NUMA体系结构介绍

为什么会有NUMA?

在NUMA架构出现前,CPU欢快的朝着频率越来越高的方向发展。受到物理极限的挑战,又转为核数越来越多的方向发展。如果每个core的工作性质都是share-nothing(类似于map-reduce的node节点的作业属性),那么也许就不会有NUMA。由于所有CPU Core都是通过共享一个北桥来读取内存,随着核数如何的发展,北桥在响应时间上的性能瓶颈越来越明显。于是,聪明的硬件设计师们,先到了把内存控制器(原本北桥中读取内存的部分)也做个拆分,平分到了每个die上。于是NUMA就出现了!

NUMA是什么?

NUMA中,虽然内存直接attach在CPU上,但是由于内存被平均分配在了各个die上。只有当CPU访问自身直接attach内存对应的物理地址时,才会有较短的响应时间(后称Local Access)。而如果需要访问其他CPU attach的内存的数据时,就需要通过inter-connect通道访问,响应时间就相比之前变慢了(后称Remote Access)。所以NUMA(Non-Uniform Memory Access)就此得名。

NUMA体系结构介绍

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1. NUMA的几个概念(Node,socket,core,thread)

对于socket,core和thread会有不少文章介绍,这年里简单说一下,具体参见下图:

NUMA体系结构介绍

一句话总结:socket就是主板上的CPU插槽; Core就是socket里独立的一组程序执行的硬件单元,比如寄存器,计算单元等; Thread:就是超线程hyperthread的概念,逻辑的执行单元,独立的执行上下文,但是共享core内的寄存器和计算单元。

NUMA体系结构中多了Node的概念,这个概念其实是用来解决core的分组的问题,具体参见下图来理解(图中的OS CPU可以理解thread,那么core就没有在图中画出),从图中可以看出每个Socket里有两个node,共有4个socket,每个socket 2个node,每个node中有8个thread,总共4(Socket)× 2(Node)× 8 (4core × 2 Thread) = 64个thread。

另外每个node有自己的内部CPU,总线和内存,同时还可以访问其他node内的内存,NUMA的最大的优势就是可以方便的增加CPU的数量,因为Node内有自己内部总线,所以增加CPU数量可以通过增加Node的数目来实现,如果单纯的增加CPU的数量,会对总线造成很大的压力,所以UMA结构不可能支持很多的核。

《此图出自:NUMA Best Practices for Dell PowerEdge 12th Generation Servers》

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*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*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" alt="" />

根据上面提到的,由于每个node内部有自己的CPU总线和内存,所以如果一个虚拟机的vCPU跨不同的Node的话,就会导致一个node中的CPU去访问另外一个node中的内存的情况,这就导致内存访问延迟的增加。在有些特殊场景下,比如NFV环境中,对性能有比较高的要求,就非常需要同一个虚拟机的vCPU尽量被分配到同一个Node中的pCPU上,所以在OpenStack的Kilo版本中增加了基于NUMA感知的虚拟机调度的特性。(OpenStack Kilo中NFV相关的功能具体参见:《OpenStack Kilo新特性解读和分析(1)》)

2. 如何查看机器的NUMA拓扑结构

比较常用的命令就是lscpu,具体输出如下:

  1. dylan@hp3000:~$ lscpu
  1. Architecture:          x86_64
  2. CPU op-mode(s):        32-bit, 64-bit
  3. Byte Order:            Little Endian
  4. CPU(s):                48                                       //共有48个逻辑CPU(threads)
  5. On-line CPU(s) list:   0-47
  6. Thread(s) per core:    2                               //每个core有2个threads
  7. Core(s) per socket:    6                                //每个socket有6个cores
  8. Socket(s):             4                                      //共有4个sockets
  9. NUMA node(s):          4                               //共有4个NUMA nodes
  10. Vendor ID:             GenuineIntel
  11. CPU family:            6
  12. Model:                 45
  13. Stepping:              7
  14. CPU MHz:               1200.000
  15. BogoMIPS:              4790.83
  16. Virtualization:        VT-x
  17. L1d cache:             32K                           //L1 data cache 32k
  18. L1i cache:             32K                            //L1 instruction cache 32k  (牛x机器表现,冯诺依曼+哈弗体系结构)
  19. L2 cache:              256K
  20. L3 cache:              15360K
  21. NUMA node0 CPU(s):     0-5,24-29
  22. NUMA node1 CPU(s):     6-11,30-35
  23. NUMA node2 CPU(s):     12-17,36-41
  24. NUMA node3 CPU(s):     18-23,42-47

从上图输出,可以看出当前机器有4个sockets,每个sockets包含1个numa node,每个numa node中有6个cores,每个cores包含2个thread,所以总的threads数量=4(sockets)×1(node)×6(cores)×2(threads)=48.

另外,也可以通过下面的脚本来打印出当前机器的socket,core和thread的数量。

 #!/bin/bash

 # Simple print cpu topology
# Author: wjoyxt function get_nr_processor()
{
grep '^processor' /proc/cpuinfo | wc -l
} function get_nr_socket()
{
grep 'physical id' /proc/cpuinfo | awk -F: '{
print $ | "sort -un"}' | wc -l
} function get_nr_siblings()
{
grep 'siblings' /proc/cpuinfo | awk -F: '{
print $ | "sort -un"}'
} function get_nr_cores_of_socket()
{
grep 'cpu cores' /proc/cpuinfo | awk -F: '{
print $ | "sort -un"}'
} echo '===== CPU Topology Table ====='
echo echo '+--------------+---------+-----------+'
echo '| Processor ID | Core ID | Socket ID |'
echo '+--------------+---------+-----------+' while read line; do
if [ -z "$line" ]; then
printf '| %-12s | %-7s | %-9s |\n' $p_id $c_id $s_id
echo '+--------------+---------+-----------+'
continue
fi if echo "$line" | grep -q "^processor"; then
p_id=`echo "$line" | awk -F: '{print $2}' | tr -d ' '`
fi if echo "$line" | grep -q "^core id"; then
c_id=`echo "$line" | awk -F: '{print $2}' | tr -d ' '`
fi if echo "$line" | grep -q "^physical id"; then
s_id=`echo "$line" | awk -F: '{print $2}' | tr -d ' '`
fi
done < /proc/cpuinfo echo awk -F: '{
if ($ ~ /processor/) {
gsub(/ /,"",$);
p_id=$;
} else if ($ ~ /physical id/){
gsub(/ /,"",$);
s_id=$;
arr[s_id]=arr[s_id] " " p_id
}
} END{
for (i in arr)
printf "Socket %s:%s\n", i, arr[i];
}' /proc/cpuinfo echo
echo '===== CPU Info Summary ====='
echo nr_processor=`get_nr_processor`
echo "Logical processors: $nr_processor" nr_socket=`get_nr_socket`
echo "Physical socket: $nr_socket" nr_siblings=`get_nr_siblings`
echo "Siblings in one socket: $nr_siblings" nr_cores=`get_nr_cores_of_socket`
echo "Cores in one socket: $nr_cores" let nr_cores*=nr_socket
echo "Cores in total: $nr_cores" if [ "$nr_cores" = "$nr_processor" ]; then
echo "Hyper-Threading: off"
else
echo "Hyper-Threading: on"
fi echo
echo '===== END ====='
 参考资料:http://jimshu.blog.51cto.com/3171847/1266977/  NUMAl架构介绍
 
 
 
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