面经 cisco
1. 优先级反转问题及解决方法
(1)什么是优先级反转
简单从字面上来说,就是低优先级的任务先于高优先级的任务执行了,优先级搞反了。那在什么情况下会生这种情况呢?
假设三个任务准备执行,A,B,C,优先级依次是A>B>C;
首先:C处于运行状态,获得CPU正在执行,同时占有了某种资源;
其次:A进入就绪状态,因为优先级比C高,所以获得CPU,A转为运行状态;C进入就绪状态;
第三:执行过程中需要使用资源,而这个资源又被等待中的C占有的,于是A进入阻塞状态,C回到运行状态;
第四:此时B进入就绪状态,因为优先级比C高,B获得CPU,进入运行状态;C又回到就绪状态;
第五:如果这时又出现B2,B3等任务,他们的优先级比C高,但比A低,那么就会出现高优先级任务的A不能执行,反而低优先级的B,B2,B3等任务可以执行的奇怪现象,而这就是优先反转。
(2)如何解决优先级反转
高优先级任务A不能执行的原因是C霸占了资源,而C如果不能获得CPU,不释放资源,那A也只好一直等在那,所以解决优先级反转的原则肯定就是让C尽快执行,尽早把资源释放了。基于这个原则产生了两个方法:
2.1 优先级继承
当发现高优先级的任务因为低优先级任务占用资源而阻塞时,就将低优先级任务的优先级提升到等待它所占有的资源的最高优先级任务的优先级。
2.2 优先级天花板
优先级天花板是指将申请某资源的任务的优先级提升到可能访问该资源的所有任务中最高优先级任务的优先级.(这个优先级称为该资源的优先级天花板)
2.3 两者的区别
优先级继承:只有一个任务访问资源时一切照旧,没有区别,只有当高优先级任务因为资源被低优先级占有而被阻塞时,才会提高占有资源任务的优先级;而优先级天花板,不论是否发生阻塞,都提升,即谁先拿到资源,就将这个任务提升到该资源的天花板优先级。
2. 红黑树比一般树好在哪,为什么树要平衡
平衡二叉树和红黑树最差情况分析
1.经典平衡二叉树
平衡二叉树(又称AVL树)是带有平衡条件的二叉查找树,使用最多的定理为:一棵平衡二叉树是其每个节点的左子树和右子树的高度最多差为1的二叉查找树。因为他是二叉树的一种具体应用,所以他同样具有二叉树的性质。例如,一棵满二叉树在第k层最多可拥有个节点(性质1)。一棵树的高度为其从根节点到最底层节点经过的路径数(例如只含一个节点的树的高度为0)(性质2)。并且已被证明,一棵含有N个节点的平衡二叉树的高度最多(粗略来说)为。下面我们来尝试总结如何得到一个高度差最大的平衡二叉树(查找性能最差)。
由平衡二叉树的定义可知,左子树和右子树最多可以相差1层高度,那么多个在同一层的子树就可以依次以相差1层的方式来递减子树的高度,如下图所示是一个拥有4棵子树的树的层高最大差情形(图1):
图1 拥有4颗子树的平衡二叉树最大高度差
该图虚线框中的子树,最左端的节点树高度为0,最右端的节点树的高度为2,因此该平衡二叉树的内部子树最大高度差为2。
利用这样的性质,我们就可以依次递推,1棵子树最大高度差为0层,2、3棵子树最大高度差为1层,4、5、6、7棵子树最大高度差为2层,8至15棵子树最大高度差为3层,16至31棵子树最大高度差为4层......
假设n为子树的数量,m为最大高度差,可得:
进一步分析,假设一棵高为h的平衡二叉树的最大高度差为m(假设最小的子树高度为0),且m的高度差由n(此处只考虑分界点情形,即n为2的幂级数)棵子树达成。由平衡二叉树的性质(性质1和性质2),可得如下式:
化简后最终可以得到一个简单的结论(似乎这个结论在本文之前没人关注过,此处仅仅考虑了最差情况,不过对于实际应用和性能分析已经完全够用,详细完整的数学证明感兴趣的读者可以尝试证明):
也就是说,一棵高为h的平衡二叉树,其内部子树的最大高度差可以达到(结果取整,不舍入)。举例来说,一棵高度为8的平衡二叉树,其内部子树的最大高度差为4,同理,一棵高度为9的平衡二叉树,其内部子树的最大高度差为5,如下示(图2):
2.红黑树
历史上AVL树流行的一种变种是红黑树(red black tree)。红黑树也是许多编程语言底层实现采纳较多的数据结构(例如Java的TreeSet和TreeMap实现)。红黑树是具有下列着色性质的二叉查找树:
1.每一个节点或为黑色或为红色。
2.根节点时黑色的。
3.一个红色节点的儿子节点必须全部是黑色。
4.从任意一个节点到一个null的每一条路径必须包含相同数目的黑色节点。
以上着色法则的一个结论是:红黑树的高度最多为,这个结论似乎还不如经典平衡二叉树。下面我们来分析由以上着色法则规定的红黑树的最差情形。
由规则4可知,只要在一个节点的一侧子树尽可能多的使用红色节点,而另一侧尽可能少甚至不使用红色节点,就可以拉开左右子树的高度差,如下图所示(图3):
则我们可以显而易见的得到一个结论:一棵含有k个红色节点的红黑树,理论上其内部子树最大高度差就可以达到k。
既然红黑树理论上缺陷如此大,那为什么实际应用中反而采纳较多?深入研究红黑树的具体实现方式,可以发现,红黑树在实际应用中的实现形式已经超出其原本定义的规则。红黑树的理论阐述不够完善,也是其难于理解和新手难以自己动手实现的原因之一。(注:本文采纳Mark Allen Weiss的《Data
Structures and Algorithm Analysis in Java》一书当中对于红黑树的实现方式,这也是实际中使用最多的实现方式)。
经过我的归纳总结,现实中的红黑树在实现过程中增加了以下限制条件:
5.新插入的节点必须为红色。
6.任意节点其左右子树最多相差2层红节点。
7.插入过程(仅限于插入点那条路径上)中不允许任一节点有2个红色儿子节点。
增加了以上三条限制条件的红黑树甚至都不需要再多加分析了。规则6和7建立在规则5和红黑树复杂的插入调整的基础之上,规则6恰巧直接阻止了经典平衡二叉树出现最差情形的可能性,规则7甚至是对红黑树到AA树(AA树实现尚不完善,目前实际性能较差,本文不做深入讨论)的一种过渡。以下图展示了连续向红黑树中插入右节点(依次插入30,40,50,60,70,80,90,100)的变化过程(图4,图5):
3.性能测试
本文的测试环境为Window7操作系统,代码全部使用Java编写,jdk版本为1.8.0,测试均采用随机数生成器产生的九位数数字数据。为尽可能排除编译器优化以及操作系统调度造成的影响,每一项测试均运行100遍取平均时间,例如对于万级测试:生成100次不同的1000个随机九位数,将每次生成的结果分别对平衡二叉树、红黑树、AA树进行树的构造,构造完成后重新循环这10000个数进行平均查找时间的统计,在查找期间还会生成节点数据量十分之一(此处即1000)个假数据来保证查找不到的情况也被统计进查找时间,也就是说万级测试是在操作1100000次后得出的结果。最终测试结果如下:
注:AA树的各项性能均介于红黑树和平衡二叉树之间。但是AA树的深度受随机生成的数字影像波动较大(最差情况出现次数多,并且最差情况树高最高)。
由此总结如下(如果前文都没看懂没有关系,记住下面的结论):
性能:红黑树>平衡二叉树>AA树;
编程实现难度:红黑树>平衡二叉树>AA树。
虽然各种树的实现以及具体应用千差万别,但是没有最好的数据结构只有最合适的数据结构,此处比较的三种查找树在实际应用中性能上只有细微的差别(最差情况出现的概率毕竟非常小),在生产实践中完全不会带来性能的明显缺陷,因此选择合理的实现方式,保证程序的功能健全性,才是选择数据结构的最重要选择因素。
红黑树属于平衡二叉树。它不严格是因为它不是严格控制左、右子树高度或节点数之差小于等于1,但红黑树高度依然是平均log(n),且最坏情况高度不会超过2log(n)。
红黑树(red-black tree) 是一棵满足下述性质的二叉查找树:
1. 每一个结点要么是红色,要么是黑色。
2. 根结点是黑色的。
3. 所有叶子结点都是黑色的(实际上都是Null指针,下图用NIL表示)。叶子结点不包含任何关键字信息,所有查询关键字都在非终结点上。
4. 每个红色结点的两个子节点必须是黑色的。换句话说:从每个叶子到根的所有路径上不能有两个连续的红色结点
5. 从任一结点到其每个叶子的所有路径都包含相同数目的黑色结点
红黑树相关定理
1. 从根到叶子的最长的可能路径不多于最短的可能路径的两倍长。
根据上面的性质5我们知道上图的红黑树每条路径上都是3个黑结点。因此最短路径长度为2(没有红结点的路径)。再根据性质4(两个红结点不能相连)和性质1,2(叶子和根必须是黑结点)。那么我们可以得出:一条具有3个黑结点的路径上最多只能有2个红结点(红黑间隔存在)。也就是说黑深度为2(根结点也是黑色)的红黑树最长路径为4,最短路径为2。从这一点我们可以看出红黑树是 大致平衡的。 (当然比平衡二叉树要差一些,AVL的平衡因子最多为1)
2. 红黑树的树高(h)不大于两倍的红黑树的黑深度(bd),即h<=2bd
根据定理1,我们不难说明这一点。bd是红黑树的最短路径长度。而可能的最长路径长度(树高的最大值)就是红黑相间的路径,等于2bd。因此h<=2bd。
3. 一棵拥有n个内部结点(不包括叶子结点)的红黑树的树高h<=2log(n+1)
下面我们首先证明一颗有n个内部结点的红黑树满足n>=2^bd-1。这可以用数学归纳法证明,施归纳于树高h。当h=0时,这相当于是一个叶结点,黑高度bd为0,而内部结点数量n为0,此时0>=2^0-1成立。假设树高h<=t时,n>=2^bd-1成立,我们记一颗树高 为t+1的红黑树的根结点的左子树的内部结点数量为nl,右子树的内部结点数量为nr,记这两颗子树的黑高度为bd'(注意这两颗子树的黑高度必然一 样),显然这两颗子树的树高<=t,于是有nl>=2^bd'-1以及nr>=2^bd'-1,将这两个不等式相加有nl+nr>=2^(bd'+1)-2,将该不等式左右加1,得到n>=2^(bd'+1)-1,很显然bd'+1>=bd,于是前面的不等式可以 变为n>=2^bd-1,这样就证明了一颗有n个内部结点的红黑树满足n>=2^bd-1。
在根据定理2,h<=2bd。即n>=2^(h/2)-1,那么h<=2log(n+1)
从这里我们能够看出,红黑树的查找长度最多不超过2log(n+1),因此其查找时间复杂度也是O(log N)级别的。
红黑树的操作
因为每一个红黑树也是一个特化的二叉查找树,因此红黑树上的查找操作与普通二叉查找树上的查找操作相同。然而,在红黑树上进行插入操作和删除操作会导致不
再符合红黑树的性质。恢复红黑树的属性需要少量(O(log
n))的颜色变更(实际是非常快速的)和不超过三次树旋转(对于插入操作是两次)。 虽然插入和删除很复杂,但操作时间仍可以保持为 O(log n)
次 。
红黑树的优势
红黑树能够以O(log2(N))的时间复杂度进行搜索、插入、删除操作。此外,任何不平衡都会在3次旋转之内解决。这一点是AVL所不具备的。
而且实际应用中,很多语言都实现了红黑树的数据结构。比如 TreeMap, TreeSet(Java )、 STL(C++)等。
3. tcp为什么要3次握手,如果不是会出什么问题,举例说明
为什么不能用两次握手进行连接?
我们知道,3次握手完成两个重要的功能,既要双方做好发送数据的准备工作(双方都知道彼此已准备好),也要允许双方就初始序列号进行协商,这个序列号在握手过程中被发送和确认。
现在把三次握手改成仅需要两次握手,死锁是可能发生的。作为例子,考虑计算机S和C之间的通信,假定C给S发送一个连接请求分组,S收到了这个分组,并发
送了确认应答分组。按照两次握手的协定,S认为连接已经成功地建立了,可以开始发送数据分组。可是,C在S的应答分组在传输中被丢失的情况下,将不知道S
是否已准备好,不知道S建立什么样的序列号,C甚至怀疑S是否收到自己的连接请求分组。在这种情况下,C认为连接还未建立成功,将忽略S发来的任何数据分
组,只等待连接确认应答分组。而S在发出的分组超时后,重复发送同样的分组。这样就形成了死锁。
设想:如果只有两次握手,那么第二次握手后服务器只向客户端发送ACK包,此时客户端与服务器端建立连接。在这种握手规则下:
假设:如果发送网络阻塞,由于TCP/IP协议定时重传机制,B向A发送了两次SYN请求,分别是x1和x2,且因为阻塞原因,导致x1连接请求和x2连接请求的TCP窗口大小和数据报文长度不一致,如果最终x1达到A,x2丢失,此时A同B建立了x1的连接,这个时候,因为AB已经连接,B无法知道是请求x1还是请求x2同B连接,如果B默认是最近的请求x2同A建立了连接,此时B开始向A发送数据,数据报文长度为x2定义的长度,窗口大小为x2定义的大小,而A建立的连接是x1,其数据包长度大小为x1,TCP窗口大小为x1定义,这就会导致A处理数据时出错。
很显然,如果A接收到B的请求后,A向B发送SYN请求y3(y3的窗口大小和数据报长度等信息为x1所定义),确认了连接建立的窗口大小和数据报长度为x1所定义,A再次确认回答建立x1连接,然后开始相互传送数据,那么就不会导致数据处理出错了。
4. timewait状态的理解
1. time_wait状态如何产生?
由上面的变迁图,首先调用close()发起主动关闭的一方,在发送最后一个ACK之后会进入time_wait的状态,也就说该发送方会保持2MSL时间之后才会回到初始状态。MSL值得是数据包在网络中的最大生存时间。产生这种结果使得这个TCP连接在2MSL连接等待期间,定义这个连接的四元组(客户端IP地址和端口,服务端IP地址和端口号)不能被使用。
2.time_wait状态产生的原因
1)为实现TCP全双工连接的可靠释放
由TCP状态变迁图可知,假设发起主动关闭的一方(client)最后发送的ACK在网络中丢失,由于TCP协议的重传机制,执行被动关闭的一方(server)将会重发其FIN,在该FIN到达client之前,client必须维护这条连接状态,也就说这条TCP连接所对应的资源(client方的local_ip,local_port)不能被立即释放或重新分配,直到另一方重发的FIN达到之后,client重发ACK后,经过2MSL时间周期没有再收到另一方的FIN之后,该TCP连接才能恢复初始的CLOSED状态。如果主动关闭一方不维护这样一个TIME_WAIT状态,那么当被动关闭一方重发的FIN到达时,主动关闭一方的TCP传输层会用RST包响应对方,这会被对方认为是有错误发生,然而这事实上只是正常的关闭连接过程,并非异常。
2)为使旧的数据包在网络因过期而消失
为说明这个问题,我们先假设TCP协议中不存在TIME_WAIT状态的限制,再假设当前有一条TCP连接:(local_ip,
local_port,
remote_ip,remote_port),因某些原因,我们先关闭,接着很快以相同的四元组建立一条新连接。本文前面介绍过,TCP连接由四元组唯一标识,因此,在我们假设的情况中,TCP协议栈是无法区分前后两条TCP连接的不同的,在它看来,这根本就是同一条连接,中间先释放再建立的过程对其来说是“感知”不到的。这样就可能发生这样的情况:前一条TCP连接由local
peer发送的数据到达remote peer后,会被该remot
peer的TCP传输层当做当前TCP连接的正常数据接收并向上传递至应用层(而事实上,在我们假设的场景下,这些旧数据到达remote
peer前,旧连接已断开且一条由相同四元组构成的新TCP连接已建立,因此,这些旧数据是不应该被向上传递至应用层的),从而引起数据错乱进而导致各种无法预知的诡异现象。作为一种可靠的传输协议,TCP必须在协议层面考虑并避免这种情况的发生,这正是TIME_WAIT状态存在的第2个原因。
3)总结
具体而言,local
peer主动调用close后,此时的TCP连接进入TIME_WAIT状态,处于该状态下的TCP连接不能立即以同样的四元组建立新连接,即发起active
close的那方占用的local
port在TIME_WAIT期间不能再被重新分配。由于TIME_WAIT状态持续时间为2MSL,这样保证了旧TCP连接双工链路中的旧数据包均因过期(超过MSL)而消失,此后,就可以用相同的四元组建立一条新连接而不会发生前后两次连接数据错乱的情况。
3.time_wait状态如何避免
首先服务器可以设置SO_REUSEADDR套接字选项来通知内核,如果端口忙,但TCP连接位于TIME_WAIT状态时可以重用端口。在一个非常有用的场景就是,如果你的服务器程序停止后想立即重启,而新的套接字依旧希望使用同一端口,此时SO_REUSEADDR选项就可以避免TIME_WAIT状态。
关于tcp中time_wait状态的4个问题
time_wait是个常问的问题。tcp网络编程中最不easy理解的也是它的time_wait状态,这也说明了tcp/ip四次挥手中time_wait状态的重要性。
以下通过4个问题来描写叙述它
问题
1.time_wait状态是什么
2.为什么会有time_wait状态
3.哪一方会有time_wait状态
4.怎样避免time_wait状态占用资源
1.time_wait状态是什么
简单来说:time_wait状态是四次挥手中server向client发送FIN终止连接后进入的状态。
下图为tcp四次挥手过程
能够看到time_wait状态存在于client收到serverFin并返回ack包时的状态
当处于time_wait状态时,我们无法创建新的连接,由于port被占用。
2.为什么会有time_wait状态
time_wait存在的原因有两点
1.可靠的终止TCP连接。
2.保证让迟来的TCP报文段有足够的时间被识别并丢弃。
1.可靠的终止TCP连接,若处于time_wait的client发送给server确认报文段丢失的话,server将在此又一次发送FIN报文段,那么client必须处于一个可接收的状态就是time_wait而不是close状态。
2.保证迟来的TCP报文段有足够的时间被识别并丢弃,linux 中一个TCPport不能打开两次或两次以上。当client处于time_wait状态时我们将无法使用此port建立新连接,假设不存在time_wait状态,新连接可能会收到旧连接的数据。
3.哪一方会有time_wait状态
time_wait状态是一般有client的状态。
并且会占用port
有时产生在server端,由于server主动断开连接或者发生异常
4.怎样避免time_wait状态占用资源
假设是client,我们一般不用操心,由于client一般选用暂时port。再次创建连接会新分配一个port。
除非指定client使用某port,只是一般不须要这么做。
假设是server主动关闭连接后异常终止。则由于它总是使用用一个知名serverport号,所以连接的time_wait状态将导致它不能重新启动。只是我们能够通过socket的选项SO_REUSEADDR来强制进程马上使用处于time_wait状态的连接占用的port。
通过socksetopt设置后,即使sock处于time_wait状态,与之绑定的socket地址也能够马上被重用。
此外也能够通过改动内核參数/proc/sys/net/ipv4/tcp_tw/recycle来高速回收被关闭的socket,从而是tcp连接根本不进入time_wait状态,进而同意应用程序马上重用本地的socket地址。
谈谈TCP中的TIME_WAIT
在服务端可能会经常遇到有很多处于TIMEWAIT状态的TCP连接。如果上网一搜索,可以找到有很多关于处理TIMEWAIT不正确的博文(包括本文),很多文章就放了几个调整参数。至于这些参数有什么用,为什么要调整为那个值就没有深入地介绍了。这就好像生了病不去找医生了解病情,而是随便从别人的药箱里面找点药来吃,看看有没有效果,也不管别人的药是否过期,是否对症。所以,本文也来凑个热闹,来谈谈TIME_WAIT。
为什么要有TIME_WAIT?
TIME_WAIT是TCP主动关闭连接一方的一个状态,TCP断开连接的时序图如下:
当主动断开连接的一方(Initiator)发送FIN包给对方,且对方回复了ACK+FIN,然后Initiator回复了ACK后就进入TIME_WAIT状态,一直将持续2MSL后进入CLOSED状态。
那么,我们来看如果Initiator不进入TIME_WAIT状态而是直接进入CLOSED状态会有什么问题?
考虑这种情况,服务器运行在80端口,客户端使用的连接端口是12306,数据传输完毕后服务端主动关闭连接,但是没有进入TIME_WAIT,而是直接计入CLOSED了。这时,客户端又通过同样的端口12306与服务端建立了一个新的连接。假如上一个连接过程中网络出现了异常,导致了某个包重传并延时到达了服务端,这时服务端就无法区分这个包是上一个连接的还是这个连接的。所以,主动关闭连接一方要等待2MSL,然后才能CLOSE,保证连接中的IP包都要么传输完成,要么被丢弃了。
TIME_WAIT会带来什么问题
系统中TIME_WAIT的连接数很多,会导致什么问题呢?这要分别针对客户端和服务器端来看的。
首先,如果是客户端发起了连接,传输完数据然后主动关闭了连接,这时这个连接在客户端就会处于TIMEWAIT状态,同时占用了一个本地端口。如果客户端使用短连接请求服务端的资源或者服务,客户端上将有大量的连接处于TIMEWAIT状态,占用大量的本地端口。最坏的情况就是,本地端口都被用光了,这时将无法再建立新的连接。
针对这种情况,对应的解决办法有2个:
1. 使用长连接,如果是http,可以使用keepalive
2. 增加本地端口可用的范围,比如Linux中调整内核参数:net.ipv4.ip_local_port_range
对于服务器而已,由于服务器是被动等待客户端建立连接的,因此即使服务器端有很多TIME_WAIT状态的连接,也不存在本地端口耗尽的问题。大量的TIME_WAIT的连接会导致如下问题:
1. 内存占用:因为每一个TCP连接都会有占用一些内存。
2.
在某些Linux版本上可能导致性能问题,因为数据包到达服务器的时候,内核需要知道数据包是属于哪个TCP连接的,在某些Linux版本上可能会遍历所有的TCP连接,所以大量TIME_WAIT的连接将导致性能问题。不过,现在的内核都对此进行了优化(待确认)。
那系统中处于TIME_WAIT状态的TCP连接数有上限吗?有的,这是通过net.ipv4.tcp_max_tw_buckets参数来控制的,默认值为180000。当超过了以后,系统就开始关闭这些连接,同时会在系统日志中打印日志。此时,可以将这个值调大一些,从这个参数的默认值就可以看出,对服务器而已,处于TIME_WAIT状态的TCP连接多点也没有什么关系,只是多占用些内存而已。
常见的TIMEWAIT错误参数
如果用TIME_WAIT作为关键字到网络上搜索,会得到很多关于如何减少TIME_WAIT数量的建议,其中有些建议是有错误或者有风险的,列举如下:
- net.ipv4.tcp_syncookies = 1,这个参数表示开启SYN Cookies。当出现SYN等待队列溢出时,启用cookies来处理,可防范少量SYN攻击。这个和TIME_WAIT没有什么关系。
- net.ipv4.tcp_tw_reuse =
1,这个参数表示重用TIME_WAIT的连接,重用的条件是TCP的4元组(源地址、源端口、目标地址、目标端口)要完全一致,而且开启了net.ipv4.tcp_timestamps,且新建立连接的使用的timestamp要大于当前连接的timestamp。所以,开启了这个参数对减少TIME_WAIT的TCP连接有点用,但条件太苛刻,所以实际用处不大。 - net.ipv4.tcp_tw_recycle =
1,这个参数表示开启TIME_WAIT回收功能,开启了这个参数后,将大大减小TIME_WAIT进入CLOSED状态的时间。但是开启了这个功能了风险很大,可能会导致处于NAT后面的某些客户端无法建立连接。因为,开启这个功能后,它要求来自同一个IP的TCP新连接的timestamp要大于之前连接的timestamp。
TIMEWAIT的“正确”处理方法
简单总结一下我对于TIME_WAIT状态TCP连接的理解和处理方法:
1. TIME_WAIT状态的设计初衷是为了保护我们的。服务端不必担心系统中有几w个处于TIME_WAIT状态的TCP连接。可以调大net.ipv4.tcp_max_tw_buckets这个参数。
2. 使用短连接的客户端,需要关注TIME_WAIT状态的TCP连接,建议是采用长连接,同时调节参数net.ipv4.ip_local_port_range,增加本地可用端口的范围。
3. 可以开启net.ipv4.tcp_tw_reuse这个参数,但是实际用处有限。
4. 不要开启net.ipv4.tcp_tw_recycle这个参数,它带来的问题比用处大。
5. 某些Linux的发行版可以调节TIME_WAIT到CLOSED的等待时间(比如Ali的Linux内核提供了参数net.ipv4.tcp_tw_timeout
),可以稍微调小一点这个参数。
5. linux内核进程调度
1. Linux进程和线程如何创建、退出?进程退出的时候,自己没有释放的资源(如内存没有free)会怎样?
解答:
Linux进程通过fork来创建
Linux线程通过pthread_create创建,
2. 什么是写时拷贝?
解答:
写时拷贝(copy-on-write, COW)就是等到修改数据时才真正分配内存空间,这是对程序性能的优化,可以延迟甚至是避免内存拷贝,当然目的就是避免不必要的内存拷贝。
Linux 的fork系统调用就使用了写时拷贝技术,具体细节如下:
现在有一个父进程P1,这是一个主体,那么它是有灵魂也是有身体的。现在在其虚拟地址空间(有相应的数据结构表示)上有:正文段,数据段,堆,栈这四个部分,相应地,内核要为这四个部分分配给自的物理块。即正文段块、数据段块、堆块、栈块。
1)现在P1用fork()函数为进程创建一个子进程P2
内核:
(1) 复制P1的正文段,数据段,堆,栈这四个部分,注意是其内容相同。
(2) 为这四个部分分配物理块,P2的:正文段(为P1的正文段的物理块,其实就是不为P2分配正文段块,让P2的正文段指向P1的正文段块),数据段(P2自己的数据段块,为其分配对应的块),堆(P2自己的堆块),栈(P2自己的栈块)。如下图所示,同左到右大的方向箭头表示复制内容:
2)写时复制技术
写时复制技术:内核只为新生成的子进程创建虚拟空间结构,它们复制于父进程的虚拟空间结构,但是不为这些段分配物理内存,它们共享父进程的物理空间,当父子进程中有更改相应的段的行为发生时,再为子进程相应的段分配物理空间。
3)vfork
vfork的做法更加简单粗暴,内核连子进程的虚拟地址空间也不创建了,直接共享了父进程的虚拟空间,当然了,这种做法就顺水推舟的共享了父进程的物理空间
总结
传统的fork()系统调用直接把所有的资源复制给新创建的进程。这种实现过于简单并且效率低下,因为它拷贝的数据也许并不共享,更糟的情况是,如果新进程打算立即执行一个新的映像,那么所有的拷贝将是无用功。
Linux的fork()使用写时拷贝(copy-on-write)页实现。写时拷贝是一种可以推迟甚至免除拷贝数据的技术。内核此时并不复制整个地址空间,而是让父进程和子进程共享一个拷贝。只有在需要写入的时候,数据才会复制,从而使各个进程拥有各自的拷贝。也就是说,资源的复制只有在需要写入的时候才进行,在此之前,只是以只读方式共享。这种技术使地址空间的页的拷贝被推迟到实际发生写入的时候。
3. Linux的线程如何实现,与进程的本质区别是什么?
解答:
进程是资源分配和管理的单位,线程是调度的基本单位,进程有独立的地址空间,拥有PCB,其中包含进程标识符(非负整数)、进程资源、进程调度信息、进程间通信相关资源、处理机状态(便于调度后恢复原状态)等,线程具有单独的堆栈和寄存器,保存自己允许的相关上下文,具有TCB。各线程还共享以下进程资源和环境:
1)文件描述符表
2)每种信号的处理方式(SIG_IGN,SIG_DFL,用户自定义)
3)当前工作目录
4)用户id和组id
但有些资源是线程独享的:
1)线程id
2)上下文,包括各种寄存器的值,程序计数器和栈指针
3)栈空间
4)errno变量
5)信号屏蔽字
6)调度优先级
4. Linux能否满足硬实时的需求?
5. 进程如何睡眠等资源,此后又如何被唤醒?
6. 进程的调度延时是多少?
7. 调度器追求的吞吐率和响应延迟之间是什么关系?CPU消耗型和I/O消耗型进程的诉求?
8. Linux怎么区分进程优先级?实时的调度策略和普通调度策略有什么区别?
9. nice值的作用是什么?nice值低有什么优势?
10. Linux可以被改造成硬实时吗?有什么方案?
11. 多核、多线程的情况下,Linux如何实现进程的负载均衡?
12. 这么多线程,究竟哪个线程在哪个CPU核上跑?有没有办法把某个线程固定到某个CPU跑?
13. 多核下如何实现中断、软中断的负载均衡?
14. 如何利用cgroup对进行进程分组,并调控各个group的CPU资源?
15. CPU利用率和CPU负载之间的关系?CPU负载高一定用户体验差吗?
带着问题上路
一切的学习都是为了解决问题,而不是为了学习而学习。为了学习而学习,这种行为实在是太傻了,因为最终也学不好。所以我们要弄清楚进程调度和内存管理究竟能解决什么样的问题。
Linux进程调度以及配套的进程管理回答如下问题:
1. Linux进程和线程如何创建、退出?进程退出的时候,自己没有释放的资源(如内存没有free)会怎样?
2. 什么是写时拷贝?
3. Linux的线程如何实现,与进程的本质区别是什么?
4. Linux能否满足硬实时的需求?
5. 进程如何睡眠等资源,此后又如何被唤醒?
6. 进程的调度延时是多少?
7. 调度器追求的吞吐率和响应延迟之间是什么关系?CPU消耗型和I/O消耗型进程的诉求?
8. Linux怎么区分进程优先级?实时的调度策略和普通调度策略有什么区别?
9. nice值的作用是什么?nice值低有什么优势?
10. Linux可以被改造成硬实时吗?有什么方案?
11. 多核、多线程的情况下,Linux如何实现进程的负载均衡?
12. 这么多线程,究竟哪个线程在哪个CPU核上跑?有没有办法把某个线程固定到某个CPU跑?
13. 多核下如何实现中断、软中断的负载均衡?
14. 如何利用cgroup对进行进程分组,并调控各个group的CPU资源?
15. CPU利用率和CPU负载之间的关系?CPU负载高一定用户体验差吗?
Linux内存管理回答如下问题:
1. Linux系统的内存用掉了多少,还剩余多少?下面这个free命令每一个数字是什么意思?
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" 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2. 为什么要有DMA、NORMAL、HIGHMEM zone?每个zone的大小是由谁决定的?
3. 系统的内存是如何被内核和应用瓜分掉的?
4. 底层的内存管理算法buddy是怎么工作的?它和内核里面的slab分配器是什么关系?
5. 频繁的内存申请和释放是否会导致内存的碎片化?它的后果是什么?
6. Linux内存耗尽后,系统会发生怎样的情况?
7. 应用程序的内存是什么时候拿到的?malloc()成功后,是否真的拿到了内存?应用程序的malloc()与free()与内核的关系究竟是什么?
8. 什么是lazy分配机制?应用的内存为什么会延后以最懒惰的方式拿到?
9. 我写的应用究竟耗费了多少内存?进程的vss/rss/pss/uss分别是什么概念?虚拟的,真实的,共享的,独占的,究竟哪个是哪个?
10. 内存为什么要做文件系统的缓存?如何做?缓存何时放弃?
11. Free命令里面显示的buffers和cached分别是什么?二者有何区别?
12. 交换分区、虚拟内存究竟是什么鬼?它们针对的是什么性质的内存?什么是匿名页?
13. 进程耗费的内存、文件系统的缓存何时回收?回收的算法是不是类似LRU?
14. 怎样追踪和判决发生了内存泄漏?内存泄漏后如何查找泄漏源?
15. 内存大小这样影响系统的性能?CPU、内存、I/O三角如何互动?它们如何综合决定系统的一些关键性能?
以上问题,如果您都能回答,那么恭喜您,您是一个概念清楚的人,Linux出现吞吐低、延迟大、响应慢等问题的时候,你可以找到一个可能的方向。如果您只能回答低于1/3的问题,那么,Linux对您仍然是一片空白,出现问题,您只会陷入瞎猫子乱抓,而捞不到耗子的困境,或者胡乱地意测问题,陷入不断的低水平重试。
试图回答这些问题
本文的目的不是回答这些问题,因为回答这些问题,需要洋洋洒洒数百页的文档,而本文档不会超过10页。所以,本文的目的是试图给出一个回答这些问题的思考问题的出发点,我们倡导面对任何问题的时候,先要弄明白系统的设计目标。
吞吐vs.响应
首先我们在思考调度器的时候,我们要理解任何操作系统的调度器设计只追求2个目标:吞吐率大和延迟低。这2个目标有点类似零和游戏,因为吞吐率要大,势必要把更多的时间放在做真实的有用功,而不是把时间浪费在频繁的进程上下文切换;而延迟要低,势必要求优先级高的进程可以随时抢占进来,打断别人,强行插队。但是,抢占会引起上下文切换,上下文切换的时间本身对吞吐率来讲,是一个消耗,这个消耗可以低到2us或者更低(这看起来没什么?),但是上下文切换更大的消耗不是切换本身,而是切换会引起大量的cache miss。你明明weibo跑的很爽,现在切过去微信,那么CPU的cache是不太容易命中微信的。
越往上面选,吞吐越好,越好下面选,响应越好。服务器你一个月也难得用一次鼠标,而桌面则显然要求一定的响应,这样可以保证UI行为的表现较好。但是Linux即便选择的是最后一个选项“Preemptible Kernel (Low-Latency Desktop)”,它仍然不是硬实时的。因为,在Linux有三类区间是不可以抢占调度的,这三类区间是:
- 中断
- 软中断
- 持有类似spin_lock这样的锁而锁住该CPU核调度的情况
如下图,一个绿色的普通进程在T1时刻持有spin_lock进入一个critical section(该核调度被关),绿色进程T2时刻被中断打断,而后T3时刻IRQ1里面唤醒了红色的RT进程(如果是硬实时RTOS,这个时候RT进程应该能抢入),之后IRQ1后又执行了IRQ2,到T4时刻IRQ1和IRQ2都结束了,红色RT进程仍然不能执行(因为绿色进程还在spin_lock里面),直到T5时刻,普通进程释放spin_lock后,红色RT进程才抢入。从T3到T5要多久,鬼都不知道,这样就无法满足硬实时系统的“可预期”延迟性,因此Linux不是硬实时操作系统。
Linux的preempt-rt补丁试图把中断、软中断线程化,变成可以被抢占的区间,而把会关本核调度器的spin_lock替换为可以调度的mutex,它实现了在T3时刻唤醒RT进程的时刻,RT进程可以立即抢占调度进入的目标,避免了T3-T5之间延迟的非确定性。
CPU消耗型 vs. I/O消耗型
在Linux运行的进程,分为2类,一类是CPU消耗型(狂算),一类是I/O消耗型(狂睡,等I/O),前者CPU利用率高,后者CPU利用率低。一般而言,I/O消耗型任务对延迟比较敏感,应该被优先调度。比如,你正在疯狂编译安卓,而等鼠标行为的用户界面老不工作(正在狂睡),但是鼠标一点,我们应该优先打断正在编译的进程,而去响应鼠标这个I/O,这样电脑的用户体验才符合人性。
Linux的进程,对于RT进程而言,按照SCHED_FIFO和SCHED_RR的策略,优先级高先执行;优先级高的睡眠了后优先级的执行;同等优先级的SCHED_FIFO先ready的跑到睡,后ready的接着跑;而同等优先级的RR则进行时间片轮转。比如Linux存在如下4个进程,T1~T4(内核里面优先级数字越低,优先级越高):
那么它们在Linux的跑法就是:
RT的进程调度有一点“恶霸”色彩,我高优先级的没睡,低优先级的你就靠边站。但是Linux的绝大多数进程都不是RT的进程,而是采用SCHED_NORMAL策略(这符合蜘蛛侠法则)。NORMAL的人比较善良,我们一般用nice来形容它们的优先级,nice越高,优先级越低(你越nice,就越喜欢在地铁让座,当然越坐不到座位)。普通进程的跑法,并不是nice低的一定堵着nice高的(要不然还说什么“善良”),它是按照如下公式进行:
其中NICE_0_LOAD是1024,也就是NICE是0的进程的weight。vruntime是进程的虚拟运行时间,pruntime是物理运行时间,weight是权重,权重完全由nice决定,如下表:
比如有4个普通进程,如下表,目前显然T1的vruntime最小(这是它喜欢睡的结果),然后T1被调度到。
pruntime |
Weight |
vruntime |
|
T1 |
8 |
1024(nice=0) |
8*1024/1024=8 |
T2 |
10 |
526(nice=3) |
10*1024/526 =19 |
T3 |
20 |
1024(nice=0) |
20*1024/1024=20 |
T4 |
20 |
820(nice=1) |
20*1024/820=24 |
然后,我们假设T1被调度再执行12个pruntime,它的vruntime将增大delta*1024/weight(这里delta是12,weight是1024),于是T1的vruntime成为20,那么这个时候vruntime最小的反而是T2(为19),此后,Linux将倾向于调度T2(尽管T2的nice值大于T1,优先级低于T1,但是它的vruntime现在只有19)。
所以,普通进程的调度,是一个综合考虑你喜欢干活还是喜欢睡和你的nice值是多少的结果。鉴于此,我们去问一个普通进程的调度延迟究竟有多大,这个问题,本身意义就不是特别大,它完全取决于当前的系统里面还有谁在跑,取决于你唤醒的进程的nice和它前面喜欢不喜欢睡觉。
明白了这一点,你就不会在Linux里面问一些让回答的人吐血的问题。比如,一个普通进程多久被调度到?明确地说,不知道!装逼的说法,就是“depend on …”,依赖的东西太多。再装逼的说法,就是“一言难尽”,但这也是大实话。
分配vs. 占据
Linux作为一个把应用程序员当傻逼的操作系统,它必须允许应用程序犯错。所以这类问题就不要问了:进程malloc()了内存,还没有free()就挂了,那么我前面分配的内存没有释放,是不是就泄漏掉了?明确的说,这是不可能的,Linux内核如果这么傻,它是无法应付乱七八糟的各种开源有漏洞软件的,所以进程死的时候,肯定是资源皆被内核释放的,这类傻问题,你明白Linux的出发点,就不会再去问了。
同样的,你在应用程序里面malloc()成功的一刻,也不要以为真的拿到了内存,这个时候你的vss(虚拟地址空间,Virtual Set Size)会增大,但是你的rss(驻留在内存条上的内存,Resident SetSize)内存会随着写到每一页而缓慢增大。所以,分配成功的一刻,顶多只是被忽悠了,和你实际占有还是不占有,暂时没有半毛钱关系。
如下图,最初的堆是8KB,这8KB也写过了,所以堆的vss和rss都是8KB。此后我们调用brk()把堆变大到16KB,但是实际上它占据的内存rss还是8KB,因为第3页还没有写,根本没有真正从内存条上拿到内存。直到写第3页,堆的rss才变为12KB。这就是Linux针对app的lazy分配机制,它的出发点,当然也是防止应用程序傻逼了。
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" 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代码段的内存、堆的内存、栈的内存都是这样懒惰地拿到,demanding page。
我们有一台1GB内存的32位Linux系统,我们关闭swap,同时透过修改overcommit_memory为1来允许申请不超过进程虚拟地址空间的内存:
$ sudo swapoff -a
$ sudo sh -c 'echo 1 >/proc/sys/vm/overcommit_memory'
此后,我们的应用可以申请一个超级大的内存(比实际内存还大):
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" alt="" />
上述程序在1GB的电脑上面运行,申请2GB内存可以申请成功,但是在写到一定程度后,系统出现out-of-memory,上述程序对应的进程作为oom_score最大(最该死的)的进程被系统杀死。
隔离vs. 共享
Linux进程究竟耗费了多少内存,是一个非常复杂的概念,除了上面的vss,
rss外,还有pss和uss,这些都是Linux不同于RTOS的显著特点之一。Linux各个进程既要做到隔离,但是隔离中又要实现共享,比如1000个进程都用libc,libc的代码段显然在内存只应该有一份。
下面的一幅图上有3个进程,pid为1044的 bash、pid为1045的 bash和pid为1054的 cat。每个进程透过自己的页表,把虚拟地址空间指向内存条上面的物理地址,每次切换一个进程,即切换一份独特的页表。
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" alt="" />
仅从此图而言,进程1044的vss和rss分别是:
vss= 1+2+
rss= 4+5+
但是是不是“4+5+6”就是1044这个进程耗费的内存呢?这显然也是不准确的,因为4明显被3个进程指向,5明显被2个进程指向,坏事是大家一起干的,不能1044一个人背黑锅。这个时候,就衍生出了一个pss(按比例计算的驻留内存,
Proportional Set Size )的概念,仅从这一幅图而言,进程1044的pss为:
rss= 4/3 +5/2 +
最后,还有进程1044独占且驻留的内存uss(Unique Set Size ),仅从此图而言,
Uss = 6。
所以,分析Linux,我们不能模棱两可地停留于表面,或者想当然地说:“Linux的进程耗费了多少内存?”因为这个问题,又是一个要靠装逼来回答的问题,“dependon…”。坦白讲,每次当我问到老外问题,老外第一句话就是“depend
on…”的时候,我就想上去抽他了,但是我又抑制了这个冲动,因为,很多问题,不是简单的0和1问题,正反问题,黑白问题,它确实是一个“depend
on …”的问题。
有时候,小白问大拿一个问题,大拿实在是无法正面回答,于是就支支吾吾一番。这个时候小白会很生气,觉得大拿态度不好,或者在装逼。你实际上,明白很多问题不是简单的0与1问题之后,你就会理解,他真的不是在装逼。这个时候,我们要反过来检讨自己,是不是我们自己问的问题太LOW逼了?
思考大于接受
我们前面提出了30个问题,而本文也仅仅只是回答了其中极少的一部分。此文的目的在于建立思维,导入方向,而不是洋洋洒洒地把所有问题回答掉,因为哥确实没有时间写个几百页的文档来一一回答这些问题。很多事情,用口头描述,比直接写冗长地文档要更加容易也轻松。
最后,我仍然想要强调的一个观点是,我们在思维Linux的时候,更多地可以把自己想象成Linus
Torvalds,如果你是Linus
Torvalds,你要设计Linux,你碰到某个诉求,比如调度器和内存方面的诉求,你应该如何解决。我们不是被动地接受“是什么”,更多地要思考“为什么”,“怎么办”。
如果你是Linus Torvalds,有个傻逼应用程序员要申请1GB内存,你是直接给他,还是假装给他,但是实际没有给他,直到它写的时候再给他?
如果你是Linus Torvalds,有个家伙打开了串口,然后进程就做个1/0运算或者访问空指针挂了,你要不要在这个进程挂的时候给它关闭串口?
如果你是Linus
Torvalds,你是要让nice值低(优先级高)的普通进程在睡眠前一直堵着nice值高的进程,还是虽然它优先级高,但是由于跑的时间比较长后,也要让给优先级低(nice值高)的进程?如果你认为nice值低的应该一直跑,那么如何照顾喜欢睡觉的I/O消耗型进程?万一nice值低的进程有bug,进入死循环,那么nice高的进程岂不是丝毫机会都没有?这样的设计,是不是反人类?
…
当你带着这些思考,武装这些concept,再去看Linux的时候,你就从被动的“接受”,变成了主动地“思考”,这正好是任何一个优秀程序员都具备的品质,也是打通进程调度和内存管理任督二脉的关键。
linux进程调度浅析
操作系统要实现多进程,进程调度必不可少。
进程调度是对TASK_RUNNING状态的进程进行调度(参见《linux进程状态浅析》)。如果进程不可执行(正在睡眠或其他),那么它跟进程调度没多大关系。
所以,如果你的系统负载非常低,盼星星盼月亮才出现一个可执行状态的进程。那么进程调度也就不会太重要。哪个进程可执行,就让它执行去,没有什么需要多考虑的。
反之,如果系统负载非常高,时时刻刻都有N多个进程处于可执行状态,等待被调度运行。那么进程调度程序为了协调这N个进程的执行,必定得做很多工作。协调得不好,系统的性能就会大打折扣。这个时候,进程调度就是非常重要的。
尽管我们平常接触的很多计算机(如桌面系统、网络服务器、等)负载都比较低,但是Linux作为一个通用操作系统,不能假设系统负载低,必须为应付高负载下的进程调度做精心的设计。
当然,这些设计对于低负载(且没有什么实时性要求)的环境,没多大用。极端情况下,如果CPU的负载始终保持0或1(永远都只有一个进程或没有进程需要在CPU上运行),那么这些设计基本上都是徒劳的。
优先级
现在的操作系统为了协调多个进程的“同时”运行,最基本的手段就是给进程定义优先级。定义了进程的优先级,如果有多个进程同时处于可执行状态,那么谁优先级高谁就去执行,没有什么好纠结的了。
那么,进程的优先级该如何确定呢?有两种方式:由用户程序指定、由内核的调度程序动态调整。(下面会说到)
linux内核将进程分成两个级别:普通进程和实时进程。实时进程的优先级都高于普通进程,除此之外,它们的调度策略也有所不同。
实时进程的调度
实时,原本的涵义是“给定的操作一定要在确定的时间内完成”。重点并不在于操作一定要处理得多快,而是时间要可控(在最坏情况下也不能突破给定的时间)。
这样的“实时”称为“硬实时”,多用于很精密的系统之中(比如什么火箭、导弹之类的)。一般来说,硬实时的系统是相对比较专用的。
像linux这样的通用操作系统显然没法满足这样的要求,中断处理、虚拟内存、等机制的存在给处理时间带来了很大的不确定性。硬件的cache、磁盘寻道、总线争用、也会带来不确定性。
比如考虑“i++;”这么一句C代码。绝大多数情况下,它执行得很快。但是极端情况下还是有这样的可能:
1、i的内存空间未分配,CPU触发缺页异常。而linux在缺页异常的处理代码中试图分配内存时,又可能由于系统内存紧缺而分配失败,导致进程进入睡眠;
2、代码执行过程中硬件产生中断,linux进入中断处理程序而搁置当前进程。而中断处理程序的处理过程中又可能发生新的硬件中断,中断永远嵌套不止……;等等……
而像linux这样号称实现了“实时”的通用操作系统,其实只是实现了“软实时”,即尽可能地满足进程的实时需求。
如果一个进程有实时需求(它是一个实时进程),则只要它是可执行状态的,内核就一直让它执行,以尽可能地满足它对CPU的需要,直到它完成所需要做的事情,然后睡眠或退出(变为非可执行状态)。
而如果有多个实时进程都处于可执行状态,则内核会先满足优先级最高的实时进程对CPU的需要,直到它变为非可执行状态。于是,只要高优先级的实时进程一直处于可执行状态,低优先级的实时进程就一直不能得到CPU;只要一直有实时进程处于可执行状态,普通进程就一直不能得到CPU。
(后来,内核添加了/proc/sys/kernel/sched_rt_runtime_us和/proc/sys/kernel/sched_rt_period_us两个参数,限定了在以sched_rt_period_us为周期的时间内,实时进程最多只能运行sched_rt_runtime_us这么多时间。这样就在一直有实时进程处于可执行状态的情况下,给普通进程留了一点点能够得到执行的机会。参阅《linux组调度浅析》。)
那么,如果多个相同优先级的实时进程都处于可执行状态呢?这时就有两种调度策略可供选择:
1、SCHED_FIFO:先进先出。直到先被执行的进程变为非可执行状态,后来的进程才被调度执行。在这种策略下,先来的进程可以行sched_yield系统调用,自愿放弃CPU,以让权给后来的进程;
2、SCHED_RR:轮转调度。内核为实时进程分配时间片,在时间片用完时,让下一个进程使用CPU;
强调一下,这两种调度策略仅仅针对于相同优先级的多个实时进程同时处于可执行状态的情况。
在linux下,用户程序可以通过sched_setscheduler系统调用来设置进程的调度策略以及相关调度参数;sched_setparam系统调用则只用于设置调度参数。这两个系统调用要求用户进程具有设置进程优先级的能力(CAP_SYS_NICE,一般来说需要root权限)(参阅capability相关的文章)。
通过将进程的策略设为SCHED_FIFO或SCHED_RR,使得进程变为实时进程。而进程的优先级则是通过以上两个系统调用在设置调度参数时指定的。
对于实时进程,内核不会试图调整其优先级。因为进程实时与否?有多实时?这些问题都是跟用户程序的应用场景相关,只有用户能够回答,内核不能臆断。
综上所述,实时进程的调度是非常简单的。进程的优先级和调度策略都由用户定死了,内核只需要总是选择优先级最高的实时进程来调度执行即可。唯一稍微麻烦一点的只是在选择具有相同优先级的实时进程时,要考虑两种调度策略。
普通进程的调度
实时进程调度的中心思想是,让处于可执行状态的最高优先级的实时进程尽可能地占有CPU,因为它有实时需求;而普通进程则被认为是没有实时需求的进程,于是调度程序力图让各个处于可执行状态的普通进程和平共处地分享CPU,从而让用户觉得这些进程是同时运行的。
与实时进程相比,普通进程的调度要复杂得多。内核需要考虑两件麻烦事:
一、动态调整进程的优先级
按进程的行为特征,可以将进程分为“交互式进程”和“批处理进程”:
交互式进程(如桌面程序、服务器、等)主要的任务是与外界交互。这样的进程应该具有较高的优先级,它们总是睡眠等待外界的输入。而在输入到来,内核将其唤醒时,它们又应该很快被调度执行,以做出响应。比如一个桌面程序,如果鼠标点击后半秒种还没反应,用户就会感觉系统“卡”了;
批处理进程(如编译程序)主要的任务是做持续的运算,因而它们会持续处于可执行状态。这样的进程一般不需要高优先级,比如编译程序多运行了几秒种,用户多半不会太在意;
如果用户能够明确知道进程应该有怎样的优先级,可以通过nice、setpriority(非实时进程优先级的设置)系统调用来对优先级进行设置。(如果要提高进程的优先级,要求用户进程具有CAP_SYS_NICE能力。)
然而应用程序未必就像桌面程序、编译程序这样典型。程序的行为可能五花八门,可能一会儿像交互式进程,一会儿又像批处理进程。以致于用户难以给它设置一个合适的优先级。再者,即使用户明确知道一个进程是交互式还是批处理,也多半碍于权限或因为偷懒而不去设置进程的优先级。(你又是否为某个程序设置过优先级呢?)
于是,最终,区分交互式进程和批处理进程的重任就落到了内核的调度程序上。
调度程序关注进程近一段时间内的表现(主要是检查其睡眠时间和运行时间),根据一些经验性的公式,判断它现在是交互式的还是批处理的?程度如何?最后决定给它的优先级做一定的调整。
进程的优先级被动态调整后,就出现了两个优先级:
1、用户程序设置的优先级(如果未设置,则使用默认值),称为静态优先级。这是进程优先级的基准,在进程执行的过程中往往是不改变的;
2、优先级动态调整后,实际生效的优先级。这个值是可能时时刻刻都在变化的;
二、调度的公平性
在支持多进程的系统中,理想情况下,各个进程应该是根据其优先级公平地占有CPU。而不会出现“谁运气好谁占得多”这样的不可控的情况。
linux实现公平调度基本上是两种思路:
1、给处于可执行状态的进程分配时间片(按照优先级),用完时间片的进程被放到“过期队列”中。等可执行状态的进程都过期了,再重新分配时间片;
2、动态调整进程的优先级。随着进程在CPU上运行,其优先级被不断调低,以便其他优先级较低的进程得到运行机会;
后一种方式有更小的调度粒度,并且将“公平性”与“动态调整优先级”两件事情合而为一,大大简化了内核调度程序的代码。因此,这种方式也成为内核调度程序的新宠。
强调一下,以上两点都是仅针对普通进程的。而对于实时进程,内核既不能自作多情地去动态调整优先级,也没有什么公平性可言。
普通进程具体的调度算法非常复杂,并且随linux内核版本的演变也在不断更替(不仅仅是简单的调整),所以本文就不继续深入了。有兴趣的朋友可以参考下面的链接:《Linux
调度器发展简述》
调度程序的效率
“优先级”明确了哪个进程应该被调度执行,而调度程序还必须要关心效率问题。调度程序跟内核中的很多过程一样会频繁被执行,如果效率不济就会浪费很多CPU时间,导致系统性能下降。
在linux 2.4时,可执行状态的进程被挂在一个链表中。每次调度,调度程序需要扫描整个链表,以找出最优的那个进程来运行。复杂度为O(n);
在linux
2.6早期,可执行状态的进程被挂在N(N=140)个链表中,每一个链表代表一个优先级,系统中支持多少个优先级就有多少个链表。每次调度,调度程序只需要从第一个不为空的链表中取出位于链表头的进程即可。这样就大大提高了调度程序的效率,复杂度为O(1);
在linux 2.6近期的版本中,可执行状态的进程按照优先级顺序被挂在一个红黑树(可以想象成平衡二叉树)中。每次调度,调度程序需要从树中找出优先级最高的进程。复杂度为O(logN)。
那么,为什么从linux 2.6早期到近期linux 2.6版本,调度程序选择进程时的复杂度反而增加了呢?
这是因为,与此同时,调度程序对公平性的实现从上面提到的第一种思路改变为第二种思路(通过动态调整优先级实现)。而O(1)的算法是基于一组数目不大的链表来实现的,按我的理解,这使得优先级的取值范围很小(区分度很低),不能满足公平性的需求。而使用红黑树则对优先级的取值没有限制(可以用32位、64位、或更多位来表示优先级的值),并且O(logN)的复杂度也还是很高效的。
调度触发的时机
调度的触发主要有如下几种情况:
1、当前进程(正在CPU上运行的进程)状态变为非可执行状态。
进程执行系统调用主动变为非可执行状态。比如执行nanosleep进入睡眠、执行exit退出、等等;
进程请求的资源得不到满足而被迫进入睡眠状态。比如执行read系统调用时,磁盘高速缓存里没有所需要的数据,从而睡眠等待磁盘IO;
进程响应信号而变为非可执行状态。比如响应SIGSTOP进入暂停状态、响应SIGKILL退出、等等;
2、抢占。进程运行时,非预期地被剥夺CPU的使用权。这又分两种情况:进程用完了时间片、或出现了优先级更高的进程。
优先级更高的进程受正在CPU上运行的进程的影响而被唤醒。如发送信号主动唤醒,或因为释放互斥对象(如释放锁)而被唤醒;
内核在响应时钟中断的过程中,发现当前进程的时间片用完;
内核在响应中断的过程中,发现优先级更高的进程所等待的外部资源的变为可用,从而将其唤醒。比如CPU收到网卡中断,内核处理该中断,发现某个socket可读,于是唤醒正在等待读这个socket的进程;再比如内核在处理时钟中断的过程中,触发了定时器,从而唤醒对应的正在nanosleep系统调用中睡眠的进程;
其他问题
1、内核抢占
理想情况下,只要满足“出现了优先级更高的进程”这个条件,当前进程就应该被立刻抢占。但是,就像多线程程序需要用锁来保护临界区资源一样,内核中也存在很多这样的临界区,不大可能随时随地都能接收抢占。
linux 2.4时的设计就非常简单,内核不支持抢占。进程运行在内核态时(比如正在执行系统调用、正处于异常处理函数中),是不允许抢占的。必须等到返回用户态时才会触发调度(确切的说,是在返回用户态之前,内核会专门检查一下是否需要调度);
linux 2.6则实现了内核抢占,但是在很多地方还是为了保护临界区资源而需要临时性的禁用内核抢占。
也有一些地方是出于效率考虑而禁用抢占,比较典型的是spin_lock。spin_lock是这样一种锁,如果请求加锁得不到满足(锁已被别的进程占有),则当前进程在一个死循环中不断检测锁的状态,直到锁被释放。
为什么要这样忙等待呢?因为临界区很小,比如只保护“i+=j++;”这么一句。如果因为加锁失败而形成“睡眠-唤醒”这么个过程,就有些得不偿失了。那么既然当前进程忙等待(不睡眠),谁又来释放锁呢?其实已得到锁的进程是运行在另一个CPU上的,并且是禁用了内核抢占的。这个进程不会被其他进程抢占,所以等待锁的进程只有可能运行在别的CPU上。(如果只有一个CPU呢?那么就不可能存在等待锁的进程了。)
而如果不禁用内核抢占呢?那么得到锁的进程将可能被抢占,于是可能很久都不会释放锁。于是,等待锁的进程可能就不知何年何月得偿所望了。
对于一些实时性要求更高的系统,则不能容忍spin_lock这样的东西。宁可改用更费劲的“睡眠-唤醒”过程,也不能因为禁用抢占而让更高优先级的进程等待。比如,嵌入式实时linux
montavista就是这么干的。
由此可见,实时并不代表高效。很多时候为了实现“实时”,还是需要对性能做一定让步的。
2、多处理器下的负载均衡
前面我们并没有专门讨论多处理器对调度程序的影响,其实也没有什么特别的,就是在同一时刻能有多个进程并行地运行而已。那么,为什么会有“多处理器负载均衡”这个事情呢?
如果系统中只有一个可执行队列,哪个CPU空闲了就去队列中找一个最合适的进程来执行。这样不是很好很均衡吗?
的确如此,但是多处理器共用一个可执行队列会有一些问题。显然,每个CPU在执行调度程序时都需要把队列锁起来,这会使得调度程序难以并行,可能导致系统性能下降。而如果每个CPU对应一个可执行队列则不存在这样的问题。
另外,多个可执行队列还有一个好处。这使得一个进程在一段时间内总是在同一个CPU上执行,那么很可能这个CPU的各级cache中都缓存着这个进程的数据,很有利于系统性能的提升。
所以,在linux下,每个CPU都有着对应的可执行队列,而一个可执行状态的进程在同一时刻只能处于一个可执行队列中。
于是,“多处理器负载均衡”这个麻烦事情就来了。内核需要关注各个CPU可执行队列中的进程数目,在数目不均衡时做出适当调整。什么时候需要调整,以多大力度进程调整,这些都是内核需要关心的。当然,尽量不要调整最好,毕竟调整起来又要耗CPU、又要锁可执行队列,代价还是不小的。
另外,内核还得关心各个CPU的关系。两个CPU之间,可能是相互独立的、可能是共享cache的、甚至可能是由同一个物理CPU通过超线程技术虚拟出来的……CPU之间的关系也是实现负载均衡的重要依据。关系越紧密,进程在它们之间迁移的代价就越小。参见《linux内核SMP负载均衡浅析》。
3、优先级继承
由于互斥,一个进程(设为A)可能因为等待进入临界区而睡眠。直到正在占有相应资源的进程(设为B)退出临界区,进程A才被唤醒。
可能存在这样的情况:A的优先级非常高,B的优先级非常低。B进入了临界区,但是却被其他优先级较高的进程(设为C)抢占了,而得不到运行,也就无法退出临界区。于是A也就无法被唤醒。
A有着很高的优先级,但是现在却沦落到跟B一起,被优先级并不太高的C抢占,导致执行被推迟。这种现象就叫做优先级反转。
出现这种现象是很不合理的。较好的应对措施是:当A开始等待B退出临界区时,B临时得到A的优先级(还是假设A的优先级高于B),以便顺利完成处理过程,退出临界区。之后B的优先级恢复。这就是优先级继承的方法。
为了实现优先级继承,内核又得做很多事情。更细节的东西可以参考一下关于“优先级反转”或“优先级继承”的文章。
4、中断处理线程化
在linux下,中断处理程序运行于一个不可调度的上下文中。从CPU响应硬件中断自动跳转到内核设定的中断处理程序去执行,到中断处理程序退出,整个过程是不能被抢占的。
一个进程如果被抢占了,可以通过保存在它的进程控制块(task_struct)中的信息,在之后的某个时间恢复它的运行。而中断上下文则没有task_struct,被抢占了就没法恢复了。
中断处理程序不能被抢占,也就意味着中断处理程序的“优先级”比任何进程都高(必须等中断处理程序完成了,进程才能被执行)。但是在实际的应用场景中,可能某些实时进程应该得到比中断处理程序更高的优先级。
于是,一些实时性要求更高的系统就给中断处理程序赋予了task_struct以及优先级,使得它们在必要的时候能够被高优先级的进程抢占。但是显然,做这些工作是会给系统造成一定开销的,这也是为了实现“实时”而对性能做出的一种让步。
6. 程序运行时内存布局
我们在写程序时,既有程序的逻辑代码,也有在程序中定义的变量等数据,那么当我们的程序进行时,我们的代码和数据究竟是存放在哪里的呢?下面就来总结一下。
一、程序运行时的内存空间情况
- #include <unistd.h>
- #include <stdio.h>
- int main()
- {
- printf("%d\n", getpid());
- while(1);
- return 0;
- }
从上图我们可以非常形象地看到一个程序进行时的内存分布情况。下面我们将会结合上图,进行更加深入的对内存中的数据段的解说。
该段用来存放没有被初始化或初始化为0的全局变量,因为是全局变量,所以在程序运行的整个生命周期内都存在于内存中。有趣的是这个段中的变量只占用程序运行时的内存空间,而不占用程序文件的储存空间。可以用以下程序来说明这点(通过符号表可以看到未初始化的全局变量没有被存放在任何段,只是一个未定义的“COMMON符号”,这其实是跟不同的语言与不同的编译器实现有关,有些编译器会将全局未初始化变量存放在.bss段,有些则不放,只是预留一个未定义的全局变量符号,等到最终连接成可执行文件的时候再在.bss段分配空间。)
文件名为bss.c
- #include <stdio.h>
- int bss_data[1024 * 1024];
- int main()
- {
- return 0;
- }
- #include <stdio.h>
- int data_data[1024 * 1024] = {1};
- int main()
- {
- return 0;
- }
- void func()
- {
- int a = 0;
- int *n_ptr = malloc(sizeof(int));
- char *c_ptr = new char;
- }
- #include <unistd.h>
- #include <stdlib.h>
- #include <stdio.h>
- int main()
- {
- int *n_ptr = malloc(sizeof(int));
- printf("%d\n", getpid());
- while(1);
- free(n_ptr);
- return 0;
- }
C语言内存模型及运行时内存布局
我们知道,C程序开发并编译完成后,要载入内存(主存或内存条)才能运行(请查看:载入内存,让程序运行起来),变量名、函数名都会对应内存中的一块区域。
内存中运行着很多程序,我们的程序只占用一部分空间,这部分空间又可以细分为以下的区域:
内存分区 | 说明 |
---|---|
程序代码区(code area) | 存放函数体的二进制代码 |
静态数据区(data area) | 也称全局数据区,包含的数据类型比较多,如全局变量、静态变量、一般常量、字符串常量。其中:
注意:静态数据区的内存在程序结束后由操作系统释放。 |
堆区(heap area) | 一般由程序员分配和释放,若程序员不释放,程序运行结束时由操作系统回收。malloc()、calloc()、free() 等函数操作的就是这块内存,这也是本章要讲解的重点。 注意:这里所说的堆区与数据结构中的堆不是一个概念,堆区的分配方式倒是类似于链表。 |
栈区(stack area) | 由系统自动分配释放,存放函数的参数值、局部变量的值等。其操作方式类似于数据结构中的栈。 |
命令行参数区 | 存放命令行参数和环境变量的值,如通过main()函数传递的值。 |
图1:C语言内存模型示意图
提示:关于局部的字符串常量是存放在全局的常量区还是栈区,不同的编译器有不同的实现,VC 将局部常量像局部变量一样对待,存储于栈(⑥区)中,TC则存储在静态数据区的常量区(②区)。
注意:未初始化的全局变量的默认值是 0,而未初始化的局部变量的值却是垃圾值(任意值)。请看下面的代码:
- #include <stdio.h>
- #include <conio.h>
- int global;
- int main()
- {
- int local;
- printf("global = %d\n", global);
- printf("local = %d\n", local);
- getch();
- return 0;
- }
运行结果:
global = 0
local = 1912227604
为了更好的理解内存模型,请大家看下面一段代码:
- #include<stdio.h>
- #include<stdlib.h>
- #include<string.h>
- int a = 0; // 全局初始化区(④区)
- char *p1; // 全局未初始化区(③区)
- int main()
- {
- int b; // 栈区
- char s[] = "abc"; // 栈区
- char *p2; // 栈区
- char *p3 = "123456"; // 123456\0 在常量区(②),p3在栈上,体会与 char s[]="abc"; 的不同
- static int c = 0; // 全局初始化区
- p1 = (char *)malloc(10), // 堆区
- p2 = (char *)malloc(20); // 堆区
- // 123456\0 放在常量区,但编译器可能会将它与p3所指向的"123456"优化成一个地方
- strcpy(p1, "123456");
- }
1 内存模型
在C语言中,内存可分用五个部分:
1. BSS段(Block Started by Symbol): 用来存放程序中未初始化的全局变量的内存区域。
2. 数据段(data segment): 用来存放程序中已初始化的全局变量的内存区域。
3. 代码段(text segment): 用来存放程序执行代码的内存区域。
4. 堆(heap):用来存放进程运行中被动态分配的内存段,它的大小并不固定,可动态扩张或缩减。当进程调用malloc分配内存时,新分配的内存就被动态添加到堆上,当进程调用free释放内存时,会从堆中剔除。
5. 栈(stack):存放程序中的局部变量(但不包括static声明的变量,static变量放在数据段中)。同时,在函数被调用时,栈用来传递参数和返回值。由于栈先进先出特点。所以栈特别方便用来保存/恢复调用现场。
APUE中的一个典型C内存空间分布图
如下往上,分别是text段,data段,BSS段,堆,栈
Linux下32位环境的用户空间内存分布情况
由上图可知:
0x0000 0000:保留区域, 最底层
代码区:用来存放程序代码和常量,只读(运行期会一直存在)
常量区:一般常量,字符常量,只读(运行期会一直存在)
全局数据区:全局变量和静态变量,可读写(运行期会一直存在)
堆段:malloc/free的内存,malloc时分配,free时释放(向上增长)
未分配堆内存
0x4000 0000:动态链接库
未分配栈内存
栈段:局部变量,函数调用参数返回值(向上增长)
0xc000 0000 ~ 0xffff ffff:内核空间(1G)
2栈详解
栈(stack): 是由系统自动分配和释放,存放函数的参数值,返回值,局部变量等。其操作方式类似于数据结构中的栈。
2.1栈的申请
1. 当在函数或块内部声明一个局部变量时,如:int nTmp; 系统会判断申请的空间是否足够,足够,在栈中开辟空间,提供内存;不够空间,报异常提示栈溢出。
2. 当调用一个函数时,系统会自动为参数当局部变量,压进栈中,当函数调用结束时,会自动提升堆栈。(可查看汇编中的函数调用机制)
2.2栈的大小
栈是有一定大小的,通常情况下,栈只有2M,不同系统栈的大小可能不同。
在linux中,查看进程/线程栈大小,命令: ulimit -s
$ ulimit -s
$ 8192
我的系统中栈大小为 8192, 有些系统为 10240, 具体查看自已系统栈大小
设置栈大小:
1. 临时改变栈大小:ulimit -s 10240
2. 开机设置栈大小:在/etc/rc.local中加入 ulimit -s 10240
3. 改变栈大小: 在/etc/security/limits.conf中加入
* soft stack 10240
所以,在声明局部变量时,新手要特别注意栈的大小:
1. 对于局部变量,尽量不定义大的变量,如大数组(大于2*1024*1024字节)
char buf[2*1024*1024]; // 可能会导致栈溢出
2. 对于内存较大或不知大小的变量,用堆分配,局部变量用指针,注意要释放
char* pBuf = (char*)malloc(2*1024*1024); // char* 为局部变量 malloc的内存在堆
free(pBuf);
3. 或定义在全局区中,static变量 或常量区中
static char buf[2*1024*1024];
2.3栈的生长方向
栈的生长方向和存放数据的方向相反,自顶向下
2.4 栈分配例子
int function( int var1 ,int var2)
{
int var3;
int var4;
}
var1,var2,var3在栈中的图如下:
0xc000 0000 |
var1 |
0xc000 0000 - 4 |
var2 |
0xc000 0000 - 8 |
var3 |
0xc000 0000 - 12 |
var4 |
3 堆详解
堆(heap):是用来存放动态申请或释放的区域。需要程序员分配和释放,系统不会自动管理,如果用完不释放,将会造成内存泄露,直到进程结速后,系统自动回收。
3.1 堆的目的
为什么在堆呢?原因很简单,在栈中,大小是有限制的,能常大小为2M,如果需要更大的空间,那么就要用到堆了,堆的目的就是为了分配使用更大的空间。
3.2申请和释放
int function()
{
char *pTmp = (char*) malloc(1024); // malloc在堆中分配1024字节空间
//pTmp 为局部变量,只占四字节
free(pTmp); // free为手动释放堆中空间
pTmp = NULL; // 防止pTmp变野指针误用
}
3.3堆的大小
堆是可以申请大块内存的区域,但堆的大小到底有多大,下面分析下,以32位系统为例。
在linux中,堆区的内存申请,在32位系统中,理论上:2^32=4G,但如上面的内存分布图可知:内核占用1G空间。
0xFFFF FFFF |
1G内核空间 |
0xC000 0000 |
|
0XBFFF FFF |
3G用户空间(包text段,data段,BSS段,堆,栈) |
0x0000 0000 |
如上所知,理论上,使用malloc最大能够申请空间大约3G。但这是理论值,因为实际中,还会包含代码区,全局变量区和栈区。
char *buf = (char*) malloc(3GB); // 理论上
3.4 堆的生长方向
如上面的图可知,堆是由低地址向高地址生长的
3.5 堆的注意事项
堆虽然可以分配较大的空间,但有一些要注意的地方,否则会出现问题。
1. 释放问题:分配了堆内存,一定要记得手动释放,否则将会导致内存泄露
void* alloc(int size)
{
char* ptr = (char*)malloc(size);
return ptr;
}
上面函数如果外部调用,没有释放,将内存不会释放造成泄露
2. 碎片问题:如果频繁地调用内存分配和释放,将会使堆内存造成很多内存碎片,从而造成空间浪费和效率低下。
a) 对于比较固定,或可预测大小的,可以程序启动时,即分配好空间,如:某个对象不会超过500个,那个可先生成,object *ptr = (object*)malloc(object_size*500);
b) 结构对齐,尽量使结构不浪费内存
3. 超堆大小问题:如果申请内存超过堆大小,会出现虚拟内存不足等问题
a) 尽量不要申请很大的内存,如直需要,可采用内存数据库等
4. 分配是否成功问题:申请内存后,都在判断内存是否分配成功,分配成功后才能使用,否则会出现段错误
char * pTmp = (char*)malloc(102400);
if(pTmp == 0) // 一定在记得判断
{
return false;
}
5. 释放后野指针问题:释放指针后,一定要记得把指针的值设置成NULL,防止指针被释放后误用
free(pTmp);
pTmp = NULL; // 防止变野指针
6. 多次释放问题:如果第5并没置NULL,多次释放将会出现问题。
8. Linux的IPC都有哪些
为什么要进行进程间的通讯(IPC (Inter-process communication))
数据传输:一个进程需要将它的数据发送给另一个进程,发送的数据量在一个字节到几M字节之间
共享数据:多个进程想要操作共享数据,一个进程对共享数据的修改,别的进程应该立刻看到。
通知事件:一个进程需要向另一个或一组进程发送消息,通知它(它们)发生了某种事件(如进程终止时要通知父进程)。
资源共享:多个进程之间共享同样的资源。为了作到这一点,需要内核提供锁和同步机制。
进程控制:有些进程希望完全控制另一个进程的执行(如Debug进程),此时控制进程希望能够拦截另一个进程的所有陷入和异常,并能够及时知道它的状态改变。
linux常用的进程间的通讯方式
(1)、管道(pipe):管道可用于具有亲缘关系的进程间的通信,是一种半双工的方式,数据只能单向流动,允许一个进程和另一个与它有共同祖先的进程之间进行通信。
(2)、命名管道(named pipe):命名管道克服了管道没有名字的限制,同时除了具有管道的功能外(也是半双工),它还允许无亲缘关系进程间的通信。命名管道在文件系统中有对应的文件名。命名管道通过命令mkfifo或系统调用mkfifo来创建。
(3)、信号(signal):信号是比较复杂的通信方式,用于通知接收进程有某种事件发生了,除了进程间通信外,进程还可以发送信号给进程本身;linux除了支持Unix早期信号语义函数sigal外,还支持语义符合Posix.1标准的信号函数sigaction(实际上,该函数是基于BSD的,BSD为了实现可靠信号机制,又能够统一对外接口,用sigaction函数重新实现了signal函数)。
(4)、消息队列:消息队列是消息的链接表,包括Posix消息队列system V消息队列。有足够权限的进程可以向队列中添加消息,被赋予读权限的进程则可以读走队列中的消息。消息队列克服了信号承载信息量少,管道只能承载无格式字节流以及缓冲区大小受限等缺
(5)、共享内存:使得多个进程可以访问同一块内存空间,是最快的可用IPC形式。是针对其他通信机制运行效率较低而设计的。往往与其它通信机制,如信号量结合使用,来达到进程间的同步及互斥。
(6)、内存映射:内存映射允许任何多个进程间通信,每一个使用该机制的进程通过把一个共享的文件映射到自己的进程地址空间来实现它。
(7)、信号量(semaphore):主要作为进程间以及同一进程不同线程之间的同步手段。
(8)、套接字(Socket):更为一般的进程间通信机制,可用于不同机器之间的进程间通信。起初是由Unix系统的BSD分支开发出来的,但现在一般可以移植到其它类Unix系统上:Linux和System V的变种都支持套接字。
linux进程间通信(IPC)有几种方式
一。管道(pipe)
管道是Linux支持的最初IPC方式,管道可分为无名管道,有名管道等。
(一)无名管道,它具有几个特点:
1) 管道是半双工的,只能支持数据的单向流动;两进程间需要通信时需要建立起两个管道;
2) 无名管道使用pipe()函数创建,只能用于父子进程或者兄弟进程之间;
3) 管道对于通信的两端进程而言,实质上是一种独立的文件,只存在于内存中;
4) 数据的读写操作:一个进程向管道中写数据,所写的数据添加在管道缓冲区的尾部;
另一个进程在管道中缓冲区的头部读数据。
(二)有名管道
有名管道也是半双工的,不过它允许没有亲缘关系的进程间进行通信。具体点说就是,有名管道提供了一个路径名与之进行关联,以FIFO(先进先出)的形式存在于文件系统中。这样即使是不相干的进程也可以通过FIFO相互通信,只要他们能访问已经提供的路径。
值得注意的是,只有在管道有读端时,往管道中写数据才有意义。否则,向管道写数据的进程会接收到内核发出来的SIGPIPE信号;应用程序可以自定义该信号处理函数,或者直接忽略该信号。
管道是*nix系统进程间通信的最古老形式,所有*nix都提供这种通信方式。管道是一种半双工的通信机制,也就是说,它只能一端用来读,另外一端用来写;另外,管道只能用来在具有公共祖先的两个进程之间通信。管道通信遵循先进先出的原理,并且数据只能被读取一次,当此段数据被读取后,马上会从数据中消失,这一点很重要。
Linux上,创建管道使用pipe函数,当它执行后,会产生两个文件描述符,分别为读端和写端。单个进程中的管道几乎没有任何作用,通常会先调用pipe,然后调用fork,从而创建从父进程到子进程的IPC通道。
------------------------------
waitpid()会暂时停止目前进程的执行,直到有信号来到或子进程结束。
#include<sys/types.h>
#include<sys/wait.h>
定义函数 pid_t waitpid(pid_t pid, int * status, int options);
---------------------------------------------------------------------------------------------------------------------------
二。信号量(semophore)
信号量是一种计数器,可以控制进程间多个线程或者多个进程对资源的同步访问,它常实现为一种锁机制。实质上,信号量是一个被保护的变量,并且只能通过初始化和两个标准的原子操作(P/V)来访问。(P,V操作也常称为wait(s),signal(s))
三。信号(Signal)
信号是Unix系统中使用的最古老的进程间通信的方法之一。操作系统通过信号来通知某一进程发生了某一种预定好的事件;接收到信号的进程可以选择不同的方式处理该信号,一是可以采用默认处理机制-进程中断或退出,一是忽略该信号,还有就是自定义该信号的处理函数,执行相应的动作。
内核为进程生产信号,来响应不同的事件,这些事件就是信号源。信号源可以是:异常,其他进程,终端的中断(Ctrl-C,Ctrl+\等),作业的控制(前台,后台进程的管理等),分配额问题(cpu超时或文件过大等),内核通知(例如I/O就绪等),报警(计时器)。
四。消息队列(Message Queue)
消息队列就是消息的一个链表,它允许一个或者多个进程向它写消息,一个或多个进程向它读消息。Linux维护了一个消息队列向量表:msgque,来表示系统中所有的消息队列。
消息队列克服了信号传递信息少,管道只能支持无格式字节流和缓冲区受限的缺点。
五。共享内存(shared memory)
共享内存映射为一段可以被其他进程访问的内存。该共享内存由一个进程所创建,然后其他进程可以挂载到该共享内存中。共享内存是最快的IPC机制,但由于linux本身不能实现对其同步控制,需要用户程序进行并发访问控制,因此它一般结合了其他通信机制实现了进程间的通信,例如信号量。
五。套接字(socket)
socket也是一种进程间的通信机制,不过它与其他通信方式主要的区别是:它可以实现不同主机间的进程通信。一个套接口可以看做是进程间通信的端点(endpoint),每个套接口的名字是唯一的;其他进程可以访问,连接和进行数据通信
9.共享内存的本质
进程间通信---共享内存
------->双向通信
------->仅是一块内存,可以随意写入数据
------->无同步互斥
------->生命周期随内核
-----共享内存是最快的IPC形式.共享内存的本质是物理内存,一旦这样的内存映射到共享它的进程的地址空间,这些空间不涉及内核.
进程是一个独立的资源管理单元,不同进程间的资源是独立的,不能在一个进程中访问另一个进程的用户空间和内存空间。但是,进程不是孤立的,不同进程之间需要信息的交互和状态的传递,因此需要进程间数据的传递、同步和异步的机制。
当然,这些机制不能由哪一个进程进行直接管理,只能由操作系统来完成其管理和维护,Linux提供了大量的进程间通信机制,包括同一个主机下的不同进程和网络主机间的进程通信,如下图所示:
共享内存是进程间通信中最简单的方式之中的一个。
共享内存是系统出于多个进程之间通讯的考虑,而预留的的一块内存区。
共享内存同意两个或很多其他进程訪问同一块内存,就如同 malloc() 函数向不同进程返回了指向同一个物理内存区域的指针。
当一个进程改变了这块地址中的内容的时候,其他进程都会察觉到这个更改
用ftok()函数获得一个ID号
应用说明,在IPC中,我们经经常使用用key_t的值来创建或者打开信号量,共享内存和消息队列。
key_t ftok(const char *pathname, int proj_id);
參数 | 描写叙述 |
---|---|
pathname | 一定要在系统中存在而且进程能够訪问的 |
proj_id | 一个1-255之间的一个整数值,典型的值是一个ASCII值。 |
当成功运行的时候,一个key_t值将会被返回。否则-1被返回。我们能够使用strerror(errno)来确定详细的错误信息。
考虑到应用系统可能在不同的主机上应用,能够直接定义一个key,而不用ftok获得:
#define IPCKEY 0x344378
创建共享内存
进程通过调用shmget(Shared Memory GET,获取共享内存)来分配一个共享内存块。
int shmget(key_t key ,int size,int shmflg)
參数 | 描写叙述 |
---|---|
key | 一个用来标识共享内存块的键值 |
size | 指定了所申请的内存块的大小 |
shmflg | 操作共享内存的标识 |
返回值:假设成功,返回共享内存表示符,假设失败,返回-1。
该函数的第一个參数key是一个用来标识共享内存块的键值。
该函数的第二个參数size指定了所申请的内存块的大小
第三个參数shmflg是一组标志。通过特定常量的按位或操作来shmget
映射共享内存
shmat()是用来同意本进程訪问一块共享内存的函数。将这个内存区映射到本进程的虚拟地址空间。
int shmat(int shmid,char *shmaddr,int flag)
參数 | 描写叙述 |
---|---|
shmid | 那块共享内存的ID。是shmget函数返回的共享存储标识符 |
shmaddr | 是共享内存的起始地址,假设shmaddr为0,内核会把共享内存映像到调用进程的地址空间中选定位置。假设shmaddr不为0,内核会把共享内存映像到shmaddr指定的位置。所以一般把shmaddr设为0。 |
shmflag | 是本进程对该内存的操作模式。假设是SHM_RDONLY的话,就是仅仅读模式。
其他的是读写模式 |
成功时,这个函数返回共享内存的起始地址。失败时返回-1。
共享内存解除映射
当一个进程不再须要共享内存时,须要把它从进程地址空间中多里。
int shmdt(char *shmaddr)
參数 | 描写叙述 |
---|---|
shmaddr | 那块共享内存的起始地址 |
成功时返回0。失败时返回-1。
应通过调用 shmdt(Shared Memory Detach。脱离共享内存块)函数与该共享内存块脱离。
将由 shmat 函数返回的地址传递给这个函数。假设当释放这个内存块的进程是最后一个使用该内存块的进程,则这个内存块将被删除。
控制释放
shmctl控制对这块共享内存的使用
函数原型
int shmctl( int shmid , int cmd , struct shmid_ds *buf );
參数 | 描写叙述 |
---|---|
shmid | 是共享内存的ID。 |
cmd | 控制命令 |
buf | 一个结构体指针。
IPC_STAT的时候,取得的状态放在这个结构体中。假设要改变共享内存的状态,用这个结构体指定。 |
当中cmd的取值例如以下
cmd | 描写叙述 |
---|---|
IPC_STAT | 得到共享内存的状态 |
IPC_SET | 改变共享内存的状态 |
IPC_RMID | 删除共享内存 |
返回值: 成功:0 失败:-1
可以看到内存映射中需要的一个参数是int fd(文件的标识符),可见函数是通过fd将文件内容映射到一个内存空间,
我需要创建另一个映射来得到文件内容并统计或修改,这时我创建这另一个映射用的仍是mmap函数,
它仍需要用到fd这个文件标识,那我不等于又重新打开文件读取文件里的数据
1.既然这样那同对文件的直接操作有什么区别呢?
2.映射到内存后通过映射的指针addr来修改内容的话是修改共享内存里的内容还是文件的内容呢?
3.解决上面2个问题,我还是想确切知道共享内存有什么用???
一种回答|:
1、访问共享内存的执行速度比直接访问文件的快N倍(N》10),这对于要求快速输入输出的场合非常有效。
2、通过addr修改的内容是修改的是共享内容中的内容。至于是否修改了文件中的内容,要看文件的类型。
对于显示设备等文件来说,修改的也是文件的内容,因为他直接写到了显存中。对于普通文件,
在close文件时,kernel会将数据更新到硬盘等存储设备中。
3、共享内存主要是为了提高程序的执行速度,方便多个进程进行快速的大数据量的交换。
第二种回答:
对于是修改文件内容的内存映射:
1、你的这个说法不确切。举个例子来说:对显示设备文件(显卡)进行内存的映射,并不会在内存中新分配一块内存,
而是直接将显存地址通过addr参数传给应用程序。这样应用程序通过内存映射修改文件时,
其实就是直接修改显存中的内容(也就是改变显示内容)。
2、感觉你把内存映射和共享内存搞混了。内存映射是用来加快对文件/设备的访问。
(如果是大文件,而且还想提高读写速度的话,建议使用内存映射。)
共享内存是用来在多个进程间进行快速的大数据量的交换。
3、fd是文件描述符。它和内存映射没有直接的关系。只有做过内存映射后,它和映射到的内存才存在对应关系。
对于不修改文件内容的内存映射
1、不一定,可以在程序中指定要将文件内容映射到哪块内存。对于多个进程打开同一个文件,
不同的内存映射可以开辟多块内存区域。更新文件内容的顺序依照关闭文件的进程的顺序执行,因此,存在脏读的问题。
2、:-),一定要记住,内存映射是为了加快对文件/设备的访问速度,不是用来进行数据通信的。
转载自:http://bbs.csdn.net/topics/340203684
我对内存映射的理解就是通过操作内存来实现对文件的操作,这样可以加快执行速度,因为操作内存比操作文件的速度快多了!
共享内存,顾名思义,就是预留出的内存区域,它允许一组进程对其访问。
共享内存是system vIPC中三种通信机制最快的一种,也是最简单的一种。对于进程来说,
获得共享内存后,他对内存的使用和其他的内存是一样的。由一个进程对共享内存所进行的
操作对其他进程来说都是立即可见的,因为每个进程只需要通过一个指向共享内存空间的指针就可以来读取
共享内存中的内容(说白了就好比申请了一块内存,每个需要的进程都有一个指针指向这个内存)
就可以轻松获得结果。使用共享内存要注意的问题:共享内存不能确保对内存操作的互斥性。
一个进程可以向共享内存中的给定地址写入,而同时另一个进程从相同的地址读出,这将会导致不一致的数据。
因此使用共享内存的进程必须自己保证读操作和写操作的的严格互斥。
可使用锁和原子操作解决这一问题。也可使用信号量保证互斥访问共享内存区域。
共享内存在一些情况下可以代替消息队列,而且共享内存的读/写比使用消息队列要快!
共享内存可以说是最有用的进程间通信方式,也是最快的IPC形式。两个不同进程A、B共享内存的意思是,同一块物理内存被映射到进程A、B各自的进程地址空间。进程A可以即时看到进程B对共享内存中数据的更新,反之亦然。由于多个进程共享同一块内存区域,必然需要某种同步机制,互斥锁和信号量都可以。
采用共享内存通信的一个显而易见的好处是效率高,因为进程可以直接读写内存,而不需要任何数据的拷贝。对于像管道和消息队列等通信方式,则需要在内核和用户空间进行四次的数据拷贝,而共享内存则只拷贝两次数据[1]:一次从输入文件到共享内存区,另一次从共享内存区到输出文件。实际上,进程之间在共享内存时,并不总是读写少量数据后就解除映射,有新的通信时,再重新建立共享内存区域。而是保持共享区域,直到通信完毕为止,这样,数据内容一直保存在共享内存中,并没有写回文件。共享内存中的内容往往是在解除映射时才写回文件的。因此,采用共享内存的通信方式效率是非常高的。
Linux的2.2.x内核支持多种共享内存方式,如mmap()系统调用,Posix共享内存,以及系统V共享内存。linux发行版本如Redhat 8.0支持mmap()系统调用及系统V共享内存,但还没实现Posix共享内存,本文将主要介绍mmap()系统调用及系统V共享内存API的原理及应用。
一、内核怎样保证各个进程寻址到同一个共享内存区域的内存页面
1、page cache及swap cache中页面的区分:一个被访问文件的物理页面都驻留在page cache或swap cache中,一个页面的所有信息由struct page来描述。struct page中有一个域为指针mapping ,它指向一个struct address_space类型结构。page cache或swap cache中的所有页面就是根据address_space结构以及一个偏移量来区分的。
2、文件与address_space结构的对应:一个具体的文件在打开后,内核会在内存中为之建立一个struct inode结构,其中的i_mapping域指向一个address_space结构。这样,一个文件就对应一个address_space结构,一个address_space与一个偏移量能够确定一个page cache 或swap cache中的一个页面。因此,当要寻址某个数据时,很容易根据给定的文件及数据在文件内的偏移量而找到相应的页面。
3、进程调用mmap()时,只是在进程空间内新增了一块相应大小的缓冲区,并设置了相应的访问标识,但并没有建立进程空间到物理页面的映射。因此,第一次访问该空间时,会引发一个缺页异常。
4、对于共享内存映射情况,缺页异常处理程序首先在swap cache中寻找目标页(符合address_space以及偏移量的物理页),如果找到,则直接返回地址;如果没有找到,则判断该页是否在交换区(swap area),如果在,则执行一个换入操作;如果上述两种情况都不满足,处理程序将分配新的物理页面,并把它插入到page cache中。进程最终将更新进程页表。
注:对于映射普通文件情况(非共享映射),缺页异常处理程序首先会在page
cache中根据address_space以及数据偏移量寻找相应的页面。如果没有找到,则说明文件数据还没有读入内存,处理程序会从磁盘读入相应的页面,并返回相应地址,同时,进程页表也会更新。
5、所有进程在映射同一个共享内存区域时,情况都一样,在建立线性地址与物理地址之间的映射之后,不论进程各自的返回地址如何,实际访问的必然是同一个共享内存区域对应的物理页面。
注:一个共享内存区域可以看作是特殊文件系统shm中的一个文件,shm的安装点在交换区上。
上面涉及到了一些数据结构,围绕数据结构理解问题会容易一些。
二、mmap()及其相关系统调用
mmap()系统调用使得进程之间通过映射同一个普通文件实现共享内存。普通文件被映射到进程地址空间后,进程可以向访问普通内存一样对文件进行访问,不必再调用read(),write()等操作。
注:实际上,mmap()系统调用并不是完全为了用于共享内存而设计的。它本身提供了不同于一般对普通文件的访问方式,进程可以像读写内存一样对普通文件的操作。而Posix或系统V的共享内存IPC则纯粹用于共享目的,当然mmap()实现共享内存也是其主要应用之一。
1、mmap()系统调用形式如下:
void* mmap ( void * addr , size_t len , int prot , int flags ,
int fd , off_t offset )
参数fd为即将映射到进程空间的文件描述字,一般由open()返回,同时,fd可以指定为-1,此时须指定flags参数中的MAP_ANON,表明进行的是匿名映射(不涉及具体的文件名,避免了文件的创建及打开,很显然只能用于具有亲缘关系的进程间通信)。len是映射到调用进程地址空间的字节数,它从被映射文件开头offset个字节开始算起。prot
参数指定共享内存的访问权限。可取如下几个值的或:PROT_READ(可读) , PROT_WRITE (可写), PROT_EXEC
(可执行), PROT_NONE(不可访问)。flags由以下几个常值指定:MAP_SHARED , MAP_PRIVATE ,
MAP_FIXED,其中,MAP_SHARED ,
MAP_PRIVATE必选其一,而MAP_FIXED则不推荐使用。offset参数一般设为0,表示从文件头开始映射。参数addr指定文件应被映射到进程空间的起始地址,一般被指定一个空指针,此时选择起始地址的任务留给内核来完成。函数的返回值为最后文件映射到进程空间的地址,进程可直接操作起始地址为该值的有效地址。这里不再详细介绍mmap()的参数,读者可参考mmap()手册页获得进一步的信息。
2、系统调用mmap()用于共享内存的两种方式:
(1)使用普通文件提供的内存映射:适用于任何进程之间;此时,需要打开或创建一个文件,然后再调用mmap();典型调用代码如下:
fd=open(name, flag, mode);
if(fd<0)
...
ptr=mmap(NULL, len , PROT_READ|PROT_WRITE, MAP_SHARED , fd , 0); 通过mmap()实现共享内存的通信方式有许多特点和要注意的地方,我们将在范例中进行具体说明。
(2)使用特殊文件提供匿名内存映射:适用于具有亲缘关系的进程之间;由于父子进程特殊的亲缘关系,在父进程中先调用mmap(),然后调用fork()。那么在调用fork()之后,子进程继承父进程匿名映射后的地址空间,同样也继承mmap()返回的地址,这样,父子进程就可以通过映射区域进行通信了。注意,这里不是一般的继承关系。一般来说,子进程单独维护从父进程继承下来的一些变量。而mmap()返回的地址,却由父子进程共同维护。
对于具有亲缘关系的进程实现共享内存最好的方式应该是采用匿名内存映射的方式。此时,不必指定具体的文件,只要设置相应的标志即可,参见范例2。
3、系统调用munmap()
int munmap( void * addr, size_t len )
该调用在进程地址空间中解除一个映射关系,addr是调用mmap()时返回的地址,len是映射区的大小。当映射关系解除后,对原来映射地址的访问将导致段错误发生。
4、系统调用msync()
int msync ( void * addr , size_t len, int flags)
一般说来,进程在映射空间的对共享内容的改变并不直接写回到磁盘文件中,往往在调用munmap()后才执行该操作。可以通过调用msync()实现磁盘上文件内容与共享内存区的内容一致
三、mmap()范例
下面将给出使用mmap()的两个范例:范例1给出两个进程通过映射普通文件实现共享内存通信;范例2给出父子进程通过匿名映射实现共享内存。系统调用mmap()有许多有趣的地方,下面是通过mmap()映射普通文件实现进程间的通信的范例,我们通过该范例来说明mmap()实现共享内存的特点及注意事项。
范例1:两个进程通过映射普通文件实现共享内存通信
范例1包含两个子程序:map_normalfile1.c及map_normalfile2.c。编译两个程序,可执行文件分别为map_normalfile1及map_normalfile2。两个程序通过命令行参数指定同一个文件来实现共享内存方式的进程间通信。map_normalfile2试图打开命令行参数指定的一个普通文件,把该文件映射到进程的地址空间,并对映射后的地址空间进行写操作。map_normalfile1把命令行参数指定的文件映射到进程地址空间,然后对映射后的地址空间执行读操作。这样,两个进程通过命令行参数指定同一个文件来实现共享内存方式的进程间通信。
从程序的运行结果中可以得出的结论
1、 最终被映射文件的内容的长度不会超过文件本身的初始大小,即映射不能改变文件的大小;
2、 可以用于进程通信的有效地址空间大小大体上受限于被映射文件的大小,但不完全受限于文件大小。打开文件被截短为5个people结构大小,而在map_normalfile1中初始化了10个people数据结构,在恰当时候(map_normalfile1输出initialize over 之后,输出umap ok之前)调用map_normalfile2会发现map_normalfile2将输出全部10个people结构的值,后面将给出详细讨论。
注:在linux中,内存的保护是以页为基本单位的,即使被映射文件只有一个字节大小,内核也会为映射分配一个页面大小的内存。当被映射文件小于一个页面大小时,进程可以对从mmap()返回地址开始的一个页面大小进行访问,而不会出错;但是,如果对一个页面以外的地址空间进行访问,则导致错误发生,后面将进一步描述。因此,可用于进程间通信的有效地址空间大小不会超过文件大小及一个页面大小的和。
3、
文件一旦被映射后,调用mmap()的进程对返回地址的访问是对某一内存区域的访问,暂时脱离了磁盘上文件的影响。所有对mmap()返回地址空间的操作只在内存中有意义,只有在调用了munmap()后或者msync()时,才把内存中的相应内容写回磁盘文件,所写内容仍然不能超过文件的大小。
四、对mmap()返回地址的访问
前面对范例运行结构的讨论中已经提到,linux采用的是页式管理机制。对于用mmap()映射普通文件来说,进程会在自己的地址空间新增一块空间,空间大小由mmap()的len参数指定,注意,进程并不一定能够对全部新增空间都能进行有效访问。进程能够访问的有效地址大小取决于文件被映射部分的大小。简单的说,能够容纳文件被映射部分大小的最少页面个数决定了进程从mmap()返回的地址开始,能够有效访问的地址空间大小。超过这个空间大小,内核会根据超过的严重程度返回发送不同的信号给进程。可用如下图示说明:
注意:文件被映射部分而不是整个文件决定了进程能够访问的空间大小,另外,如果指定文件的偏移部分,一定要注意为页面大小的整数倍。
9. socket是怎么回事,演绎从应用层到最底层的通信
在说socket之前。我们先了解下相关的网络知识;
端口
在Internet上有很多这样的主机,这些主机一般运行了多个服务软件,同时提供几种服务。每种服务都打开一个Socket,并绑定到一个端口上,不同的端口对应于不同的服务(应用程序)。
例如:http 使用80端口 ftp使用21端口 smtp使用 25端口
端口用来标识计算机里的某个程序 1)公认端口:从0到1023 2)注册端口:从1024到49151 3)动态或私有端口:从49152到65535
Socket相关概念
socket的英文原义是“孔”或“插座”。作为进程通信机制,取后一种意思。通常也称作“套接字”,用于描述IP地址和端口,是一个通信链的句柄。(其实就是两个程序通信用的。)
socket非常类似于电话插座。以一个电话网为例。电话的通话双方相当于相互通信的2个程序,电话号码就是IP地址。任何用户在通话之前,
首先要占有一部电话机,相当于申请一个socket;同时要知道对方的号码,相当于对方有一个固定的socket。然后向对方拨号呼叫,
相当于发出连接请求。对方假如在场并空闲,拿起电话话筒,双方就可以正式通话,相当于连接成功。双方通话的过程,
是一方向电话机发出信号和对方从电话机接收信号的过程,相当于向socket发送数据和从socket接收数据。通话结束后,一方挂起电话机相当于关闭socket,撤消连接。
Socket有两种类型
流式Socket(STREAM):是一种面向连接的Socket,针对于面向连接的TCP服务应用,安全,但是效率低;
数据报式Socket(DATAGRAM):是一种无连接的Socket,对应于无连接的UDP服务应用.不安全(丢失,顺序混乱,在接收端要分析重排及要求重发),但效率高.
TCP/IP协议
TCP/IP(Transmission Control Protocol/Internet Protocol)即传输控制协议/网间协议,是一个工业标准的协议集,它是为广域网(WANs)设计的。
UDP协议
UDP(User Data Protocol,用户数据报协议)是与TCP相对应的协议。它是属于TCP/IP协议族中的一种。
应用层 (Application):应用层是个很广泛的概念,有一些基本相同的系统级 TCP/IP 应用以及应用协议,也有许多的企业商业应用和互联网应用。 解释:我们的应用程序
传输层 (Transport):传输层包括 UDP 和 TCP,UDP 几乎不对报文进行检查,而 TCP 提供传输保证。 解释;保证传输数据的正确性
网络层 (Network):网络层协议由一系列协议组成,包括 ICMP、IGMP、RIP、OSPF、IP(v4,v6) 等。 解释:保证找到目标对象,因为里面用的IP协议,ip包含一个ip地址
链路层 (Link):又称为物理数据网络接口层,负责报文传输。 解释:在物理层面上怎么去传递数据
你可以cmd打开命令窗口。输入
netstat -a
查看当前电脑监听的端口,和协议。有TCP和UDP
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" 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" alt="" />
TCP/IP与UDP有什么区别呢?该怎么选择?
UDP可以用广播的方式。发送给每个连接的用户 而TCP是做不到的
TCP需要3次握手,每次都会发送数据包(但不是我们想要发送的数据),所以效率低 但数据是安全的。因为TCP会有一个校验和。就是在发送的时候。会把数据包和校验和一起 发送过去。当校验和和数据包不匹配则说明不安全(这个安全不是指数据会不会 别窃听,而是指数据的完整性)
UDP不需要3次握手。可以不发送校验和
web服务器用的是TCP协议
那什么时候用UDP协议。什么时候用TCP协议呢? 视频聊天用UDP。因为要保证速度?反之相反
下图显示了数据报文的格式
Socket一般应用模式(服务器端和客户端)
服务端跟客户端发送信息的时候,是通过一个应用程序 应用层发送给传输层,传输层加头部 在发送给网络层。在加头 在发送给链路层。在加帧
然后在链路层转为信号,通过ip找到电脑 链路层接收。去掉头(因为发送的时候加头了。去头是为了找到里面的数据) 网络层接收,去头 传输层接收。去头 在到应用程序,解析协议。把数据显示出来
TCP3次握手
在TCP/IP协议中,TCP协议提供可靠的连接服务,采用三次握手建立一个连接。 第一次握手:建立连接时,客户端发送syn包(syn=j)到服务器,并进入SYN_SEND状态,等待服务器确认;SYN:同步序列编号(Synchronize SequenceNumbers)。 第二次握手:服务器收到syn包,必须确认客户的SYN(ack=j+1),同时自己也发送一个SYN包(syn=k),即SYN+ACK包,此时服务器进入SYN_RECV状态; 第三次握手:客户端收到服务器的SYN+ACK包,向服务器发送确认包ACK(ack=k+1),此包发送完毕,客户端和服务器进入ESTABLISHED状态,完成三次握手。
看一个Socket简单的通信图解
1.服务端welcoming socket 开始监听端口(负责监听客户端连接信息)
2.客户端client socket连接服务端指定端口(负责接收和发送服务端消息)
3.服务端welcoming socket 监听到客户端连接,创建connection socket。(负责和客户端通信)
服务器端的Socket(至少需要两个)
一个负责接收客户端连接请求(但不负责与客户端通信)
每成功接收到一个客户端的连接便在服务端产生一个对应的负责通信的Socket 在接收到客户端连接时创建. 为每个连接成功的客户端请求在服务端都创建一个对应的Socket(负责和客户端通信).
客户端的Socket
客户端Socket 必须指定要连接的服务端地址和端口。 通过创建一个Socket对象来初始化一个到服务器端的TCP连接。
Socket的通讯过程
服务器端:
申请一个socket 绑定到一个IP地址和一个端口上 开启侦听,等待接授连接
客户端: 申请一个socket 连接服务器(指明IP地址和端口号)
服务器端接到连接请求后,产生一个新的socket(端口大于1024)与客户端建立连接并进行通讯,原监听socket继续监听。
socket是一个很抽象的概念。来看看socket的位置
好吧。我承认看一系列的概念是非常痛苦的,现在开始编码咯
看来编码前还需要看下sokcet常用的方法
Socket方法: 1)IPAddress类:包含了一个IP地址 例:IPAddress ip = IPAddress.Parse(txtServer.Text);//将IP地址字符串转换后赋给ip 2) IPEndPoint类:包含了一对IP地址和端口号 例:IPEndPoint point = new IPEndPoint(ip, int.Parse(txtPort.Text));//将指定的IP地址和端口初始化后赋给point 3)Socket (): 创建一个Socket 例:Socket socket = new Socket(AddressFamily.InterNetwork, SocketType.Stream, ProtocolType.Tcp);//创建监听用的socket 4) Bind(): 绑定一个本地的IP和端口号(IPEndPoint) 例:socket.Bind(point);//绑定ip和端口 5) Listen(): 让Socket侦听传入的连接尝试,并指定侦听队列容量 例: socket.Listen(10); 6) Connect(): 初始化与另一个Socket的连接 7) Accept(): 接收连接并返回一个新的socket 例:Socket connSocket =socket .Accept (); 8 )Send(): 输出数据到Socket 9) Receive(): 从Socket中读取数据 10) Close(): 关闭Socket (销毁连接)
首先创建服务端,服务端是用来监听客户端请求的。
创建服务器步骤: 第一步:创建一个Socket,负责监听客户端的请求,此时会监听一个端口 第二步:客户端创建一个Socket去连接服务器的ip地址和端口号 第三步:当连接成功后。会创建一个新的socket。来负责和客户端通信
1 public static void startServer()
2 {
3
4 //第一步:创建监听用的socket
5 Socket socket = new Socket
6 (
7 AddressFamily.InterNetwork, //使用ip4
8 SocketType.Stream,//流式Socket,基于TCP
9 ProtocolType.Tcp //tcp协议
10 );
11
12 //第二步:监听的ip地址和端口号
13 //ip地址
14 IPAddress ip = IPAddress.Parse(_ip);
15 //ip地址和端口号
16 IPEndPoint point = new IPEndPoint(ip, _point);
17
18 //绑定ip和端口
19 //端口号不能占用:否则:以一种访问权限不允许的方式做了一个访问套接字的尝试
20 //通常每个套接字地址(协议/网络地址/端口)只允许使用一次。
21 try
22 {
23 socket.Bind(point);
24 }
25 catch (Exception)
26 {
27
28 if (new IOException().InnerException is SocketException)
29 Console.WriteLine("端口被占用");
30 }
31 //socket.Bind(point);
32
33 //第三步:开始监听端口
34
35 //监听队列的长度
36 /*比如:同时有3个人来连接该服务器,因为socket同一个时间点。只能处理一个连接
37 * 所以其他的就要等待。当处理第一个。然后在处理第二个。以此类推
38 *
39 * 这里的10就是同一个时间点等待的队列长度为10,即。只能有10个人等待,当第11个的时候。是连接不上的
40 */
41 socket.Listen(10);
42
43 string msg = string.Format("服务器已经启动........\n监听ip为:{0}\n监听端口号为:{1}\n", _ip, _point);
44 showMsg(msg);
45
46 Thread listen = new Thread(Listen);
47 listen.IsBackground = true;
48 listen.Start(socket);
49
50 }
观察上面的代码。开启了一个多线程。去执行Listen方法,Listen是什么?为什么要开启一个多线程去执行?
回到上面的 "Socket的通讯过程"中提到的那个图片,因为有两个地方需要循环执行
第一个:需要循环监听来自客户端的请求
第二个:需要循环获取来自客服端的通信(这里假设是客户端跟服务器聊天)
额。这跟使用多线程有啥关系?当然有。因为Accept方法。会阻塞线程。所以用多线程,避免窗体假死。你说呢?
看看Listen方法
1 /// <summary>
2 /// 多线程执行
3 /// Accept方法。会阻塞线程。所以用多线程
4 /// </summary>
5 /// <param name="o"></param>
6 static void Listen(object o)
7 {
8 Socket socket = o as Socket;
9
10 //不停的接收来自客服端的连接
11 while (true)
12 {
13 //如果有客服端连接,则创建通信用是socket
14 //Accept方法。会阻塞线程。所以用多线程
15 //Accept方法会一直等待。直到有连接过来
16 Socket connSocket = socket.Accept();
17
18 //获取连接成功的客服端的ip地址和端口号
19 string msg = connSocket.RemoteEndPoint.ToString();
20 showMsg(msg + "连接");
21
22 //获取本机的ip地址和端口号
23 //connSocket.LocalEndPoint.ToString();
24
25 /*
26 如果不用多线程。则会一直执行ReceiveMsg
27 * 就不会接收客服端连接了
28 */
29 Thread th = new Thread(ReceiveMsg);
30 th.IsBackground = true;
31 th.Start(connSocket);
32
33 }
34 }
细心的你在Listen方法底部又看到了一个多线程。执行ReceiveMsg,对,没错。这就是上面说的。循环获取消息
ReceiveMsg方法定义:
1 /// <summary>
2 /// 接收数据
3 /// </summary>
4 /// <param name="o"></param>
5 static void ReceiveMsg(object o)
6 {
7 Socket connSocket = o as Socket;
8 while (true)
9 {
10
11 //接收数据
12 byte[] buffer = new byte[1024 * 1024];//1M
13 int num = 0;
14 try
15 {
16 //接收数据保存发送到buffer中
17 //num则为实际接收到的字节个数
18
19 //这里会遇到这个错误:远程主机强迫关闭了一个现有的连接。所以try一下
20 num = connSocket.Receive(buffer);
21 //当num=0.说明客服端已经断开
22 if (num == 0)
23 {
24 connSocket.Shutdown(SocketShutdown.Receive);
25 connSocket.Close();
26 break;
27 }
28 }
29 catch (Exception ex)
30 {
31 if (new IOException().InnerException is SocketException)
32 Console.WriteLine("网络中断");
33 else
34 Console.WriteLine(ex.Message);
35 break;
36 }
37
38 //把实际有效的字节转化成字符串
39 string str = Encoding.UTF8.GetString(buffer, 0, num);
40 showMsg(connSocket.RemoteEndPoint + "说:\n" + str);
41
42
43
44 }
45 }
提供服务器的完整代码如下:
1 using System;
2 using System.Collections.Generic;
3 using System.Linq;
4 using System.Text;
5 using System.Net.Sockets;
6 using System.Net;
7 using System.Threading;
8 using System.IO;
9 namespace CAServer
10 {
11 class Program
12 {
13
14 //当前主机ip
15 static string _ip = "192.168.1.2";
16 //端口号
17 static int _point = 8000;
18
19 static void Main(string[] args)
20 {
21 //Thread thread = new Thread(startServer);
22 //thread.Start();
23
24 startServer();
25
26 Console.ReadLine();
27
28 }
29
30 public static void startServer()
31 {
32
33 //第一步:创建监听用的socket
34 Socket socket = new Socket
35 (
36 AddressFamily.InterNetwork, //使用ip4
37 SocketType.Stream,//流式Socket,基于TCP
38 ProtocolType.Tcp //tcp协议
39 );
40
41 //第二步:监听的ip地址和端口号
42 //ip地址
43 IPAddress ip = IPAddress.Parse(_ip);
44 //ip地址和端口号
45 IPEndPoint point = new IPEndPoint(ip, _point);
46
47 //绑定ip和端口
48 //端口号不能占用:否则:以一种访问权限不允许的方式做了一个访问套接字的尝试
49 //通常每个套接字地址(协议/网络地址/端口)只允许使用一次。
50 try
51 {
52 socket.Bind(point);
53 }
54 catch (Exception)
55 {
56
57 if (new IOException().InnerException is SocketException)
58 Console.WriteLine("端口被占用");
59 }
60 //socket.Bind(point);
61
62 //第三步:开始监听端口
63
64 //监听队列的长度
65 /*比如:同时有3个人来连接该服务器,因为socket同一个时间点。只能处理一个连接
66 * 所以其他的就要等待。当处理第一个。然后在处理第二个。以此类推
67 *
68 * 这里的10就是同一个时间点等待的队列长度为10,即。只能有10个人等待,当第11个的时候。是连接不上的
69 */
70 socket.Listen(10);
71
72 string msg = string.Format("服务器已经启动........\n监听ip为:{0}\n监听端口号为:{1}\n", _ip, _point);
73 showMsg(msg);
74
75 Thread listen = new Thread(Listen);
76 listen.IsBackground = true;
77 listen.Start(socket);
78
79 }
80 /// <summary>
81 /// 多线程执行
82 /// Accept方法。会阻塞线程。所以用多线程
83 /// </summary>
84 /// <param name="o"></param>
85 static void Listen(object o)
86 {
87 Socket socket = o as Socket;
88
89 //不停的接收来自客服端的连接
90 while (true)
91 {
92 //如果有客服端连接,则创建通信用是socket
93 //Accept方法。会阻塞线程。所以用多线程
94 //Accept方法会一直等待。直到有连接过来
95 Socket connSocket = socket.Accept();
96
97 //获取连接成功的客服端的ip地址和端口号
98 string msg = connSocket.RemoteEndPoint.ToString();
99 showMsg(msg + "连接");
100
101 //获取本机的ip地址和端口号
102 //connSocket.LocalEndPoint.ToString();
103
104 /*
105 如果不用多线程。则会一直执行ReceiveMsg
106 * 就不会接收客服端连接了
107 */
108 Thread th = new Thread(ReceiveMsg);
109 th.IsBackground = true;
110 th.Start(connSocket);
111
112 }
113 }
114 /// <summary>
115 /// 接收数据
116 /// </summary>
117 /// <param name="o"></param>
118 static void ReceiveMsg(object o)
119 {
120 Socket connSocket = o as Socket;
121 while (true)
122 {
123
124 //接收数据
125 byte[] buffer = new byte[1024 * 1024];//1M
126 int num = 0;
127 try
128 {
129 //接收数据保存发送到buffer中
130 //num则为实际接收到的字节个数
131
132 //这里会遇到这个错误:远程主机强迫关闭了一个现有的连接。所以try一下
133 num = connSocket.Receive(buffer);
134 //当num=0.说明客服端已经断开
135 if (num == 0)
136 {
137 connSocket.Shutdown(SocketShutdown.Receive);
138 connSocket.Close();
139 break;
140 }
141 }
142 catch (Exception ex)
143 {
144 if (new IOException().InnerException is SocketException)
145 Console.WriteLine("网络中断");
146 else
147 Console.WriteLine(ex.Message);
148 break;
149 }
150
151 //把实际有效的字节转化成字符串
152 string str = Encoding.UTF8.GetString(buffer, 0, num);
153 showMsg(connSocket.RemoteEndPoint + "说:\n" + str);
154
155
156
157 }
158 }
159 /// <summary>
160 /// 显示消息
161 /// </summary>
162 static void showMsg(string msg)
163 {
164 Console.WriteLine(msg);
165 //Console.ReadKey();
166 }
167 }
168 }
运行代码。显示如下
是不是迫不及待的想试试看效果。好吧其实我也跟你一样,cmd打开dos命令提示符,输入
telnet 192.168.1.2 8000
回车,会看到窗体名称变了
然后看到服务器窗口
然后在客户端输入数字试试
我输入了1 2 3 。当然,在cmd窗口是不显示的。这不影响测试。
小技巧:为了便于测试,可以创建一个xx.bat文件。里面写命令
telnet 192.168.1.2 8000
这样只有每次打开就会自动连接了。
当然。这仅仅是测试。现在写一个客户端,
创建一个winfrom程序,布局如下显示
请求服务器代码就很容易了。直接附上代码
1 using System;
2 using System.Collections.Generic;
3 using System.ComponentModel;
4 using System.Data;
5 using System.Drawing;
6 using System.Linq;
7 using System.Text;
8 using System.Windows.Forms;
9 using System.Net;
10 using System.Net.Sockets;
11
12 namespace WFAClient
13 {
14 public partial class Form1 : Form
15 {
16 public Form1()
17 {
18 InitializeComponent();
19 }
20 Socket socket;
21 private void btnOk_Click(object sender, EventArgs e)
22 {
23 //客户端连接IP
24 IPAddress ip = IPAddress.Parse(tbIp.Text);
25
26 //端口号
27 IPEndPoint point = new IPEndPoint(ip, int.Parse(tbPoint.Text));
28
29 socket = new Socket(AddressFamily.InterNetwork, SocketType.Stream, ProtocolType.Tcp);
30
31 try
32 {
33 socket.Connect(point);
34 msg("连接成功");
35 btnOk.Enabled = false;
36 }
37 catch (Exception ex)
38 {
39 msg(ex.Message);
40 }
41 }
42 private void msg(string msg)
43 {
44 tbMsg.AppendText(msg);
45
46 }
47
48 private void btnSender_Click(object sender, EventArgs e)
49 {
50 //发送信息
51 if (socket != null)
52 {
53 byte[] buffer = Encoding.UTF8.GetBytes(tbContent.Text);
54 socket.Send(buffer);
55 /*
56 * 如果不释放资源。当关闭连接的时候
57 * 服务端接收消息会报如下异常:
58 * 远程主机强迫关闭了一个现有的连接。
59 */
60 //socket.Close();
61 //socket.Disconnect(true);
62 }
63 }
64 }
65 }
运行测试,这里需要同时运行客户端和服务器,
首先运行服务器,那怎么运行客户端呢。
右键客户端项目。调试--》启用新实例
好了。一个入门的过程就这样悄悄的完成了。
以上内容来自:http://www.cnblogs.com/nsky/p/4501782.html
根据上面的内容,已经可以开发出一个可以正常通信的Socket示例了,
接下来首先要考虑的就是服务器性能问题
1)在服务器接收数据的时候,定义了一个1M的Byte Buffer,有些设计的更大。更大Buffer可以保证客户端发送数据量很大的情况全部能接受完全。但是作为一个服务器每收到一条客户端请求,都要申请一个1M的Buffer去装客户端发送的数据。如果客户端的并发量很大的情况,还没等到网络的瓶颈,服务器内存开销已经吃不消了。
对于这个问题的解决思路是:
定义一个小Buffer,每次接受客户端请求用:
byte[] bufferTemp = new byte[1024];
和一个大Buffer,装客户端的所有数据,其中用到了strReceiveLength,是客户端发送的总长度,稍后再解释:
byte[] buffer = new byte[Convert.ToInt32(strReceiveLength)];
改写while (true)循环,每次接受1K的数据,然后用Array.Copy方法,把bufferTemp中的数据复制给buffer:
num = connSocket.Receive(bufferTemp, SocketFlags.None);
ArrayUtil.ArrayCopy(bufferTemp, buffer, check, num);
check += num;
这个Array.Copy是重点,因为TCP数据流在传输过程中也是一个包一个包的传送,最大不超过8K。所以每次接受到的数据,也就是bufferTemp这个变量有可能装满,也有可能装不满。所以在拷贝的时候一定按照这次接受的长度顺序的放入buffer中。等到客户端全部数据发送完成后,再把buffer转换:
strReceive = Encoding.UTF8.GetString(buffer, 0, buffer.Length);
而不能够每次都转换,再strReceive += 一个Byte数组。这样做的后果就是中文会被截断,因为中文在UTF-8编码下占3-4个字节,很容易出现乱码。
2)数据长度校验
TCP在传输过程中难免会有数据发送不全或者丢失的情况。所以在客户端发送数据的时候一定带上校验长度:
byte[] btyLength = Encoding.UTF8.GetBytes(strContent);
string strLength = btyLength.Length.ToString().PadLeft(8, '0');
string sendData = strLength + strContent;
byte[] buffer = Encoding.UTF8.GetBytes(sendData);
socketClient.Send(buffer);
这样在服务器端,先把要接受的长度收到:
byte[] bufferLength = new byte[8];
num = connSocket.Receive(bufferLength);
strReceiveLength = Encoding.UTF8.GetString(bufferLength, 0, bufferLength.Length);
在循环里用下面的判断,来校验和判断是否已经接受完毕:
if (check == Convert.ToInt32(strReceiveLength))
3)设计上一些方式
很多局域网的部署是分层的,也就是分内网和外网。服务器部署一定要在外网上部署,这里的外网指的是在客户端之上的网段上。
比如192.168.1.22下有个无线路由,无线连接的IP段为192.168.2.1~254
服务器搭建在192.168.1网段下,192.168.2的客户端是可以访问的。但是相反则不行,192.168.1网段下的设备无法主动找到192.168.2的服务器。
10. 数据报从源主机到达目标主机的过程
主机A需要发送一个数据包到主机B,在整个传输流程中,源和目的IP地址是保持不变的(不考虑NAT),源和目的MAC地址是随着具体链路的变化而变化。
这里只考虑三种基本情形:A和B通过网线直连,A和B通过路由器连接,A和B通过交换机连接。真实网络中A和B的连接关系可能很复杂,但无非就是这三种基本情形的组合。
传输流程
主机A在本机的路由表中查询匹配主机B的IP的网络号;
如果能够查询到,说明主机B和主机A在同一网段(通常是在同一局域网内),则下一跳即为主机B。主机A在ARP缓存中查找主机B的MAC地址(如没有则先发送ARP广播),然后将数据包封装成帧发送至通信线路上。该帧的源MAC是主机A的MAC地址,目的MAC是主机B的MAC地址。
如果主机A和主机B是网线直连的,那么主机B直接收到主机A发来的帧。
如果主机A和B是通过交换机相连的,交换机的某个端口收到主机A发来的帧,然后根据帧中的目的MAC地址在MAC地址表中查询对应的转发端口。如果找到了,直接从该端口转发出去;如果没找到,则在除了接收到数据包以外的所有端口进行转发(广播)。
如果主机A和B是通过路由器相连的,路由器的某个端口收到主机A发来的帧,其后的处理流程见步骤4。
如果不能查询到,说明主机A和主机B不处于同一网络中,需要通过网关来进行跨网络的通信。主机A会通过默认网关(通常是路由器)来提交报文,即下一跳是路由器。主机A根据网关的IP在自己的ARP缓存中查找对应的MAC地址(如没有则先发送ARP广播),然后将数据包封装成帧发送至通信线路上。该帧的源MAC是主机A的MAC,目的MAC是路由器的MAC。
当网关路由器接收到数据帧时,首先提取包头中的目的MAC地址,在MAC表进行查询。如果找到对应项,则按对应的端口进行转发(这一步实现了与交换机一样的功能);如果没找到对应项,则提取数据包包头中的目的IP。
如果目的IP是自己(这是可能的,比如ping路由器),则交由上层处理。
如果目的IP不是自己,则需要进行转发,在路由表中查询目的IP的转发端口和下一跳IP。若找到了对应的路由表项,则按照路由表项转发;若没找到对应的路由表项,则按照缺省路由进行转发。转发时,源和目的IP地址不变,源MAC地址改为转发端口的MAC地址,目的MAC地址改为下一跳IP的MAC地址。
Attention
如果主机A和主机B位于同一网络,并通过路由器相连,主机A发送数据包至主机B,目的MAC地址是主机B。路由器接收到主机A发送的包,取目的MAC地址在自身MAC表中查询,通常情况下是能查到的。但如果查不到,路由器不会进行广播(在每个端口都转发),因为它不知道这个MAC地址是本网段的还是外网的。路由器会进一步查询目的IP,确定转发端口,修改源和目的MAC地址,然后转发出去。所以说,路由器是包含交换机功能的,并且也首先进行交换机应做的工作(但不会进行广播),这使得内网之间的数据传输更快。
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