请升级浏览器版本

你正在使用旧版本浏览器。请升级浏览器以获得更好的体验。

香橙派(Orange Pi)-Orange pi官网logo

行业知识 知识列表 知识详情
Linux下如何检测内存泄漏?
2021/09/14 星期二 16:22
内存泄漏分为两部分用户空间的和内核空间的

在实际的项目中,最难缠的问题就是内存泄漏,当然还有 panic 之类的,内存泄漏分为两部分用户空间的和内核空间的. 我们就分别从这两个层面分析一下.

用户空间查看内存泄漏和解决都相对简单。
定位问题的方法和工具也很多相对容易. 
我们来看看.

1. 查看内存信息

cat /proc/meminfo、free、cat /proc/slabinfo 等 

2.  查看进程的状态信息

top、ps、cat /proc/pid/maps/status/fd 等 

通常我们定位问题先在 shell 下 ps 查看当前运行进程的状态,嵌入式上可能显示的信息会少一些.

1.root@hos-machine:~# ps -uaxw
2.USER PID %CPU %MEM VSZ RSS TTY STAT START TIME COMMAND
3.root 1 0.0 0.1 119872 3328 ? Ss 8 月 10 0:24 /sbin/init splash
4.root 2 0.0 0.0 0 0 ? S 8 月 10 0:00 [kthreadd]
5.root 3 0.0 0.0 0 0 ? S 8 月 10 0:44 [ksoftirqd/0]
6.root 5 0.0 0.0 0 0 ? S< 8 月 10 0:00 [kworker/0:0H] 7.root 7 0.0 0.0 0 0 ? S 8 月 10 3:50 [rcu_sched]
8.root 8 0.0 0.0 0 0 ? S 8 月 10 0:00 [rcu_bh]
9.root 9 0.0 0.0 0 0 ? S 8 月 10 0:12 [migration/0] 10.root 10 0.0 0.0 0 0 ? S 8 月
10 0:01 [watchdog/0]
11.root 11 0.0 0.0 0 0 ? S 8 月 10 0:01 [watchdog/1]
12.root 12 0.0 0.0 0 0 ? S 8 月 10 0:12 [migration/1]
13.root 13 0.0 0.0 0 0 ? S 8 月 10 1:18 [ksoftirqd/1]
14.root 15 0.0 0.0 0 0 ? S< 8 月 10 0:00 [kworker/1:0H]
15.root 16 0.0 0.0 0 0 ? S 8 月 10 0:01 [watchdog/2]
16.root 17 0.0 0.0 0 0 ? S 8 月 10 0:12 [migration/2]
17.root 18 0.0 0.0 0 0 ? S 8 月 10 1:19 [ksoftirqd/2]
18.root 20 0.0 0.0 0 0 ? S< 8 月 10 0:00 [kworker/2:0H]
19.root 21 0.0 0.0 0 0 ? S 8 月 10 0:01 [watchdog/3]
20.root 22 0.0 0.0 0 0 ? S 8 月 10 0:13 [migration/3]
21.root 23 0.0 0.0 0 0 ? S 8 月 10 0:41 [ksoftirqd/3]
22.root 25 0.0 0.0 0 0 ? S< 8 月 10 0:00 [kworker/3:0H]
23.root 26 0.0 0.0 0 0 ? S 8 月 10 0:00 [kdevtmpfs]
24.root 27 0.0 0.0 0 0 ? S< 8 月 10 0:00 [netns]
25.root 329 0.0 0.0 0 0 ? S< 8 月 10 0:00 [ext4-rsv-conver]
26.root 339 0.0 0.0 0 0 ? S< 8 月 10 0:05 [kworker/1:1H]
27.root 343 0.0 0.0 0 0 ? S< 8 月 10 0:11 [kworker/3:1H]
28.root 368 0.0 0.0 39076 1172 ? Ss 8 月 10 0:10 /lib/systemd/systemd-journald
29.root 373 0.0 0.0 0 0 ? S 8 月 10 0:00 [kauditd]
30.root 403 0.0 0.0 45772 48 ? Ss 8 月 10 0:01 /lib/systemd/systemd-udevd
31.root 444 0.0 0.0 0 0 ? S< 8 月 10 0:09 [kworker/2:1H]
32.systemd+ 778 0.0 0.0 102384 516 ? Ssl 8 月 10 0:04 /lib/systemd/systemd-timesyncd
33.root 963 0.0 0.0 191264 8 ? Ssl 8 月 10 0:00 /usr/bin/vmhgfs-fuse -o subtype=vmhgfs-fuse,allow_other /mnt/hgfs
34.root 987 9.6 0.0 917024 0 ? Ssl 8 月 10 416:08 /usr/sbin/vmware-vmblock-fuse -o subtype=vmware-vmblock,default_permi
35.root 1007 0.2 0.1 162728 3084 ? Sl 8 月 10 10:14 /usr/sbin/vmtoolsd
36.root 1036 0.0 0.0 56880 844 ? S 8 月 10 0:00 /usr/lib/vmware-vgauth/VGAuthService -s
37.root 1094 0.0 0.0 203216 388 ? Sl 8 月 10 1:48 ./ManagementAgentHost
38.root 1100 0.0 0.0 28660 136 ? Ss 8 月 10 0:02 /lib/systemd/systemd-logind
39.message+ 1101 0.0 0.1 44388 2608 ? Ss 8 月 10 0:21 /usr/bin/dbus-daemon --system --address=systemd: --nofork --nopidfile
40.root 1110 0.0 0.0 173476 232 ? Ssl 8 月 10 0:54 /usr/sbin/thermald --no-daemon --dbus-enable
41.root 1115 0.0 0.0 4400 28 ? Ss 8 月 10 0:14 /usr/sbin/acpid
42.root 1117 0.0 0.0 36076 568 ? Ss 8 月 10 0:01 /usr/sbin/cron -f
43.root 1133 0.0 0.0 337316 976 ? Ssl 8 月 10 0:00 /usr/sbin/ModemManager
44.root 1135 0.0 0.2 634036 5340 ? Ssl 8 月 10 0:19 /usr/lib/snapd/snapd
45.root 1137 0.0 0.0 282944 392 ? Ssl 8 月 10 0:06 /usr/lib/accountsservice/accounts-daemon
46.syslog 1139 0.0 0.0 256396 352 ? Ssl 8 月 10 0:04 /usr/sbin/rsyslogd -n
47.avahi 1145 0.0 0.0 44900 1092 ? Ss 8 月 10 0:11 avahi-daemon: running [hos-machine.local]

上面

这个是 ubuntu 系统里的信息比较详细,我们可以很清晰看到 VMZ 和 RSS 的对比信息. VMZ 就是这个进程申请的虚拟地址空间,而 RSS 是这个进程占用的实际物理内存空间. 通常一个进程如果有内存泄露 VMZ 会不断增大,相对的物理内存也会增加,如果是这样一般需要检查 malloc/free 是否匹配。根据进程 ID 我们可以查看详细的 VMZ 相关的信息。例:

1.root@hos-machine:~# cat /proc/1298/status
2.Name:    sshd
3.State:    S (sleeping)
4.Tgid:    1298
5.Ngid:    0
6.Pid:    1298
7.PPid:    1
8.TracerPid:    0
9.Uid:    0    0    0    0
10.Gid:    0    0    0    0
11.FDSize:    128
12.Groups:    
13.NStgid:    1298
14.NSpid:    1298
15.NSpgid:    1298
16.NSsid:    1298
17.VmPeak:     65620 kB
18.VmSize:     65520 kB
19.VmLck:     0 kB
20.VmPin:     0 kB
21.VmHWM:     5480 kB
22.VmRSS:     5452 kB
23.VmData:     580 kB
24.VmStk:     136 kB
25.VmExe:     764 kB
26.VmLib:     8316 kB
27.VmPTE:     148 kB
28.VmPMD:     12 kB
29.VmSwap:     0 kB
30.HugetlbPages:     0 kB
31.Threads:    1
32.SigQ:    0/7814
33.SigPnd:    0000000000000000
34.ShdPnd:    0000000000000000
35.SigBlk:    0000000000000000
36.SigIgn:    0000000000001000
37.SigCgt:    0000000180014005
38.CapInh:    0000000000000000
39.CapPrm:    0000003fffffffff
40.CapEff:    0000003fffffffff
41.CapBnd:    0000003fffffffff
42.CapAmb:    0000000000000000
43.Seccomp:    0
44.Cpus_allowed:    ffffffff,ffffffff
45.Cpus_allowed_list:    0-63
46.Mems_allowed:    00000000,00000001
47.Mems_allowed_list:    0
48.voluntary_ctxt_switches:    1307
49.nonvoluntary_ctxt_switches:    203

如果我们想查看这个进程打开了多少文件可以

  ls -l /proc/1298/fd/* | wc 

查看进程详细的内存映射信息

 cat /proc/7393/maps 

我们看一下 meminfo 各个注释:参考 documentation/filesystem/proc.txt 

1. MemTotal: Total usable ram (i.e. physical ram minus a few reserved bits and the kernel binary code)
2. MemFree: The sum of LowFree+HighFree
3. Buffers: Relatively temporary storage for raw disk blocks shouldn't get tremendously large (20MB or so)
4. Cached: in-memory cache for files read from the disk (the pagecache). Doesn't include
5. SwapCached SwapCached: Memory that once was swapped out, is swapped back in but still also is in the swapfile (if memory is needed it
6. doesn't need to be swapped out AGAIN because it is already in the swapfile. This saves I/O)
7. Active: Memory that has been used more recently and usually not reclaimed unless absolutely necessary.
8. Inactive: Memory which has been less recently used. It is more eligible to be reclaimed for other purposes
9. HighTotal:
10. HighFree: Highmem is all memory above ~860MB of physical memory Highmem areas are for use by userspace programs, or
11. for the pagecache. The kernel must use tricks to access this memory, making it slower to access than lowmem.
12. LowTotal:
13. LowFree: Lowmem is memory which can be used for everything that highmem can be used for, but it is also available for the
14. kernel's use for its own data structures. Among many other things, it is where everything from the Slab is
15. allocated. Bad things happen when you're out of lowmem.
16. SwapTotal: total amount of swap space available
17. SwapFree: Memory which has been evicted from RAM, and is temporarily on the disk
18. Dirty: Memory which is waiting to get written back to the disk
19. Writeback: Memory which is actively being written back to the disk
20. AnonPages: Non-file backed pages mapped into userspace page tables
21. AnonHugePages: Non-file backed huge pages mapped into userspace page tables
22. Mapped: files which have been mmaped, such as libraries
23. Slab: in-kernel data structures cache
24. SReclaimable: Part of Slab, that might be reclaimed, such as caches
25. SUnreclaim: Part of Slab, that cannot be reclaimed on memory pressure
26. PageTables: amount of memory dedicated to the lowest level of page tables.
27. NFS_Unstable: NFS pages sent to the server, but not yet committed to stable storage
28. Bounce: Memory used for block device "bounce buffers"
29. WritebackTmp: Memory used by FUSE for temporary writeback buffers
30. CommitLimit: Based on the overcommit ratio ('vm.overcommit_ratio'), this is the total amount of memory currently available to
31. be allocated on the system. This limit is only adhered to if strict overcommit accounting is enabled (mode 2 in
32. 'vm.overcommit_memory').
33. The CommitLimit is calculated with the following formula: CommitLimit = ('vm.overcommit_ratio' * Physical RAM) + Swap
34. For example, on a system with 1G of physical RAM and 7G
35. of swap with a `vm.overcommit_ratio` of 30 it would
36. yield a CommitLimit of 7.3G.
37. For more details, see the memory overcommit documentation in vm/overcommit-accounting.
38. Committed_AS: The amount of memory presently allocated on the system. The committed memory is a sum of all of the memory which
39. has been allocated by processes, even if it has not been
40. "used" by them as of yet. A process which malloc()'s 1G
41. of memory, but only touches 300M of it will only show up as using 300M of memory even if it has the address space
42. allocated for the entire 1G. This 1G is memory which has been "committed" to by the VM and can be used at any time
43. by the allocating application. With strict overcommit enabled on the system (mode 2 in 'vm.overcommit_memory'),
44. allocations which would exceed the CommitLimit (detailed above) will not be permitted. This is useful if one needs
45. to guarantee that processes will not fail due to lack of memory once that memory has been successfully allocated.
46. VmallocTotal: total size of vmalloc memory area
47. VmallocUsed: amount of vmalloc area which is used VmallocChunk: largest contiguous block of vmalloc area which is free

我们只需要关注几项就 ok.  

buffers/cache/slab/active/anonpages
Active= Active(anon) + Active(file)    (同样 Inactive)
AnonPages: Non-file backed pages mapped into userspace page tables\ 

buffers 和 cache 的区别注释说的很清楚了.

有时候不是内存泄露,同样也会让系统崩溃,比如 cache、buffers 等占用的太多,打开太多文件,而等待系统自动回收是一个非常漫长的过程.

从 proc 目录下的 meminfo 文件了解到当前系统内存的使用情况汇总,其中可用的物理内存 = memfree+buffers+cached,当 memfree 不够时,内核会通过

回写机制 (pdflush 线程) 把 cached 和 buffered 内存回写到后备存储器,从而释放相关内存供进程使用,或者通过手动方式显式释放 cache 内存

1.drop_caches
2.Writing to this will cause the kernel to drop clean caches, dentries and inodes from memory, causing that memory to become free.
3.To free pagecache:
4.echo 1 > /proc/sys/vm/drop_caches
5.To free dentries and inodes:
6.echo 2 > /proc/sys/vm/drop_caches
7.To free pagecache, dentries and inodes:
8.echo 3 > /proc/sys/vm/drop_caches
9.As this is a non-destructive operation and dirty objects are not freeable, the user should run `sync`first

用户空间内存检测也可以通过 mtrace 来检测用法也非常简单,之前文章我们有提到过. 包括比较有名的工具 valgrind、以及 dmalloc、memwatch 等. 各有特点.

内核内存泄露的定位比较复杂,先判断是否是内核泄露了,然后在具体定位什么操作,然后再排查一些可疑的模块,内核内存操作基本都是 kmalloc

即通过 slab/slub/slob 机制,所以如果 meminfo 里 slab 一直增长那么很有可能是内核的问题. 我们可以更加详细的查看 slab 信息

 cat /proc/slabinfo  

如果支持 slabtop 更好,基本可以判断内核是否有内存泄漏,并且是在操作什么对象的时候发生的。

1.cat /proc/slabinfo 2.slabinfo - version: 2.1
3.# name < active_objs> < num_objs> < objsize> < objperslab> < pagesperslab> : tunables < limit> < batchcount> < sharedfactor> : slabdata < active_slabs> < num_slabs> < sharedavail>
4.fuse_request 0 0 288 28 2 : tunables 0 0 0 : slabdata 0 0 0
5.fuse_inode 0 0 448 18 2 : tunables 0 0 0 : slabdata 0 0 0
6.fat_inode_cache 0 0 424 19 2 : tunables 0 0 0 : slabdata 0 0 0
7.fat_cache 0 0 24 170 1 : tunables 0 0 0 : slabdata 0 0 0

在内核的配置中里面已经支持了一部分 memleak 自动检查的选项,可以打开来进行跟踪调试.

即将跳转到外部网站
安全性未知,是否继续
官方微信
微信中长按识别二维码或
搜索“Orange Pi”公众号