在多租户环境下我们需要做什么?首先需要可以和Docker用的一样的images,开发测试和部署具有一致性,部署和管理具有原子性,可以运行在虚拟里面进行用户隔离,但是开销不要太大,这个思路本身借鉴了Google的novm的项目。
我们把我们的产品称为DVM,简单地说,是KVM加上Docker Images。具体说,首先是基于KVM和qemu来提供天然隔离性,精心剪裁,保证性能和开销上不会太大。然后,我们提供了原生的同时运行多个相关应用的支持(POD),提供了rest接口,方便进行orchestartion。
如图1-1所示
DVM的总体架构和Docker非常类似,有一个Daemon来做管理,每一个DVM虚机大概是这样的——Deamon会为每个POD启动一个VM,里面有一个裁剪过的内核,其上的initrd会把所有的docker images装载进去,启动到各自的Mount Namespace。而所有的这一套东西叫它DVM。dvm可以从第三方通过API,或者通过command line去管理,这会让docker用户感到比较熟悉。
POD的概念是直接源于Google的Kubernetes。对于Google来说他们可能不会单独运行一个Container,而是会运行一组相关的Container,可能其中有些用于跑服务,有些用于跑代理等辅助功能,有些是做一般性的日志服务等支持性服务,紧耦合在一起工作的方式。POD中的Container Image彼此独立,这样在开发、维护中可以更方便,在运行的时候,他们彼此间的文件系统是隔离的,但是同时POD内的image会分享network、pid等namespace,这样就做一些管理和操作。POD概念部分意义上和Docker的compose有些类似,只是compose没有那么直接和纯粹。在DVM中,我们将Container换成了VM,构成了POD的天然边界,在VM内部的应用间,不同Image跑出来的应用属于不同的
mount namespace,在文件系统方面彼此隔离,但共享pid 和 network namespace,这样保证他们之间既有隔离,又不失灵活方便。
DVM的基本使用流程和Docker非常接近,可以直接使用几乎所有的Docker Images,可以直接将Pod任务提交给DVM Deamon,或者是直接run一个docker images,daemon就会运行一个kvm虚拟机,并通过initrd将pod中所指定的docker image 运行在虚拟机中。
DVM的开销分为几个方面,包含是性能开销、启动时间开销、还有内存开销等。首先对于CPU内存子系统的性能开销,大家知道现代的虚拟化系统,对不同的应用开销不太一样,但是对于大部分场景控制在10%以内是可以做到的。而对于IO来说,对于大规模的应用,调度系统会把Pod调度到不同的机器上面去运行,在这个时候为了应用能够在遇到故障的时候重新恢复,会倾向于使用共享存储作为持久化存储存储方案,不论是否有有虚拟机,网络开销都是更主要的。对于EBS这样的网络存储,相对于本机存储来说时延更高,在应用IO并行不充分的情况下,对任何用户都会有一些开销的,这些开销的主要部分并不是虚拟机带来的。
启动时间开销:因为VM引导时间是在一秒之内,VM启动之后大概在KVM支持情况下,可能比较简单的机器就能做到400到500毫秒的时间。既使是在测试环境中DVM,用的时间也只是800毫秒时间。所以对于一秒钟要启动几次应用,这个开销是有影响的。对于一些要跑一个小时再关掉,dvm的方式就是完全可行的了。同时,我们使用了用热插拔的技术作为一个优化,先启动虚拟机再把POD用到的那些images插进去、启动起来,这样,对于没有特殊kernel和配置要求的情况,可以预先启动好虚拟机,只要准备好image就可以插进去运行,达到毫秒级响应,这就和使用Docker没有什么区别了,一样是创建images和Container的消耗。
至于内存开销,作为KVM是qemu开销和内核开销,内核开销可以降低到十几兆程度。把那些给各种硬件进行支持的部分都被省掉了。但是尽管如此,作为Container来说还是会比DVM开销要小,它有很多内存可以分享,而且要想超卖内存的话,容器肯定是比虚机超卖内存方便的多。但是如果真的云服务商,不管目标是要打败亚马逊,去提供对于用户很棒的公有云服务,还是说只是要去做私有云,对于内存超卖的问题,都需要非常慎重。
对于dvm带来的额外的限制,和Docker相比,有些和Host共享的东西都是在DVM这里是做不到的,DVM强调的是用虚机来做到更好的隔离,所以破坏隔离性的特性都做不到。然后关联性的限制,容器关联,dvm POD内部的Container之间是很容易关联的,其自由度非常搞,共享pid 和network namespace,可以通过localhost 互相访问,但是dvm保证了两个POD之间的隔离和安全,一个Pod入侵不了其他的Pod,反过来想打破这个隔离来进行跨Pod的关联也很难不到,无法在Pod间共享任何namespace。
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