LeakCanary核心机制学习

电玩女神 2023-01-16 06:35 212阅读 0赞

## read the fucking source code ##

# 前言 #

本文不包含分析`LeakCanary`所使用的`haha`库的代码.

[LeakCanary 官网][LeakCanary]

本文基于:`leakcanary-android:2.7`

简单的使用仅是一句话,连初始化代码都不需要你写.

dependencies {
        
      debugImplementation 'com.squareup.leakcanary:leakcanary-android:2.7'
    }

# LeakCanary初始化分析 #

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FmYW5taW5neWlx_size_16_color_FFFFFF_t_70]

上图便是`leakCanary`工程目录,而初始化代码位于`leakcanary-android-process`.  
其清单文件如下:

这里补充一个知识点 AMS初始一个app的时候先调用`Provider.onCreate`在调用`Application.onCreate`.  
又让我从`LeakCanary`学来的奇淫技巧.  
如果你想知道为什么可参考:  
[Application.onCreate 、ContentProvider.onCreate 、 Activity.onCreate 的调用顺序研究][Application.onCreate _ContentProvider.onCreate _ Activity.onCreate]

//AppWatcherInstaller.kt
    internal sealed class AppWatcherInstaller : ContentProvider() {
        
      //内部类巧妙的运用,可以瞬间构造两个不同的provider,可以拿来切换或者测试等	
      internal class MainProcess : AppWatcherInstaller()
    
      internal class LeakCanaryProcess : AppWatcherInstaller()
    
      override fun onCreate(): Boolean {
        
        val application = context!!.applicationContext as Application
        AppWatcher.manualInstall(application)
        return true
      }

//ObjectWatcher.kt
    class ObjectWatcher constructor(
      private val clock: Clock,
      //注意下这个参数,Executor很明显就是jdk类,用于封装线程调度
      private val checkRetainedExecutor: Executor,
      private val isEnabled: () -> Boolean = {
         true }
    )
    
    //AppWatcher.kt
    object AppWatcher {
        
    
    //ObjectWatcher对象具体后面将.我们首先观察一个属性checkRetainedExecutor
    val objectWatcher = ObjectWatcher(
       clock = {
         SystemClock.uptimeMillis() },
       checkRetainedExecutor = {
        
        //internal val mainHandler by lazy { Handler(Looper.getMainLooper()) }
        //这里拿的android主线的handler
        //为什么这里拿主线程是有一定原因的后文再讲
         mainHandler.postDelayed(it, retainedDelayMillis)
       },
       isEnabled = {
         true }
     )
     
    
       fun manualInstall(
        application: Application,
        retainedDelayMillis: Long = TimeUnit.SECONDS.toMillis(5),
        watchersToInstall: List<InstallableWatcher> = appDefaultWatchers(application)
      ) {
        
        //...略
        //注册一些监听这里先不深究,讲到时在做分析
        LeakCanaryDelegate.loadLeakCanary(application)
    
        //我们在看下这个集合
        watchersToInstall.forEach {
        
          it.install()
        }
      }
      
       fun appDefaultWatchers(
        application: Application,
        reachabilityWatcher: ReachabilityWatcher = objectWatcher
      ): List<InstallableWatcher> {
        
      	//每个集合对象表示可以监控内存泄露的类
        return listOf(
          //监控Activity	
          ActivityWatcher(application, reachabilityWatcher),
          //fragment和viewmodel
          FragmentAndViewModelWatcher(application, reachabilityWatcher),
          //监控view
          RootViewWatcher(reachabilityWatcher),
          //监控service
          ServiceWatcher(reachabilityWatcher)
        )
      }	
    }

上面将四个集合对象调用`install`便完成了初始化.

# ActivityWatcher #

`ActivityWatcher`用于监控`Activity`相关的泄露.在了解之前先要补充一个小知识点.

## ReferenceQueue妙用 ##

`ReferenceQueue`被相关引用我们可知道那些对象被回收.

public class JavaMain {
        
        static String smg = new String("nihao");
    
        public static void main(String[] args) throws InterruptedException {
        
    
            ReferenceQueue<String> queue = new ReferenceQueue<>();
            //WeakReference对象被回收时,会将reference放入queue中
            Reference<String> reference = new WeakReference<>(smg, queue);
            
            Reference<? extends String> poll = queue.poll();
    	    //输出null,因为对象被smg引用
    	    System.out.println(poll);
            smg = null;
           
            //执行Gc,在android请用Runtime.getRuntime().gc();具体原因后文讲解
            System.gc();
            TimeUnit.SECONDS.sleep(1);
            //输出java.lang.ref.WeakReference@15db9742
             poll = queue.poll();
            System.out.println(poll);
        }
    }

上面是一个小例子,请务必理解.另外如果WeakReference持有的是常量池的引用,是不会被回收的.如下:

public class JavaMain {
        
        //注意原来是new String("nihao")
        //smg指向常量池nihao
        static String smg = "nihao";
    
        public static void main(String[] args) throws InterruptedException {
        
    
            ReferenceQueue<String> queue = new ReferenceQueue<>();
            Reference<String> reference = new WeakReference<>(smg, queue);
            Reference<? extends String> poll = queue.poll();
            //输出null
            System.out.println(poll);
            smg = null;
            //执行Gc,在android请用Runtime.getRuntime().gc();具体原因后文讲解
            System.gc();
            TimeUnit.SECONDS.sleep(1);
           
            poll = queue.poll();
            //输出null.常量池对象不轻易回收
            System.out.println(poll);
        }
    }

`ActivityWatcher`的核心思想是在`Activity`的`Destroy`时,将`Activity`放入一个`WeakReference`中,而`WeakReference`会传入一个`ReferenceQueue`,在等候一定时间后判断`ReferenceQueue`是否有了新元素.

## ActivityWatcher ##

//ActivityWatcher.kt
    class ActivityWatcher(
      private val application: Application,
      private val reachabilityWatcher: ReachabilityWatcher
    ) : InstallableWatcher {
        
    
      private val lifecycleCallbacks =
        object : Application.ActivityLifecycleCallbacks by noOpDelegate() {
        
          override fun onActivityDestroyed(activity: Activity) {
        
        	//利用Application对象注册Activity的destory回调.
        	//reachabilityWatcher指向AppWatcher.objectWatcher
            reachabilityWatcher.expectWeaklyReachable(
              activity, "${
          activity::class.java.name} received Activity#onDestroy() callback"
            )
          }
        }
      //初始化代码会调用
      override fun install() {
        
        application.registerActivityLifecycleCallbacks(lifecycleCallbacks)
      }
    
      override fun uninstall() {
        
        application.unregisterActivityLifecycleCallbacks(lifecycleCallbacks)
      }
    }

class ObjectWatcher constructor(
     private val clock: Clock,
      private val checkRetainedExecutor: Executor,//指向main线程哦
      private val isEnabled: () -> Boolean = {
         true }){
        
    
      //放入要检测泄露的对象,和queue配合检测泄露,如果queue.pool返回对象时需要删除watchedObjects引用
      private val watchedObjects = mutableMapOf<String, KeyedWeakReference>()
      //queue存储要检测的休闲,和watchedObjects合作检测泄露
      private val queue = ReferenceQueue<Any>()
    
      @Synchronized override fun expectWeaklyReachable(
        watchedObject: Any,
        description: String
      ) {
        
      
        if (!isEnabled()) {
        
          return
        }
        
        //循环queue.pool函数直到返回null,期间同时清理能返回数据的watchedObjects对象
        removeWeaklyReachableObjects()
    
        val key = UUID.randomUUID()
          .toString()
        val watchUptimeMillis = clock.uptimeMillis()
    	//将当前Activity放入引用对象中,注意这里传入了queue
        val reference =
          KeyedWeakReference(watchedObject, key, description, watchUptimeMillis, queue)
        
    	//放入一个数组中
        watchedObjects[key] = reference
        //checkRetainedExecutor是主线程哦.execute会将任务丢到队列中,那么会延迟执行,
        //为什么checkRetainedExecutor要是主线程?因为Activity调用destroy不会马上回收,
        //android会在destroy返回后会做一些清理在回收
        checkRetainedExecutor.execute {
        
        //往下分析
          moveToRetained(key)
        }
      }
      private fun removeWeaklyReachableObjects() {
        
        //比较简单,queue.pool返回了对象,那么证明对象被回收,watchedObjects也就没必要保存监控对象
        var ref: KeyedWeakReference?
        do {
        
          ref = queue.poll() as KeyedWeakReference?
          if (ref != null) {
        
            watchedObjects.remove(ref.key)
          }
        } while (ref != null)
      }
    	
      
    
    }

上文会将一个事件丢入main线程然后等候下次调度`moveToRetained`,这时基本Activity已经被回收

private fun moveToRetained(key: String) {
        
      	//移除被回收对象
        removeWeaklyReachableObjects()
        
        val retainedRef = watchedObjects[key]
        //如果removeWeaklyReachableObjects没有移除retainedRef 那么证明还没有回收
        if (retainedRef != null) {
        
          retainedRef.retainedUptimeMillis = clock.uptimeMillis()
          //onObjectRetainedListeners在LeakCanaryDelegate.loadLeakCanary(application)被设置
          onObjectRetainedListeners.forEach {
         it.onObjectRetained() }
        }
      }

//InternalLeakCanary.kt
    //这里继承两个接口:
    //				(Application) -> Unit 
    //				OnObjectRetainedListener
    internal object InternalLeakCanary : (Application) -> Unit, OnObjectRetainedListener {
        
      //运行到这
      override fun onObjectRetained() = scheduleRetainedObjectCheck()
    
      fun scheduleRetainedObjectCheck() {
        
      	//视为true即可
        if (this::heapDumpTrigger.isInitialized) {
        
          //heapDumpTrigger为HeapDumpTrigger,再次严禁的确认对象是否没有被释放
          heapDumpTrigger.scheduleRetainedObjectCheck()
        }
      }
    }

//HeapDumpTrigger.kt
     fun scheduleRetainedObjectCheck(
        delayMillis: Long = 0L
      ) {
        
        val checkCurrentlyScheduledAt = checkScheduledAt
        if (checkCurrentlyScheduledAt > 0) {
        
          return
        }
        checkScheduledAt = SystemClock.uptimeMillis() + delayMillis
       	//backgroundHandler是一个子线程
        backgroundHandler.postDelayed({
        
          checkScheduledAt = 0
          checkRetainedObjects()
        }, delayMillis)
      }
     private fun checkRetainedObjects() {
        
       		//再次严禁的确认是否泄漏,
       		//获取存活数量
            var retainedReferenceCount = objectWatcher.retainedObjectCount
    		
            if (retainedReferenceCount > 0) {
        
              //触发gc后在获取一次存活数量
              gcTrigger.runGc()
              retainedReferenceCount = objectWatcher.retainedObjectCount
            }
            //...略
    }

object Default : GcTrigger {
        
        override fun runGc() {
        
          // Code taken from AOSP FinalizationTest:
          // https://android.googlesource.com/platform/libcore/+/master/support/src/test/java/libcore/
          // java/lang/ref/FinalizationTester.java
          // System.gc() does not garbage collect every time. Runtime.gc() is
          // more likely to perform a gc.
          //这里英文注释解释的很好,System.gc() 并不会每次都会执行gc,Runtime.gc()更加可能执行
          Runtime.getRuntime()
            .gc()
          enqueueReferences()
          System.runFinalization()
        }
    
        private fun enqueueReferences() {
        
          // Hack. We don't have a programmatic way to wait for the reference queue daemon to move
          // references to the appropriate queues.
          try {
        
            Thread.sleep(100)
          } catch (e: InterruptedException) {
        
            throw AssertionError()
          }
        }
      }

在确认泄漏后我们不在分析,我们看看其他泄漏是怎么检测的

# FragmentAndViewModelWatcher #

class FragmentAndViewModelWatcher(
      private val application: Application,
      private val reachabilityWatcher: ReachabilityWatcher
    ) : InstallableWatcher {
        
    
      private val fragmentDestroyWatchers: List<(Activity) -> Unit> = run {
        
        val fragmentDestroyWatchers = mutableListOf<(Activity) -> Unit>()
    
       //略这里 AndroidXFragmentDestroyWatcher放入fragmentDestroyWatchers
    	
        fragmentDestroyWatchers
      }
    
      private val lifecycleCallbacks =
        object : Application.ActivityLifecycleCallbacks by noOpDelegate() {
        
          override fun onActivityCreated(
            activity: Activity,
            savedInstanceState: Bundle?
          ) {
        
          //注意这里调用oncreate的时候放入一个观察
          //fragmentDestroyWatchers存放AndroidXFragmentDestroyWatcher
            for (watcher in fragmentDestroyWatchers) {
        
              //调用AndroidXFragmentDestroyWatcher.invoke.
              //	
              watcher(activity)
            }
          }
        }
    
      override fun install() {
        
        application.registerActivityLifecycleCallbacks(lifecycleCallbacks)
      }
    
      override fun uninstall() {
        
        application.unregisterActivityLifecycleCallbacks(lifecycleCallbacks)
      } 
    }

//AndroidXFragmentDestroyWatcher.kt
    internal class AndroidXFragmentDestroyWatcher(
      private val reachabilityWatcher: ReachabilityWatcher
    ) : (Activity) -> Unit {
        
    
      override fun invoke(activity: Activity) {
        
        if (activity is FragmentActivity) {
        
          val supportFragmentManager = activity.supportFragmentManager
          //registerFragmentLifecycleCallbacks可以监听到每个fragment的添加和实例
          supportFragmentManager.registerFragmentLifecycleCallbacks(fragmentLifecycleCallbacks, true)
          //viewModel相关,先暂时放着	
          ViewModelClearedWatcher.install(activity, reachabilityWatcher)
        }
      }
      
      private val fragmentLifecycleCallbacks = object : FragmentManager.FragmentLifecycleCallbacks() {
        
    
        override fun onFragmentCreated(
          fm: FragmentManager,
          fragment: Fragment,
          savedInstanceState: Bundle?
        ) {
        
          //viewmodel相关,先跳过
          ViewModelClearedWatcher.install(fragment, reachabilityWatcher)
        }
    
        override fun onFragmentViewDestroyed(
          fm: FragmentManager,
          fragment: Fragment
        ) {
        
          val view = fragment.view
          if (view != null) {
        
          	//检测view是否被持有,原理同Activity,这里不在重复讲解
            reachabilityWatcher.expectWeaklyReachable(
              view, "${
          fragment::class.java.name} received Fragment#onDestroyView() callback " +
              "(references to its views should be cleared to prevent leaks)"
            )
          }
        }
    
        override fun onFragmentDestroyed(
          fm: FragmentManager,
          fragment: Fragment
        ) {
        
          //检测fragment是否被持有,原理同Activity.这里不在重复讲解
          reachabilityWatcher.expectWeaklyReachable(
            fragment, "${
          fragment::class.java.name} received Fragment#onDestroy() callback"
          )
        }
      }
    }

# ViewModelClearedWatcher #

上一小节我们看到在fragment的create函数调用 `ViewModelClearedWatcher.install(fragment, reachabilityWatcher)`进行监控`viewmodel`的泄露.  
请务必了解viewmodel基础知识:

[ViewModel 源码分析][ViewModel]

internal class ViewModelClearedWatcher(
      storeOwner: ViewModelStoreOwner,
      private val reachabilityWatcher: ReachabilityWatcher
    ) : ViewModel() {
        
    
      private val viewModelMap: Map<String, ViewModel>?
    
      init {
        
    	  //ViewModelStore内部有一个mMap对象,mMap存放所有的viewmodel
          val mMapField = ViewModelStore::class.java.getDeclaredField("mMap")
          mMapField.isAccessible = true
    	 //获取fragment的ViewModelStoreOwner实例,通过实例获得这个mMap对象
    	 //从而得到所有的viewmodel
          mMapField[storeOwner.viewModelStore] as Map<String, ViewModel>
        } catch (ignored: Exception) {
        
          null
        }
      }
    
      override fun onCleared() {
        
      	//开始回收viewmodel
      	//遍历所有的viewmodel然后检查是否泄漏
        viewModelMap?.values?.forEach {
         viewModel ->
          reachabilityWatcher.expectWeaklyReachable(
            viewModel, "${viewModel::class.java.name} received ViewModel#onCleared() callback"
          )
        }
      }
    
      companion object {
        
        fun install(
          storeOwner: ViewModelStoreOwner,
          reachabilityWatcher: ReachabilityWatcher
        ) {
        
          //这里注意传入的factory,不过传入什么都是创建ViewModelClearedWatcher对象
          val provider = ViewModelProvider(storeOwner, object : Factory {
        
            override fun <T : ViewModel?> create(modelClass: Class<T>): T =
              ViewModelClearedWatcher(storeOwner, reachabilityWatcher) as T
          })
          //ViewModelClearedWatcher是一个间谍viewmodel,主要是为了监听oncleared回调
          provider.get(ViewModelClearedWatcher::class.java)
        }
      }
    }

# ServiceWatcher #

监控`Service`的`Destroy`代码可能略复杂.设计反射,和`service`启动流程.需要知道一些插件化知识.  
下文可能需要基础的`handler`知识,可参阅博主:  
[handler相关知识][handler]

# 知识储备 #

我们四大组件的创建和销毁都会从`AMS`通过`Binder`(跨进程IPC方式)传到我们`App`的`ActivityThread.mh`处理.

而mh是我们的是一个`Handler`,于是乎我们可以反射拿到`mh`,然后给`Handler`设置一个`mCallback`对象即可拦截所有的`AMS`消息.`mCallback`返回`false`会继续交给`handler`处理.

public final class ActivityThread {
        
    	    final H mH = new H();
    	private class H extends Handler {
        
    	}
    }

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FmYW5taW5neWlx_size_16_color_FFFFFF_t_70 1]  
我们设置`mCallback`后

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FmYW5taW5neWlx_size_16_color_FFFFFF_t_70 2]  
我们最后看下`LeakCanary`相关代码

private val activityThreadClass by lazy {
         Class.forName("android.app.ActivityThread") }
    
     //ActivityThread有一静态个属性currentActivityThread,保存自己的实例
     private val activityThreadInstance by lazy {
        	
        activityThreadClass.getDeclaredMethod("currentActivityThread").invoke(null)!!
      }
      	
     private fun swapActivityThreadHandlerCallback(swap: (Handler.Callback?) -> Handler.Callback?) {
        
        //activityThreadClass为Class.forName("android.app.ActivityThread")
        val mHField =
          activityThreadClass.getDeclaredField("mH").apply {
         isAccessible = true }
        //获取属性,这里mHField[xxxx]是kotlin语法不比困惑  
        val mH = mHField[activityThreadInstance] as Handler
    	//找到Handler.mCallback
        val mCallbackField =
          Handler::class.java.getDeclaredField("mCallback").apply {
         isAccessible = true }
        //获取mCallback实例
        val mCallback = mCallbackField[mH] as Handler.Callback?
        //替换成自己的Handler.Callback,内部会转发到原始mCallback
        mCallbackField[mH] = swap(mCallback)
      }

`service`还有一个相关的函数`ActivityManagerProxy.serviceDoneExecuting`,  
当service创建完成(回调oncreate之后)后,回调用`ActivityManagerProxy.serviceDoneExecuting`.当service被销毁后(AMS下发消息,且回调onDestroy后)回调`ActivityManagerProxy.serviceDoneExecuting`

[Service启动过程源码阅读][Service]

所以我们有两个`hook`点可以用来检测被销毁.

//因为都是简单操作,读者可自行类别上文swapActivityThreadHandlerCallback
    private fun swapActivityManager(swap: (Class<*>, Any) -> Any) {
        
        val singletonClass = Class.forName("android.util.Singleton")
        val mInstanceField =
          singletonClass.getDeclaredField("mInstance").apply {
         isAccessible = true }
    
        val singletonGetMethod = singletonClass.getDeclaredMethod("get")
    
        val (className, fieldName) = if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.O) {
        
          "android.app.ActivityManager" to "IActivityManagerSingleton"
        } else {
        
          "android.app.ActivityManagerNative" to "gDefault"
        }
    
        val activityManagerClass = Class.forName(className)
        val activityManagerSingletonField =
          activityManagerClass.getDeclaredField(fieldName).apply {
         isAccessible = true }
        val activityManagerSingletonInstance = activityManagerSingletonField[activityManagerClass]
    
        // Calling get() instead of reading from the field directly to ensure the singleton is
        // created.
        val activityManagerInstance = singletonGetMethod.invoke(activityManagerSingletonInstance)
    
        val iActivityManagerInterface = Class.forName("android.app.IActivityManager")
        mInstanceField[activityManagerSingletonInstance] =
          swap(iActivityManagerInterface, activityManagerInstance!!)
      }

另外最后补充一个小点`ActivityThread`的`mServices`保存了所有app的`service`

//ActivityThread.java
    class ActivityThread{
        
      
     final ArrayMap<IBinder, Service> mServices
                = new ArrayMap<IBinder, Service>();
    }

我们结合以下在看`ServiceWatcher`就很简单.

//ServiceWatcher.java
      //存放要观察的service
      private val servicesToBeDestroyed = WeakHashMap<IBinder, WeakReference<Service>>()
    
      private val activityThreadClass by lazy {
         Class.forName("android.app.ActivityThread") }
    
      private val activityThreadInstance by lazy {
        
        activityThreadClass.getDeclaredMethod("currentActivityThread").invoke(null)!!
      }
      //存放所有app的service	
      private val activityThreadServices by lazy {
        
        val mServicesField =
          activityThreadClass.getDeclaredField("mServices").apply {
         isAccessible = true }
    
        @Suppress("UNCHECKED_CAST")
        mServicesField[activityThreadInstance] as Map<IBinder, Service>
      }
      
    override fun install() {
        
        checkMainThread()
        
        try {
        
        
          swapActivityThreadHandlerCallback {
         mCallback ->
            uninstallActivityThreadHandlerCallback = {
        
              swapActivityThreadHandlerCallback {
        
                mCallback
              }
            }
            Handler.Callback {
         msg ->
      		  //回调stopservice函数	
              if (msg.what == STOP_SERVICE) {
        
                val key = msg.obj as IBinder
                //activityThreadServices一定不为空
                //所以调用onServicePreDestroy,内部会将service放入servicesToBeDestroyed
                //后面会回调serviceDoneExecuting函数
                activityThreadServices[key]?.let {
        
                  onServicePreDestroy(key, it)
                }
              }
              mCallback?.handleMessage(msg) ?: false
            }
          }
          //servicesToBeDestroyed相关hook
          swapActivityManager {
         activityManagerInterface, activityManagerInstance ->
            uninstallActivityManager = {
        
              swapActivityManager {
         _, _ ->
                activityManagerInstance
              }
            }
            Proxy.newProxyInstance(
              activityManagerInterface.classLoader, arrayOf(activityManagerInterface)
            ) {
         _, method, args ->
              if (METHOD_SERVICE_DONE_EXECUTING == method.name) {
        
                val token = args!![0] as IBinder
                //servicesToBeDestroyed会在创建的时候回调,也会在销毁的时候回调
                //servicesToBeDestroyed所在上面销毁的时候加入元素.
                //所以servicesToBeDestroyed包含要检测的service直接调用onServiceDestroyed确认是否泄漏
                if (servicesToBeDestroyed.containsKey(token)) {
        
                  onServiceDestroyed(token)
                }
              }
              try {
        
                if (args == null) {
        
                  method.invoke(activityManagerInstance)
                } else {
        
                  method.invoke(activityManagerInstance, *args)
                }
              } catch (invocationException: InvocationTargetException) {
        
                throw invocationException.targetException
              }
            }
          }
        } catch (ignored: Throwable) {
        
          SharkLog.d(ignored) {
         "Could not watch destroyed services" }
        }
      }

[LeakCanary]: https://github.com/square/leakcanary/
[watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FmYW5taW5neWlx_size_16_color_FFFFFF_t_70]: /images/20221022/c65fe9bd46844a838ab77f16a1fa4b92.png
[Application.onCreate _ContentProvider.onCreate _ Activity.onCreate]: https://blog.csdn.net/wxy318/article/details/93921963
[ViewModel]: https://fanmingyi.blog.csdn.net/article/details/116137385
[handler]: https://fanmingyi.blog.csdn.net/article/details/114186590
[watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FmYW5taW5neWlx_size_16_color_FFFFFF_t_70 1]: /images/20221022/9cf7159bbe6b4cd2ac2cecbef5fc04e1.png
[watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FmYW5taW5neWlx_size_16_color_FFFFFF_t_70 2]: /images/20221022/ffd0b7beec454db8a4a460c9ee8135b7.png
[Service]: https://blog.csdn.net/xingzhong128/article/details/80026364