Memory Resource Controller NOTE: The Memory Resource Controller has generically been referred to as the memory controller in this document. Do not confuse memory controller used here with the memory controller that is used in hardware. (For editors) In this document: When we mention a cgroup (cgroupfs's directory) with memory controller, we call it "memory cgroup". When you see git-log and source code, you'll see patch's title and function names tend to use "memcg". In this document, we avoid using it. Benefits and Purpose of the memory controller The memory controller isolates the memory behaviour of a group of tasks from the rest of the system. The article on LWN [12] mentions some probable uses of the memory controller. The memory controller can be used to a. Isolate an application or a group of applications Memory-hungry applications can be isolated and limited to a smaller amount of memory. b. Create a cgroup with a limited amount of memory; this can be used as a good alternative to booting with mem=XXXX. c. Virtualization solutions can control the amount of memory they want to assign to a virtual machine instance. d. A CD/DVD burner could control the amount of memory used by the rest of the system to ensure that burning does not fail due to lack of available memory. e. There are several other use cases; find one or use the controller just for fun (to learn and hack on the VM subsystem). Current Status: linux-2.6.34-mmotm(development version of 2010/April) Features: - accounting anonymous pages, file caches, swap caches usage and limiting them. - pages are linked to per-memcg LRU exclusively, and there is no global LRU. - optionally, memory+swap usage can be accounted and limited. - hierarchical accounting - soft limit - moving (recharging) account at moving a task is selectable. - usage threshold notifier - oom-killer disable knob and oom-notifier - Root cgroup has no limit controls. Kernel memory support is a work in progress, and the current version provides basically functionality. (See Section 2.7) Brief summary of control files. tasks # attach a task(thread) and show list of threads cgroup.procs # show list of processes cgroup.event_control # an interface for event_fd() memory.usage_in_bytes # show current res_counter usage for memory (See 5.5 for details) memory.memsw.usage_in_bytes # show current res_counter usage for memory+Swap (See 5.5 for details) memory.limit_in_bytes # set/show limit of memory usage memory.memsw.limit_in_bytes # set/show limit of memory+Swap usage memory.failcnt # show the number of memory usage hits limits memory.memsw.failcnt # show the number of memory+Swap hits limits memory.max_usage_in_bytes # show max memory usage recorded memory.memsw.max_usage_in_bytes # show max memory+Swap usage recorded memory.soft_limit_in_bytes # set/show soft limit of memory usage memory.stat # show various statistics memory.use_hierarchy # set/show hierarchical account enabled memory.force_empty # trigger forced move charge to parent memory.swappiness # set/show swappiness parameter of vmscan (See sysctl's vm.swappiness) memory.move_charge_at_immigrate # set/show controls of moving charges memory.oom_control # set/show oom controls. memory.numa_stat # show the number of memory usage per numa node memory.kmem.tcp.limit_in_bytes # set/show hard limit for tcp buf memory memory.kmem.tcp.usage_in_bytes # show current tcp buf memory allocation memory.kmem.tcp.failcnt # show the number of tcp buf memory usage hits limits memory.kmem.tcp.max_usage_in_bytes # show max tcp buf memory usage recorded 1. History The memory controller has a long history. A request for comments for the memory controller was posted by Balbir Singh [1]. At the time the RFC was posted there were several implementations for memory control. The goal of the RFC was to build consensus and agreement for the minimal features required for memory control. The first RSS controller was posted by Balbir Singh[2] in Feb 2007. Pavel Emelianov [3][4][5] has since posted three versions of the RSS controller. At OLS, at the resource management BoF, everyone suggested that we handle both page cache and RSS together. Another request was raised to allow user space handling of OOM. The current memory controller is at version 6; it combines both mapped (RSS) and unmapped Page Cache Control [11]. 2. Memory Control Memory is a unique resource in the sense that it is present in a limited amount. If a task requires a lot of CPU processing, the task can spread its processing over a period of hours, days, months or years, but with memory, the same physical memory needs to be reused to accomplish the task. The memory controller implementation has been divided into phases. These are: 1. Memory controller 2. mlock(2) controller 3. Kernel user memory accounting and slab control 4. user mappings length controller The memory controller is the first controller developed. 2.1. Design The core of the design is a counter called the res_counter. The res_counter tracks the current memory usage and limit of the group of processes associated with the controller. Each cgroup has a memory controller specific data structure (mem_cgroup) associated with it. 2.2. Accounting +--------------------+ | mem_cgroup | | (res_counter) | +--------------------+ / ^ \ / | \ +---------------+ | +---------------+ | mm_struct | |.... | mm_struct | | | | | | +---------------+ | +---------------+ | + --------------+ | +---------------+ +------+--------+ | page +----------> page_cgroup| | | | | +---------------+ +---------------+ (Figure 1: Hierarchy of Accounting) Figure 1 shows the important aspects of the controller 1. Accounting happens per cgroup 2. Each mm_struct knows about which cgroup it belongs to 3. Each page has a pointer to the page_cgroup, which in turn knows the cgroup it belongs to The accounting is done as follows: mem_cgroup_charge() is invoked to set up the necessary data structures and check if the cgroup that is being charged is over its limit. If it is, then reclaim is invoked on the cgroup. More details can be found in the reclaim section of this document. If everything goes well, a page meta-data-structure called page_cgroup is updated. page_cgroup has its own LRU on cgroup. (*) page_cgroup structure is allocated at boot/memory-hotplug time. 2.2.1 Accounting details All mapped anon pages (RSS) and cache pages (Page Cache) are accounted. Some pages which are never reclaimable and will not be on the LRU are not accounted. We just account pages under usual VM management. RSS pages are accounted at page_fault unless they've already been accounted for earlier. A file page will be accounted for as Page Cache when it's inserted into inode (radix-tree). While it's mapped into the page tables of processes, duplicate accounting is carefully avoided. An RSS page is unaccounted when it's fully unmapped. A PageCache page is unaccounted when it's removed from radix-tree. Even if RSS pages are fully unmapped (by kswapd), they may exist as SwapCache in the system until they are really freed. Such SwapCaches are also accounted. A swapped-in page is not accounted until it's mapped. Note: The kernel does swapin-readahead and reads multiple swaps at once. This means swapped-in pages may contain pages for other tasks than a task causing page fault. So, we avoid accounting at swap-in I/O. At page migration, accounting information is kept. Note: we just account pages-on-LRU because our purpose is to control amount of used pages; not-on-LRU pages tend to be out-of-control from VM view. 2.3 Shared Page Accounting Shared pages are accounted on the basis of the first touch approach. The cgroup that first touches a page is accounted for the page. The principle behind this approach is that a cgroup that aggressively uses a shared page will eventually get charged for it (once it is uncharged from the cgroup that brought it in -- this will happen on memory pressure). But see section 8.2: when moving a task to another cgroup, its pages may be recharged to the new cgroup, if move_charge_at_immigrate has been chosen. Exception: If CONFIG_CGROUP_CGROUP_MEMCG_SWAP is not used. When you do swapoff and make swapped-out pages of shmem(tmpfs) to be backed into memory in force, charges for pages are accounted against the caller of swapoff rather than the users of shmem. 2.4 Swap Extension (CONFIG_MEMCG_SWAP) Swap Extension allows you to record charge for swap. A swapped-in page is charged back to original page allocator if possible. When swap is accounted, following files are added. - memory.memsw.usage_in_bytes. - memory.memsw.limit_in_bytes. memsw means memory+swap. Usage of memory+swap is limited by memsw.limit_in_bytes. Example: Assume a system with 4G of swap. A task which allocates 6G of memory (by mistake) under 2G memory limitation will use all swap. In this case, setting memsw.limit_in_bytes=3G will prevent bad use of swap. By using the memsw limit, you can avoid system OOM which can be caused by swap shortage. * why 'memory+swap' rather than swap. The global LRU(kswapd) can swap out arbitrary pages. Swap-out means to move account from memory to swap...there is no change in usage of memory+swap. In other words, when we want to limit the usage of swap without affecting global LRU, memory+swap limit is better than just limiting swap from an OS point of view. * What happens when a cgroup hits memory.memsw.limit_in_bytes When a cgroup hits memory.memsw.limit_in_bytes, it's useless to do swap-out in this cgroup. Then, swap-out will not be done by cgroup routine and file caches are dropped. But as mentioned above, global LRU can do swapout memory from it for sanity of the system's memory management state. You can't forbid it by cgroup. 2.5 Reclaim Each cgroup maintains a per cgroup LRU which has the same structure as global VM. When a cgroup goes over its limit, we first try to reclaim memory from the cgroup so as to make space for the new pages that the cgroup has touched. If the reclaim is unsuccessful, an OOM routine is invoked to select and kill the bulkiest task in the cgroup. (See 10. OOM Control below.) The reclaim algorithm has not been modified for cgroups, except that pages that are selected for reclaiming come from the per-cgroup LRU list. NOTE: Reclaim does not work for the root cgroup, since we cannot set any limits on the root cgroup. Note2: When panic_on_oom is set to "2", the whole system will panic. When oom event notifier is registered, event will be delivered. (See oom_control section) 2.6 Locking lock_page_cgroup()/unlock_page_cgroup() should not be called under mapping->tree_lock. Other lock order is following: PG_locked. mm->page_table_lock zone->lru_lock lock_page_cgroup. In many cases, just lock_page_cgroup() is called. per-zone-per-cgroup LRU (cgroup's private LRU) is just guarded by zone->lru_lock, it has no lock of its own. 2.7 Kernel Memory Extension (CONFIG_MEMCG_KMEM) With the Kernel memory extension, the Memory Controller is able to limit the amount of kernel memory used by the system. Kernel memory is fundamentally different than user memory, since it can't be swapped out, which makes it possible to DoS the system by consuming too much of this precious resource. Kernel memory limits are not imposed for the root cgroup. Usage for the root cgroup may or may not be accounted. Currently no soft limit is implemented for kernel memory. It is future work to trigger slab reclaim when those limits are reached. 2.7.1 Current Kernel Memory resources accounted * sockets memory pressure: some sockets protocols have memory pressure thresholds. The Memory Controller allows them to be controlled individually per cgroup, instead of globally. * tcp memory pressure: sockets memory pressure for the tcp protocol. 3. User Interface 0. Configuration a. Enable CONFIG_CGROUPS b. Enable CONFIG_RESOURCE_COUNTERS c. Enable CONFIG_MEMCG d. Enable CONFIG_MEMCG_SWAP (to use swap extension) 1. Prepare the cgroups (see cgroups.txt, Why are cgroups needed?) # mount -t tmpfs none /sys/fs/cgroup # mkdir /sys/fs/cgroup/memory # mount -t cgroup none /sys/fs/cgroup/memory -o memory 2. Make the new group and move bash into it # mkdir /sys/fs/cgroup/memory/0 # echo $$ > /sys/fs/cgroup/memory/0/tasks Since now we're in the 0 cgroup, we can alter the memory limit: # echo 4M > /sys/fs/cgroup/memory/0/memory.limit_in_bytes NOTE: We can use a suffix (k, K, m, M, g or G) to indicate values in kilo, mega or gigabytes. (Here, Kilo, Mega, Giga are Kibibytes, Mebibytes, Gibibytes.) NOTE: We can write "-1" to reset the *.limit_in_bytes(unlimited). NOTE: We cannot set limits on the root cgroup any more. # cat /sys/fs/cgroup/memory/0/memory.limit_in_bytes 4194304 We can check the usage: # cat /sys/fs/cgroup/memory/0/memory.usage_in_bytes 1216512 A successful write to this file does not guarantee a successful setting of this limit to the value written into the file. This can be due to a number of factors, such as rounding up to page boundaries or the total availability of memory on the system. The user is required to re-read this file after a write to guarantee the value committed by the kernel. # echo 1 > memory.limit_in_bytes # cat memory.limit_in_bytes 4096 The memory.failcnt field gives the number of times that the cgroup limit was exceeded. The memory.stat file gives accounting information. Now, the number of caches, RSS and Active pages/Inactive pages are shown. 4. Testing For testing features and implementation, see memcg_test.txt. Performance test is also important. To see pure memory controller's overhead, testing on tmpfs will give you good numbers of small overheads. Example: do kernel make on tmpfs. Page-fault scalability is also important. At measuring parallel page fault test, multi-process test may be better than multi-thread test because it has noise of shared objects/status. But the above two are testing extreme situations. Trying usual test under memory controller is always helpful. 4.1 Troubleshooting Sometimes a user might find that the application under a cgroup is terminated by the OOM killer. There are several causes for this: 1. The cgroup limit is too low (just too low to do anything useful) 2. The user is using anonymous memory and swap is turned off or too low A sync followed by echo 1 > /proc/sys/vm/drop_caches will help get rid of some of the pages cached in the cgroup (page cache pages). To know what happens, disabling OOM_Kill as per "10. OOM Control" (below) and seeing what happens will be helpful. 4.2 Task migration When a task migrates from one cgroup to another, its charge is not carried forward by default. The pages allocated from the original cgroup still remain charged to it, the charge is dropped when the page is freed or reclaimed. You can move charges of a task along with task migration. See 8. "Move charges at task migration" 4.3 Removing a cgroup A cgroup can be removed by rmdir, but as discussed in sections 4.1 and 4.2, a cgroup might have some charge associated with it, even though all tasks have migrated away from it. (because we charge against pages, not against tasks.) We move the stats to root (if use_hierarchy==0) or parent (if use_hierarchy==1), and no change on the charge except uncharging from the child. Charges recorded in swap information is not updated at removal of cgroup. Recorded information is discarded and a cgroup which uses swap (swapcache) will be charged as a new owner of it. About use_hierarchy, see Section 6. 5. Misc. interfaces. 5.1 force_empty memory.force_empty interface is provided to make cgroup's memory usage empty. You can use this interface only when the cgroup has no tasks. When writing anything to this # echo 0 > memory.force_empty Almost all pages tracked by this memory cgroup will be unmapped and freed. Some pages cannot be freed because they are locked or in-use. Such pages are moved to parent (if use_hierarchy==1) or root (if use_hierarchy==0) and this cgroup will be empty. The typical use case for this interface is before calling rmdir(). Because rmdir() moves all pages to parent, some out-of-use page caches can be moved to the parent. If you want to avoid that, force_empty will be useful. About use_hierarchy, see Section 6. 5.2 stat file memory.stat file includes following statistics # per-memory cgroup local status cache - # of bytes of page cache memory. rss - # of bytes of anonymous and swap cache memory. mapped_file - # of bytes of mapped file (includes tmpfs/shmem) pgpgin - # of charging events to the memory cgroup. The charging event happens each time a page is accounted as either mapped anon page(RSS) or cache page(Page Cache) to the cgroup. pgpgout - # of uncharging events to the memory cgroup. The uncharging event happens each time a page is unaccounted from the cgroup. swap - # of bytes of swap usage inactive_anon - # of bytes of anonymous memory and swap cache memory on LRU list. active_anon - # of bytes of anonymous and swap cache memory on active inactive LRU list. inactive_file - # of bytes of file-backed memory on inactive LRU list. active_file - # of bytes of file-backed memory on active LRU list. unevictable - # of bytes of memory that cannot be reclaimed (mlocked etc). # status considering hierarchy (see memory.use_hierarchy settings) hierarchical_memory_limit - # of bytes of memory limit with regard to hierarchy under which the memory cgroup is hierarchical_memsw_limit - # of bytes of memory+swap limit with regard to hierarchy under which memory cgroup is. total_ - # hierarchical version of , which in addition to the cgroup's own value includes the sum of all hierarchical children's values of , i.e. total_cache # The following additional stats are dependent on CONFIG_DEBUG_VM. recent_rotated_anon - VM internal parameter. (see mm/vmscan.c) recent_rotated_file - VM internal parameter. (see mm/vmscan.c) recent_scanned_anon - VM internal parameter. (see mm/vmscan.c) recent_scanned_file - VM internal parameter. (see mm/vmscan.c) Memo: recent_rotated means recent frequency of LRU rotation. recent_scanned means recent # of scans to LRU. showing for better debug please see the code for meanings. Note: Only anonymous and swap cache memory is listed as part of 'rss' stat. This should not be confused with the true 'resident set size' or the amount of physical memory used by the cgroup. 'rss + file_mapped" will give you resident set size of cgroup. (Note: file and shmem may be shared among other cgroups. In that case, file_mapped is accounted only when the memory cgroup is owner of page cache.) 5.3 swappiness Similar to /proc/sys/vm/swappiness, but affecting a hierarchy of groups only. Please note that unlike the global swappiness, memcg knob set to 0 really prevents from any swapping even if there is a swap storage available. This might lead to memcg OOM killer if there are no file pages to reclaim. Following cgroups' swappiness can't be changed. - root cgroup (uses /proc/sys/vm/swappiness). - a cgroup which uses hierarchy and it has other cgroup(s) below it. - a cgroup which uses hierarchy and not the root of hierarchy. 5.4 failcnt A memory cgroup provides memory.failcnt and memory.memsw.failcnt files. This failcnt(== failure count) shows the number of times that a usage counter hit its limit. When a memory cgroup hits a limit, failcnt increases and memory under it will be reclaimed. You can reset failcnt by writing 0 to failcnt file. # echo 0 > .../memory.failcnt 5.5 usage_in_bytes For efficiency, as other kernel components, memory cgroup uses some optimization to avoid unnecessary cacheline false sharing. usage_in_bytes is affected by the method and doesn't show 'exact' value of memory (and swap) usage, it's a fuzz value for efficient access. (Of course, when necessary, it's synchronized.) If you want to know more exact memory usage, you should use RSS+CACHE(+SWAP) value in memory.stat(see 5.2). 5.6 numa_stat This is similar to numa_maps but operates on a per-memcg basis. This is useful for providing visibility into the numa locality information within an memcg since the pages are allowed to be allocated from any physical node. One of the use cases is evaluating application performance by combining this information with the application's CPU allocation. We export "total", "file", "anon" and "unevictable" pages per-node for each memcg. The ouput format of memory.numa_stat is: total= N0= N1= ... file= N0= N1= ... anon= N0= N1= ... unevictable= N0= N1= ... And we have total = file + anon + unevictable. 6. Hierarchy support The memory controller supports a deep hierarchy and hierarchical accounting. The hierarchy is created by creating the appropriate cgroups in the cgroup filesystem. Consider for example, the following cgroup filesystem hierarchy root / | \ / | \ a b c | \ | \ d e In the diagram above, with hierarchical accounting enabled, all memory usage of e, is accounted to its ancestors up until the root (i.e, c and root), that has memory.use_hierarchy enabled. If one of the ancestors goes over its limit, the reclaim algorithm reclaims from the tasks in the ancestor and the children of the ancestor. 6.1 Enabling hierarchical accounting and reclaim A memory cgroup by default disables the hierarchy feature. Support can be enabled by writing 1 to memory.use_hierarchy file of the root cgroup # echo 1 > memory.use_hierarchy The feature can be disabled by # echo 0 > memory.use_hierarchy NOTE1: Enabling/disabling will fail if either the cgroup already has other cgroups created below it, or if the parent cgroup has use_hierarchy enabled. NOTE2: When panic_on_oom is set to "2", the whole system will panic in case of an OOM event in any cgroup. 7. Soft limits Soft limits allow for greater sharing of memory. The idea behind soft limits is to allow control groups to use as much of the memory as needed, provided a. There is no memory contention b. They do not exceed their hard limit When the system detects memory contention or low memory, control groups are pushed back to their soft limits. If the soft limit of each control group is very high, they are pushed back as much as possible to make sure that one control group does not starve the others of memory. Please note that soft limits is a best-effort feature; it comes with no guarantees, but it does its best to make sure that when memory is heavily contended for, memory is allocated based on the soft limit hints/setup. Currently soft limit based reclaim is set up such that it gets invoked from balance_pgdat (kswapd). 7.1 Interface Soft limits can be setup by using the following commands (in this example we assume a soft limit of 256 MiB) # echo 256M > memory.soft_limit_in_bytes If we want to change this to 1G, we can at any time use # echo 1G > memory.soft_limit_in_bytes NOTE1: Soft limits take effect over a long period of time, since they involve reclaiming memory for balancing between memory cgroups NOTE2: It is recommended to set the soft limit always below the hard limit, otherwise the hard limit will take precedence. 8. Move charges at task migration Users can move charges associated with a task along with task migration, that is, uncharge task's pages from the old cgroup and charge them to the new cgroup. This feature is not supported in !CONFIG_MMU environments because of lack of page tables. 8.1 Interface This feature is disabled by default. It can be enabledi (and disabled again) by writing to memory.move_charge_at_immigrate of the destination cgroup. If you want to enable it: # echo (some positive value) > memory.move_charge_at_immigrate Note: Each bits of move_charge_at_immigrate has its own meaning about what type of charges should be moved. See 8.2 for details. Note: Charges are moved only when you move mm->owner, in other words, a leader of a thread group. Note: If we cannot find enough space for the task in the destination cgroup, we try to make space by reclaiming memory. Task migration may fail if we cannot make enough space. Note: It can take several seconds if you move charges much. And if you want disable it again: # echo 0 > memory.move_charge_at_immigrate 8.2 Type of charges which can be moved Each bit in move_charge_at_immigrate has its own meaning about what type of charges should be moved. But in any case, it must be noted that an account of a page or a swap can be moved only when it is charged to the task's current (old) memory cgroup. bit | what type of charges would be moved ? -----+------------------------------------------------------------------------ 0 | A charge of an anonymous page (or swap of it) used by the target task. | You must enable Swap Extension (see 2.4) to enable move of swap charges. -----+------------------------------------------------------------------------ 1 | A charge of file pages (normal file, tmpfs file (e.g. ipc shared memory) | and swaps of tmpfs file) mmapped by the target task. Unlike the case of | anonymous pages, file pages (and swaps) in the range mmapped by the task | will be moved even if the task hasn't done page fault, i.e. they might | not be the task's "RSS", but other task's "RSS" that maps the same file. | And mapcount of the page is ignored (the page can be moved even if | page_mapcount(page) > 1). You must enable Swap Extension (see 2.4) to | enable move of swap charges. 8.3 TODO - All of moving charge operations are done under cgroup_mutex. It's not good behavior to hold the mutex too long, so we may need some trick. 9. Memory thresholds Memory cgroup implements memory thresholds using the cgroups notification API (see cgroups.txt). It allows to register multiple memory and memsw thresholds and gets notifications when it crosses. To register a threshold, an application must: - create an eventfd using eventfd(2); - open memory.usage_in_bytes or memory.memsw.usage_in_bytes; - write string like " " to cgroup.event_control. Application will be notified through eventfd when memory usage crosses threshold in any direction. It's applicable for root and non-root cgroup. 10. OOM Control memory.oom_control file is for OOM notification and other controls. Memory cgroup implements OOM notifier using the cgroup notification API (See cgroups.txt). It allows to register multiple OOM notification delivery and gets notification when OOM happens. To register a notifier, an application must: - create an eventfd using eventfd(2) - open memory.oom_control file - write string like " " to cgroup.event_control The application will be notified through eventfd when OOM happens. OOM notification doesn't work for the root cgroup. You can disable the OOM-killer by writing "1" to memory.oom_control file, as: #echo 1 > memory.oom_control This operation is only allowed to the top cgroup of a sub-hierarchy. If OOM-killer is disabled, tasks under cgroup will hang/sleep in memory cgroup's OOM-waitqueue when they request accountable memory. For running them, you have to relax the memory cgroup's OOM status by * enlarge limit or reduce usage. To reduce usage, * kill some tasks. * move some tasks to other group with account migration. * remove some files (on tmpfs?) Then, stopped tasks will work again. At reading, current status of OOM is shown. oom_kill_disable 0 or 1 (if 1, oom-killer is disabled) under_oom 0 or 1 (if 1, the memory cgroup is under OOM, tasks may be stopped.) 11. TODO 1. Add support for accounting huge pages (as a separate controller) 2. Make per-cgroup scanner reclaim not-shared pages first 3. Teach controller to account for shared-pages 4. Start reclamation in the background when the limit is not yet hit but the usage is getting closer Summary Overall, the memory controller has been a stable controller and has been commented and discussed quite extensively in the community. References 1. Singh, Balbir. RFC: Memory Controller, http://lwn.net/Articles/206697/ 2. Singh, Balbir. Memory Controller (RSS Control), http://lwn.net/Articles/222762/ 3. Emelianov, Pavel. Resource controllers based on process cgroups http://lkml.org/lkml/2007/3/6/198 4. Emelianov, Pavel. RSS controller based on process cgroups (v2) http://lkml.org/lkml/2007/4/9/78 5. Emelianov, Pavel. RSS controller based on process cgroups (v3) http://lkml.org/lkml/2007/5/30/244 6. Menage, Paul. Control Groups v10, http://lwn.net/Articles/236032/ 7. Vaidyanathan, Srinivasan, Control Groups: Pagecache accounting and control subsystem (v3), http://lwn.net/Articles/235534/ 8. Singh, Balbir. RSS controller v2 test results (lmbench), http://lkml.org/lkml/2007/5/17/232 9. Singh, Balbir. RSS controller v2 AIM9 results http://lkml.org/lkml/2007/5/18/1 10. Singh, Balbir. Memory controller v6 test results, http://lkml.org/lkml/2007/8/19/36 11. Singh, Balbir. Memory controller introduction (v6), http://lkml.org/lkml/2007/8/17/69 12. Corbet, Jonathan, Controlling memory use in cgroups, http://lwn.net/Articles/243795/