,我们来做一系列实验来逐步研究各个有趣的问题。

    实验1

    我们先来研究最简单的memory leak例子。我们先构造一个POJO类Person,这个Person类就是一般的java 类,然后我们构造一个ArrayList,然后在一个无限循环中一直放这个Person类的实例,因为Person类和ArrayList都在堆上,而ArrayList因为是强引用,所以无法被GC回收,(因为我们List一直在用并没有摧毁)所以一旦ArrayList所占用的堆内存填满整个heap size时候,heap就溢出了。

    POJO类代码是:

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    package com.charles.research;
    /**
     *
     * 这是一个Person类,我用它来撑满heap
     * @author charles.wang
     *
     */
    public class Person {
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
        private String name;
        private String sex;
        private int age;
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
        public Person( String name,String sex,int age){
            this.name=name;
            this.sex=sex;
            this.age=age;
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
        public String getName() {
            return name;
        }
        public void setName(String name) {
            this.name = name;
        }
        public String getSex() {
            return sex;
        }
        public void setSex(String sex) {
            this.sex = sex;
        }
        public int getAge() {
            return age;
        }
        public void setAge(int age) {
            this.age = age;
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
    }

    然后我们创建ArrayList,并且无限向其中添加Person类对象的方法是:

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    /**
         * 造成内存溢出,这次重复添加一个Person对象到一个列表中,因为列表是强引用,所以无法被回收,
         * 从而最终导致内存溢出
         */
        public static void makeOutOfMemory1(){
                                                                                                                   
                                                                                                                   
            //无限往一个List中加对象,因为List是强引用,所以不会被GC,从而导致memory溢出
            List<Person> persons = new ArrayList<Person> ();
            while( 1>0){
                persons.add( new Person("fakeperson","male",25));
            }
        }

    当运行上述代码时候,堆溢出了,产生了heap dump文件(因为在准备工作部分,我们用VM参数指定了如果堆溢出则产生heap dump)

    wKioOVLCa2_zqDEGAAC3kcsXwZE936.jpg

    MAT(Memory Analyze Tool)工具分析这个hprof文件,我们发现了,它的确探测出了memory leak问题,如下:

    wKioJlLCa-iCPHTcAAEQCdKF0JQ834.jpg

    如图所示,这里很清楚的表示,main()方法中有一个集合类型,,然后集合中的每一个元素都是com.charles.research.Person的对象,并且每个对象的Shallow Heap和Retained Heap大小都为24byte.

    因为ArrayList一直存在,所以当对象足够多时候,就把heap弄满并且溢出了。

    wKioJlLCbObxUI-VAAA7f7wMhIQ502.jpg

    看到没,这里创建了2261945个Person对象,每个对象占据了24个byte,所以一共占据了

    24 * 2261945=54286680字节,差不多约为51.77M大小的堆空间。

     

    好了,我们关注点来了, 为什么这里Person对象的Shallow Size和Retained Size都为24byte呢?

    为了解决这个问题,我们要看下Shallow Size和Retained Size各是什么?

     

    知识补充:

    Shallow Size是对象本身占据的内存的大小,不包含其引用的对象。对于常规对象(非数组)的Shallow Size由其成员变量的数量和类型来定,而数组的ShallowSize由数组类型和数组长度来决定,它为数组元素大小的总和。

    Retained Size=当前对象大小+当前对象可直接或间接引用到的对象的大小总和。(间接引用的含义:A->B->C,C就是间接引用) ,并且排除被GC Roots直接或者间接引用的对象

    有一篇文章非常好,这里给出链接,它非常直观的讲解了这2个概念:http://blog.csdn.net/kingzone_2008/article/details/9083327

    所以,我们这里的Person类,因为我们机器是32位 WIN XP系统,所以对象头占据8byte,它包含String对象引用(name),占据4byte,包含String对象引用(sex),占据4byte,包含一个int类型(age),占据4byte,所以一共占据8+4+4+4=20byte, 因为要补齐位数,所以最后尺寸为24byte. 这就是这个对象的本身大小(Shallow Heap)的大小。

    小知识:为了说明补齐,大家也可以做实验,如果我们Person中加一个String成员,那么Person类大小仍然为24byte,因为这个新String对象的引用4byte刚好去填了补齐的那个坑,如果再加一个String成员,那么Person类大小就直接从24byte升到32byte了,因为又产生了一个坑需要补齐。

    而我们的Person类中没有引入其他的类(不包括String,因为String直接被Root GC引用),所以回收Person占据的内存就是回收Person自身,所以Retained Heap大小等同于Shallow Heap大小。

    实验2:

    我们现在来研究类引用其他类的例子,比如我们现在再定义新的POJO类,比如叫CompanyPerson,这个CompanyPerson类引用Person类作为其成员变量(原谅我没用继承,我这里只是为了说明问题),还加了一些其他成员变量,这个新的类如下:

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    package com.charles.research;
    /**
     *
     * 这是一个CompanyPerson类,它会引用到Person类,并且加入了一些额外属性,比如员工号,收入,职位
     * @author charles.wang
     *
     */
    public class CompanyPerson {
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
        //引用Person类
        private Person person;
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
        private String employeeId;
        private double salary;
        private String position;
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
        public CompanyPerson( Person person, String employeeId, double salary,String position){
            this.person = person;
            this.employeeId = employeeId;
            this.salary = salary;
            this.position = position;
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
        public Person getPerson() {
            return person;
        }
        public void setPerson(Person person) {
            this.person = person;
        }
        public String getEmployeeId() {
            return employeeId;
        }
        public void setEmployeeId(String employeeId) {
            this.employeeId = employeeId;
        }
        public double getSalary() {
            return salary;
        }
        public void setSalary(double salary) {
            this.salary = salary;
        }
        public String getPosition() {
            return position;
        }
        public void setPosition(String position) {
            this.position = position;
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
    }

    然后,我们按照与实验一相同的方式,在无限循环中创建CompanyPerson类,然后将他们的实例添加到一个ArrayList中从而让其堆内存溢出:

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    /**
         * 造成内存溢出,这次重复添加一个CompanyPerson对象到一个列表中,而CompanyPerson对象是引用Person对象的,因为列表是强引用,所以无法被回收,
         * 从而最终导致内存溢出
         */
        public static void makeOutOfMemory2(){
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
            //无限往一个List中加对象,因为List是强引用,所以不会被GC,从而导致memory溢出
            List<CompanyPerson> companyPersons = new ArrayList<CompanyPerson> ();
            while( 1>0){
                Person person = new Person("fackperson","male",25);
                CompanyPerson cp = new CompanyPerson(person,"emp123",20000L,"SSE");
                companyPersons.add( cp);
            }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
        }

    我们在分析heap dump文件:

    wKioJlLCcePBLilYAADc13JS5MM577.jpg

    发现,它这次Shallow Heap为32byte,这是正确的因为它包含对象头(8byte),对象引用person(4byte),一个 String对象引用  employeeId(4byte),一个double类型的salary(8byte),一个String对象引用 position(4byte), 所以一共占据8+4+4+8+4=28字节,补位后为32字节。

    但是,这次我们发现Retained Heap和Shallow Heap不同了,因为按照我们上面的结论,一个Retained Heap的大小为回收它时候能回收的heap大小,其中还包括回收它能直接/间接引用到的对象大小的总和(不包括被GC Root直接间接引用的) ,这里CompanyPerson直接引用了Person,而Person的Shallow Heap是24byte,所以CompanyPerson的Retained Heap大小为其自身Shallow Heap(32byte) ,加上它引用到的Person对象的24byte,所以最后是 24+32=56byte.

    实验3:

    最后我们看下不会造成memory leak的例子,比如我们就在一个无限循环中一直创建Person对象,而不吧这些新建的Person对象添加到 List中:

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    /**
         * 这个不会造成内存溢出,因为我们每次都在Heap上创建对象,但是这个对象是弱引用对象,所以会被回收
         */
        public static void makeOutOfMemory3(){
                                                                                                                                                                                                                                                                                                                                                                                            
            //无限创建一个Person对象
            while( 1>0){
                Person person = new Person("fackperson","male",25);
            }
        }

    我们运行这个例子,运行了20分钟,依然在执行而不会出现 OutOfMemoryError,这是因为,这里的person都是弱引用的,所以很容易被GC回收,一旦堆到达某个阀值,则GC进程就开始回收,为了观察这个过程,我们首先获得当前运行的例子的进程PID:

    wKioOVLCdEaxUQSFAADFBec9TDk169.jpg

    然后我们打开JConsole,本地连接到这个PID上,我们去观察Heap Memory Usage的变化半个小时:

    wKioOVLCdJzAlzXiAAFgkr1ovCU209.jpg

    这里很清楚的看到波浪图,说明一边在创建新对象,一边GC在回收,所以heap内存有如此波动。

    总结:

    通过以上3个实验,我们有如下结论:

    (1)只有强引用的对象(比如集合类型),在其对象中不断引用其他对象,这样才会导致memory leak.弱引用的对象会被GC回收从而不会导致memory leak.

    (2)对于一个不引用其他自定义类对象的对象,它的Shallow Heap大小和Retained Heap大小相等,并且这个大小为这个对象的对象头(取决于平台是32位还是64位) 和所有成员变量的按照类型计算出的大小(如果是对象引用就是4个byte或者8个byte,也取决于平台是32位还是64位,这决定了你寻址用的地址的尺寸)的总和,并且做补位操作。

    (3)对于一个引用其他自定义类对象的对象,它的Shallow Heap大小和Retained Heap大小不相等,Retained Heap尺寸为该对象自己的Shallow Heap大小加上它所有直接或者间接引用到的对象的大小的总和(不包括被GC Root直接间接引用的对象)

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  • 原文地址:https://www.cnblogs.com/kabi/p/6531815.html
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