计算机体系结构-CPU

时间:2024-04-25 15:35:14

NUMA

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" 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CPU affinity:CPU绑定 (不会交错访问内存,性能提高)

numa:

numactl numad numdemo numastat

numastat:numa_miss 出现大量值出现,使用绑定

[root@monitor ~]# numastat
node0
numa_hit
numa_miss
numa_foreign
interleave_hit
local_node
other_node [root@monitor ~]# numastat -s Per-node numastat info (in MBs):
                          Node 0           Total
                 --------------- ---------------
Numa_Hit                42739.40        42739.40
Local_Node              42739.40        42739.40
Interleave_Hit             55.21           55.21
Numa_Foreign                0.00            0.00
Numa_Miss                   0.00            0.00
Other_Node                  0.00            0.00 [root@monitor ~]# numastat -s node0
Found no processes containing pattern: "node0" Per-node numastat info (in MBs):
                          Node 0           Total
                 --------------- ---------------
Numa_Hit                42741.29        42741.29
Local_Node              42741.29        42741.29
Interleave_Hit             55.21           55.21
Numa_Foreign                0.00            0.00
Numa_Miss                   0.00            0.00
Other_Node                  0.00            0.00 [root@monitor ~]# numastat -p 935 Per-node process memory usage (in MBs) for PID 935 (runuser)
                           Node 0           Total
                  --------------- ---------------
Huge                         0.00            0.00
Heap                         0.04            0.04
Stack                        0.05            0.05
Private                      1.28            1.28
----------------  --------------- ---------------
Total                        1.37            1.37
       man numastat

       numa_hit is memory successfully allocated on this node as intended.

       numa_miss is memory allocated on this node despite the process preferring some  differ-
ent node. Each numa_miss has a numa_foreign on another node. numa_foreign is memory intended for this node, but actually allocated on some different
本地内存分配了,但被非本地CPU使用
numad 守护进程 必要  提高50%性能   

numastat:

numctl:
[root@monitor proc]# cat /proc/cpuinfo
processor :
vendor_id : GenuineIntel
cpu family :
model :
model name : Intel(R) Xeon(R) CPU E5- v2 @ .60GHz
stepping :
cpu MHz : 2600.214
cache size : KB
physical id :
siblings :
core id :
cpu cores :
apicid :
initial apicid :
fpu : yes
fpu_exception : yes
cpuid level :
wp : yes
flags : fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat clflush
mmx fxsr sse sse2 ht syscall nx lm up rep_good unfair_spinlock pni ssse3
cx16 sse4_1 sse4_2
popcnt aes hypervisor lahf_lm
bogomips : 5200.42
clflush size :
cache_alignment :
address sizes : bits physical, bits virtual
power management:
在非 NUMA 上也可以使用:

绑定进程到CPU

[root@monitor proc]# taskset
taskset (util-linux-ng 2.17.)
usage: taskset [options] [mask | cpu-list] [pid | cmd [args...]]
set or get the affinity of a process -p, --pid operate on existing given pid
-c, --cpu-list display and specify cpus in list format
-h, --help display this help
-V, --version output version information The default behavior is to run a new command:
taskset sshd -b
You can retrieve the mask of an existing task:
taskset -p
Or set it:
taskset -p
List format uses a comma-separated list instead of a mask:
taskset -pc ,,-
Ranges in list format can take a stride argument:
e.g. -: is equivalent to mask 0x55555555
taskset
mask:
  0x00000001 is processor #0     0x00000003 is processors #0 and #1     0xFFFFFFFF is all processors (#0 through #31) 使用方法:
taskset -p mastk pid
taskset -p 0x0000003 999
taskset -p -c 3 999
taskset -p -c 0-2,7 999 nginx:配制文件中时行nginx 与cpu绑定
只让某CPU处理某些进程:
1.Isolate a CPU from automatic scheduling in /etc/grub.conf
isolcpus=cpu number,…,cpu number :开机不让基他进程运行CPU,进行隔离
2.Pin tasks to that CPU with taskset
taskset -p
3.Consider moving IRQs off the CPU //IRQ 绑定到非隔离的CPU上,从而将那些隔离的CPU不处理中断
echo CPU_MASK > /proc/irq/<irq_number>/smp_affinity 在NUMA 中的miss过高时绑定
在非NUMA 中 进程使用非常繁忙,而进程在CPU间来回切换,时绑定
[root@monitor ]# rpm -ql sysstat-9.0.-.el6.x86_64
/etc/cron.d/sysstat
/etc/rc.d/init.d/sysstat
/etc/sysconfig/sysstat
/etc/sysconfig/sysstat.ioconf
/usr/bin/cifsiostat
/usr/bin/iostat
/usr/bin/mpstat
/usr/bin/pidstat
/usr/bin/sadf
/usr/bin/sar ab -n 100000 -c 300 http://127.0.0.1/index.html 压测
Viewing CPU performance data

Load average: average length of run queues
Considers only tasks in TASK_RUNNABLE and TASK_UNINTERRUPTABLE
sar -q
top
w
uptime
vmstat
CPU utilization
mpstat
sar -P ALL
iostat -c
/proc/stat
dstat -c
[root@monitor ]# w -l root
:: up days, :, users, load average: 0.01, 0.05, 0.02
USER TTY FROM LOGIN@ IDLE JCPU PCPU WHAT
root pts/ 118.239.203.123 : .00s .07s .00s w -l root
root pts/ 118.239.203.123 : : .01s .01s -bash
cpu负载:

[root@monitor ]# sar -q
Linux 2.6.-431.23..el6.x86_64 (monitor) // _x86_64_ ( CPU) :: PM runq-sz plist-sz ldavg- ldavg- ldavg-
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00
:: PM 0.00 0.00 0.00 runq-sz:
一个CPU ,不能超过3
如果多核心,多CPU要平均计算
cpu 使用状况:

[root@monitor ~]# mpstat -P  1  (0号CPU)
Linux 2.6.-431.23..el6.x86_64 (monitor) // _x86_64_ ( CPU) :: PM CPU %usr %nice %sys %iowait %irq %soft %steal %guest %idle
:: PM 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 100.00
:: PM 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 100.00
:: PM 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 99.00
:: PM 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 99.00
:: PM 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 100.00
:: PM 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 99.00
:: PM 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 99.00
:: PM 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 100.00 [root@monitor 0]# uptime
 21:17:46 up 4 days,  6:36,  2 users,  load average: 0.00, 0.02, 0.00 mpstat -I CPU 1
[root@monitor ]# iostat -c
Linux 2.6.-431.23..el6.x86_64 (monitor) // _x86_64_ ( CPU) avg-cpu: %user %nice %system %iowait %steal %idle
1.29 0.00 0.49 0.21 0.00 98.01 avg-cpu: %user %nice %system %iowait %steal %idle
0.00 0.00 0.00 0.00 0.00 100.00 avg-cpu: %user %nice %system %iowait %steal %idle
0.00 0.00 0.00 0.00 0.00 100.00 avg-cpu: %user %nice %system %iowait %steal %idle
0.00 0.00 1.01 0.00 0.00 98.99 avg-cpu: %user %nice %system %iowait %steal %idle
0.00 0.00 0.00 0.00 0.00 100.00 cat /proc/stat
[root@monitor ]# dstat --top-io
----most-expensive----
i/o process
init 116k 91k
sshd: root@ 146B 196B
AliYunDun 18k
sshd: root@ 71B 116B
sshd: root@ 78B 116B
AliYunDunUp 256B
AliYunDunUp 256B
sshd: root@ 71B 116B^C
[root@monitor ]# dstat --top-cpu
-most-expensive-
cpu process
AliYunDun 0.2
AliYunDun 1.0 AliHids 1.0 AliHids 1.0 AliYunDun 1.0
[root@monitor ]# dstat --top-mem --top-cpu --top-io
--most-expensive- -most-expensive- ----most-expensive----
memory process | cpu process | i/o process
AliHids 10.0M|AliYunDun 0.2|init 116k 91k
AliHids 10.0M|AliYunDun 1.0|sshd: root@ 388B 436B
AliHids 10.0M| |sshd: root@ 162B 212B
AliHids 10.0M| |sshd: root@ 155B 196B
AliHids 10.0M| |sshd: root@ 155B 196B
AliHids 10.0M|AliYunDun 1.0|sshd: root@ 155B 196B
AliHids 10.0M| |sshd: root@ 162B 212B
AliHids 10.0M| |sshd: root@ 155B 196B
AliHids 10.0M| |sshd: root@ 155B 196B
AliHids 10.0M|AliYunDunUpda1.|sshd: root@ 155B 196B^C
[root@monitor ]# dstat -c
----total-cpu-usage----
usr sys idl wai hiq siq ^C
系统上下文切换:

[root@monitor ]# sar -w
Linux 2.6.-431.23..el6.x86_64 (monitor) // _x86_64_ ( CPU) :: PM proc/s cswch/s   进程创建平均次数 上下文切换
:: PM 0.00 341.58
:: PM 0.00 343.00
:: PM 0.00 334.34
:: PM 0.00 333.00
:: PM 0.00 337.00
:: PM 0.00 341.41
:: PM 0.00 326.00
:: PM 0.00 334.00
:: PM 0.00 333.00 [root@monitor 0]# vmstat 1
procs -----------memory---------- ---swap-- -----io---- --system-- -----cpu-----
 r  b   swpd   free   buff  cache   si   so    bi    bo   in   cs us sy id wa st
 1  0      0 253808  82668 523696    0    0     4    86    3   48  1  0 98  0  0
 0  0      0 253800  82668 523696    0    0     0     0   95  270  1  0 99  0  0
 0  0      0 253800  82668 523696    0    0     0     0   89  269  0  0 100  0  0
watch -n 0.5 'ps -e -o psr,pid,cmd'
  CPU调度域概念:可以把进程绑定到CPU上 
  Group processors into cpusets 
Group processors into cpusets
    Each cpuset represents a scheduler domain
    Supports both multi-core and NUMA architectures
    Simple management interface through the cpuset virtual file system
The root cpuset contains all system resources
Child cpusets
    Each cpuset must contain at least one CPU and one memory zone
    Child cpusets can be nested
    Dynamically attach tasks to a cpuset
Consequences
    Control latency due to queue length, cache, and NUMA zones
    Assign processes with different CPU characteristics to different cpusets
    Scalable for complex performance scenarios
创建方法:

1.Create a mount point at /cpusets
2.Add an entry to /etc/fstab
cpuset /cpusets cpuset defaults 0
3.
mount -a
mount Mount the filesystem to automatically create the cpuset
/cpusets/cpus
/cpusets/mems
/cpusets/tasks
All CPUs and memory zones belong to the root cpuset
All existing PIDs are assigned to the root cpuset
[root@monitor cpusets]# pwd
/cpusets
[root@monitor cpusets]# ll
total
--w--w--w- root root Jun : cgroup.event_control
-rw-r--r-- root root Jun : cgroup.procs
-rw-r--r-- root root Jun : cpu_exclusive
-rw-r--r-- root root Jun : cpus
-rw-r--r-- root root Jun : mem_exclusive
-rw-r--r-- root root Jun : mem_hardwall
-rw-r--r-- root root Jun : memory_migrate
-r--r--r-- root root Jun : memory_pressure
-rw-r--r-- root root Jun : memory_pressure_enabled
-rw-r--r-- root root Jun : memory_spread_page
-rw-r--r-- root root Jun : memory_spread_slab
-rw-r--r-- root root Jun : mems
-rw-r--r-- root root Jun : notify_on_release
-rw-r--r-- root root Jun : release_agent
-rw-r--r-- root root Jun : sched_load_balance
-rw-r--r-- root root Jun : sched_relax_domain_level
-rw-r--r-- root root Jun : tasks
[root@monitor cpusets]# cat cpus   //CPU 0

[root@monitor cpusets]# cat mems   //节点0的内存

[root@monitor cpusets]# cat tasks   //进程号

5
...
创建子域

[root@monitor cpusets]# pwd
/cpusets
[root@monitor cpusets]# mkdir xx 设置:
echo [pid] > tasks
echo memnum >mems
echo cpus >cpus 查看进程运行在那个CPU上
watch -n 0.5 'ps -e -o psr,pid,cmd'

taskset -p -c 0 26774     也可以把进程绑定到CPU上   P 与 C位置不能互换