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awilliam
GitHub Repository: awilliam/linux-vfio
Path: blob/master/Documentation/cgroups/memory.txt
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Memory Resource Controller
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NOTE: The Memory Resource Controller has generically been referred to as the
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memory controller in this document. Do not confuse memory controller
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used here with the memory controller that is used in hardware.
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(For editors)
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In this document:
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When we mention a cgroup (cgroupfs's directory) with memory controller,
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we call it "memory cgroup". When you see git-log and source code, you'll
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see patch's title and function names tend to use "memcg".
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In this document, we avoid using it.
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Benefits and Purpose of the memory controller
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The memory controller isolates the memory behaviour of a group of tasks
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from the rest of the system. The article on LWN [12] mentions some probable
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uses of the memory controller. The memory controller can be used to
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a. Isolate an application or a group of applications
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Memory hungry applications can be isolated and limited to a smaller
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amount of memory.
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b. Create a cgroup with limited amount of memory, this can be used
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as a good alternative to booting with mem=XXXX.
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c. Virtualization solutions can control the amount of memory they want
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to assign to a virtual machine instance.
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d. A CD/DVD burner could control the amount of memory used by the
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rest of the system to ensure that burning does not fail due to lack
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of available memory.
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e. There are several other use cases, find one or use the controller just
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for fun (to learn and hack on the VM subsystem).
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Current Status: linux-2.6.34-mmotm(development version of 2010/April)
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Features:
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- accounting anonymous pages, file caches, swap caches usage and limiting them.
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- private LRU and reclaim routine. (system's global LRU and private LRU
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work independently from each other)
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- optionally, memory+swap usage can be accounted and limited.
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- hierarchical accounting
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- soft limit
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- moving(recharging) account at moving a task is selectable.
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- usage threshold notifier
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- oom-killer disable knob and oom-notifier
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- Root cgroup has no limit controls.
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Kernel memory and Hugepages are not under control yet. We just manage
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pages on LRU. To add more controls, we have to take care of performance.
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Brief summary of control files.
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tasks # attach a task(thread) and show list of threads
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cgroup.procs # show list of processes
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cgroup.event_control # an interface for event_fd()
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memory.usage_in_bytes # show current res_counter usage for memory
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(See 5.5 for details)
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memory.memsw.usage_in_bytes # show current res_counter usage for memory+Swap
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(See 5.5 for details)
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memory.limit_in_bytes # set/show limit of memory usage
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memory.memsw.limit_in_bytes # set/show limit of memory+Swap usage
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memory.failcnt # show the number of memory usage hits limits
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memory.memsw.failcnt # show the number of memory+Swap hits limits
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memory.max_usage_in_bytes # show max memory usage recorded
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memory.memsw.usage_in_bytes # show max memory+Swap usage recorded
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memory.soft_limit_in_bytes # set/show soft limit of memory usage
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memory.stat # show various statistics
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memory.use_hierarchy # set/show hierarchical account enabled
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memory.force_empty # trigger forced move charge to parent
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memory.swappiness # set/show swappiness parameter of vmscan
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(See sysctl's vm.swappiness)
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memory.move_charge_at_immigrate # set/show controls of moving charges
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memory.oom_control # set/show oom controls.
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memory.numa_stat # show the number of memory usage per numa node
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1. History
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The memory controller has a long history. A request for comments for the memory
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controller was posted by Balbir Singh [1]. At the time the RFC was posted
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there were several implementations for memory control. The goal of the
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RFC was to build consensus and agreement for the minimal features required
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for memory control. The first RSS controller was posted by Balbir Singh[2]
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in Feb 2007. Pavel Emelianov [3][4][5] has since posted three versions of the
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RSS controller. At OLS, at the resource management BoF, everyone suggested
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that we handle both page cache and RSS together. Another request was raised
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to allow user space handling of OOM. The current memory controller is
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at version 6; it combines both mapped (RSS) and unmapped Page
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Cache Control [11].
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2. Memory Control
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Memory is a unique resource in the sense that it is present in a limited
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amount. If a task requires a lot of CPU processing, the task can spread
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its processing over a period of hours, days, months or years, but with
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memory, the same physical memory needs to be reused to accomplish the task.
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The memory controller implementation has been divided into phases. These
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are:
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1. Memory controller
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2. mlock(2) controller
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3. Kernel user memory accounting and slab control
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4. user mappings length controller
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The memory controller is the first controller developed.
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2.1. Design
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The core of the design is a counter called the res_counter. The res_counter
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tracks the current memory usage and limit of the group of processes associated
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with the controller. Each cgroup has a memory controller specific data
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structure (mem_cgroup) associated with it.
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2.2. Accounting
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+--------------------+
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| mem_cgroup |
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| (res_counter) |
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+--------------------+
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/ ^ \
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/ | \
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+---------------+ | +---------------+
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| mm_struct | |.... | mm_struct |
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| | | | |
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+---------------+ | +---------------+
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|
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+ --------------+
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|
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+---------------+ +------+--------+
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| page +----------> page_cgroup|
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| | | |
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+---------------+ +---------------+
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(Figure 1: Hierarchy of Accounting)
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Figure 1 shows the important aspects of the controller
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1. Accounting happens per cgroup
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2. Each mm_struct knows about which cgroup it belongs to
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3. Each page has a pointer to the page_cgroup, which in turn knows the
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cgroup it belongs to
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The accounting is done as follows: mem_cgroup_charge() is invoked to setup
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the necessary data structures and check if the cgroup that is being charged
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is over its limit. If it is then reclaim is invoked on the cgroup.
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More details can be found in the reclaim section of this document.
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If everything goes well, a page meta-data-structure called page_cgroup is
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updated. page_cgroup has its own LRU on cgroup.
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(*) page_cgroup structure is allocated at boot/memory-hotplug time.
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2.2.1 Accounting details
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All mapped anon pages (RSS) and cache pages (Page Cache) are accounted.
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Some pages which are never reclaimable and will not be on the global LRU
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are not accounted. We just account pages under usual VM management.
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RSS pages are accounted at page_fault unless they've already been accounted
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for earlier. A file page will be accounted for as Page Cache when it's
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inserted into inode (radix-tree). While it's mapped into the page tables of
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processes, duplicate accounting is carefully avoided.
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A RSS page is unaccounted when it's fully unmapped. A PageCache page is
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unaccounted when it's removed from radix-tree. Even if RSS pages are fully
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unmapped (by kswapd), they may exist as SwapCache in the system until they
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are really freed. Such SwapCaches also also accounted.
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A swapped-in page is not accounted until it's mapped.
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Note: The kernel does swapin-readahead and read multiple swaps at once.
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This means swapped-in pages may contain pages for other tasks than a task
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causing page fault. So, we avoid accounting at swap-in I/O.
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At page migration, accounting information is kept.
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Note: we just account pages-on-LRU because our purpose is to control amount
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of used pages; not-on-LRU pages tend to be out-of-control from VM view.
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2.3 Shared Page Accounting
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Shared pages are accounted on the basis of the first touch approach. The
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cgroup that first touches a page is accounted for the page. The principle
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behind this approach is that a cgroup that aggressively uses a shared
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page will eventually get charged for it (once it is uncharged from
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the cgroup that brought it in -- this will happen on memory pressure).
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Exception: If CONFIG_CGROUP_CGROUP_MEM_RES_CTLR_SWAP is not used.
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When you do swapoff and make swapped-out pages of shmem(tmpfs) to
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be backed into memory in force, charges for pages are accounted against the
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caller of swapoff rather than the users of shmem.
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2.4 Swap Extension (CONFIG_CGROUP_MEM_RES_CTLR_SWAP)
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Swap Extension allows you to record charge for swap. A swapped-in page is
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charged back to original page allocator if possible.
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When swap is accounted, following files are added.
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- memory.memsw.usage_in_bytes.
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- memory.memsw.limit_in_bytes.
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memsw means memory+swap. Usage of memory+swap is limited by
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memsw.limit_in_bytes.
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Example: Assume a system with 4G of swap. A task which allocates 6G of memory
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(by mistake) under 2G memory limitation will use all swap.
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In this case, setting memsw.limit_in_bytes=3G will prevent bad use of swap.
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By using memsw limit, you can avoid system OOM which can be caused by swap
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shortage.
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* why 'memory+swap' rather than swap.
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The global LRU(kswapd) can swap out arbitrary pages. Swap-out means
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to move account from memory to swap...there is no change in usage of
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memory+swap. In other words, when we want to limit the usage of swap without
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affecting global LRU, memory+swap limit is better than just limiting swap from
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OS point of view.
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* What happens when a cgroup hits memory.memsw.limit_in_bytes
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When a cgroup hits memory.memsw.limit_in_bytes, it's useless to do swap-out
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in this cgroup. Then, swap-out will not be done by cgroup routine and file
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caches are dropped. But as mentioned above, global LRU can do swapout memory
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from it for sanity of the system's memory management state. You can't forbid
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it by cgroup.
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2.5 Reclaim
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Each cgroup maintains a per cgroup LRU which has the same structure as
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global VM. When a cgroup goes over its limit, we first try
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to reclaim memory from the cgroup so as to make space for the new
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pages that the cgroup has touched. If the reclaim is unsuccessful,
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an OOM routine is invoked to select and kill the bulkiest task in the
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cgroup. (See 10. OOM Control below.)
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The reclaim algorithm has not been modified for cgroups, except that
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pages that are selected for reclaiming come from the per cgroup LRU
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list.
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NOTE: Reclaim does not work for the root cgroup, since we cannot set any
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limits on the root cgroup.
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Note2: When panic_on_oom is set to "2", the whole system will panic.
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When oom event notifier is registered, event will be delivered.
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(See oom_control section)
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2.6 Locking
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lock_page_cgroup()/unlock_page_cgroup() should not be called under
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mapping->tree_lock.
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Other lock order is following:
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PG_locked.
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mm->page_table_lock
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zone->lru_lock
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lock_page_cgroup.
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In many cases, just lock_page_cgroup() is called.
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per-zone-per-cgroup LRU (cgroup's private LRU) is just guarded by
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zone->lru_lock, it has no lock of its own.
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3. User Interface
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0. Configuration
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a. Enable CONFIG_CGROUPS
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b. Enable CONFIG_RESOURCE_COUNTERS
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c. Enable CONFIG_CGROUP_MEM_RES_CTLR
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d. Enable CONFIG_CGROUP_MEM_RES_CTLR_SWAP (to use swap extension)
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1. Prepare the cgroups (see cgroups.txt, Why are cgroups needed?)
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# mount -t tmpfs none /sys/fs/cgroup
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# mkdir /sys/fs/cgroup/memory
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# mount -t cgroup none /sys/fs/cgroup/memory -o memory
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2. Make the new group and move bash into it
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# mkdir /sys/fs/cgroup/memory/0
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# echo $$ > /sys/fs/cgroup/memory/0/tasks
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Since now we're in the 0 cgroup, we can alter the memory limit:
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# echo 4M > /sys/fs/cgroup/memory/0/memory.limit_in_bytes
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NOTE: We can use a suffix (k, K, m, M, g or G) to indicate values in kilo,
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mega or gigabytes. (Here, Kilo, Mega, Giga are Kibibytes, Mebibytes, Gibibytes.)
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NOTE: We can write "-1" to reset the *.limit_in_bytes(unlimited).
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NOTE: We cannot set limits on the root cgroup any more.
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# cat /sys/fs/cgroup/memory/0/memory.limit_in_bytes
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4194304
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We can check the usage:
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# cat /sys/fs/cgroup/memory/0/memory.usage_in_bytes
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1216512
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A successful write to this file does not guarantee a successful set of
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this limit to the value written into the file. This can be due to a
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number of factors, such as rounding up to page boundaries or the total
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availability of memory on the system. The user is required to re-read
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this file after a write to guarantee the value committed by the kernel.
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# echo 1 > memory.limit_in_bytes
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# cat memory.limit_in_bytes
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4096
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The memory.failcnt field gives the number of times that the cgroup limit was
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exceeded.
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The memory.stat file gives accounting information. Now, the number of
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caches, RSS and Active pages/Inactive pages are shown.
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4. Testing
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For testing features and implementation, see memcg_test.txt.
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Performance test is also important. To see pure memory controller's overhead,
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testing on tmpfs will give you good numbers of small overheads.
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Example: do kernel make on tmpfs.
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Page-fault scalability is also important. At measuring parallel
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page fault test, multi-process test may be better than multi-thread
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test because it has noise of shared objects/status.
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But the above two are testing extreme situations.
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Trying usual test under memory controller is always helpful.
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4.1 Troubleshooting
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Sometimes a user might find that the application under a cgroup is
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terminated by OOM killer. There are several causes for this:
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1. The cgroup limit is too low (just too low to do anything useful)
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2. The user is using anonymous memory and swap is turned off or too low
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A sync followed by echo 1 > /proc/sys/vm/drop_caches will help get rid of
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some of the pages cached in the cgroup (page cache pages).
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To know what happens, disable OOM_Kill by 10. OOM Control(see below) and
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seeing what happens will be helpful.
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4.2 Task migration
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When a task migrates from one cgroup to another, its charge is not
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carried forward by default. The pages allocated from the original cgroup still
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remain charged to it, the charge is dropped when the page is freed or
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reclaimed.
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You can move charges of a task along with task migration.
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See 8. "Move charges at task migration"
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4.3 Removing a cgroup
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A cgroup can be removed by rmdir, but as discussed in sections 4.1 and 4.2, a
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cgroup might have some charge associated with it, even though all
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tasks have migrated away from it. (because we charge against pages, not
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against tasks.)
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Such charges are freed or moved to their parent. At moving, both of RSS
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and CACHES are moved to parent.
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rmdir() may return -EBUSY if freeing/moving fails. See 5.1 also.
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Charges recorded in swap information is not updated at removal of cgroup.
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Recorded information is discarded and a cgroup which uses swap (swapcache)
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will be charged as a new owner of it.
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5. Misc. interfaces.
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5.1 force_empty
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memory.force_empty interface is provided to make cgroup's memory usage empty.
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You can use this interface only when the cgroup has no tasks.
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When writing anything to this
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# echo 0 > memory.force_empty
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Almost all pages tracked by this memory cgroup will be unmapped and freed.
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Some pages cannot be freed because they are locked or in-use. Such pages are
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moved to parent and this cgroup will be empty. This may return -EBUSY if
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VM is too busy to free/move all pages immediately.
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Typical use case of this interface is that calling this before rmdir().
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Because rmdir() moves all pages to parent, some out-of-use page caches can be
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moved to the parent. If you want to avoid that, force_empty will be useful.
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5.2 stat file
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memory.stat file includes following statistics
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# per-memory cgroup local status
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cache - # of bytes of page cache memory.
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rss - # of bytes of anonymous and swap cache memory.
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mapped_file - # of bytes of mapped file (includes tmpfs/shmem)
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pgpgin - # of pages paged in (equivalent to # of charging events).
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pgpgout - # of pages paged out (equivalent to # of uncharging events).
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swap - # of bytes of swap usage
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inactive_anon - # of bytes of anonymous memory and swap cache memory on
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LRU list.
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active_anon - # of bytes of anonymous and swap cache memory on active
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inactive LRU list.
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inactive_file - # of bytes of file-backed memory on inactive LRU list.
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active_file - # of bytes of file-backed memory on active LRU list.
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unevictable - # of bytes of memory that cannot be reclaimed (mlocked etc).
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# status considering hierarchy (see memory.use_hierarchy settings)
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hierarchical_memory_limit - # of bytes of memory limit with regard to hierarchy
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under which the memory cgroup is
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hierarchical_memsw_limit - # of bytes of memory+swap limit with regard to
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hierarchy under which memory cgroup is.
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total_cache - sum of all children's "cache"
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total_rss - sum of all children's "rss"
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total_mapped_file - sum of all children's "cache"
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total_pgpgin - sum of all children's "pgpgin"
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total_pgpgout - sum of all children's "pgpgout"
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total_swap - sum of all children's "swap"
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total_inactive_anon - sum of all children's "inactive_anon"
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total_active_anon - sum of all children's "active_anon"
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total_inactive_file - sum of all children's "inactive_file"
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total_active_file - sum of all children's "active_file"
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total_unevictable - sum of all children's "unevictable"
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# The following additional stats are dependent on CONFIG_DEBUG_VM.
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inactive_ratio - VM internal parameter. (see mm/page_alloc.c)
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recent_rotated_anon - VM internal parameter. (see mm/vmscan.c)
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recent_rotated_file - VM internal parameter. (see mm/vmscan.c)
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recent_scanned_anon - VM internal parameter. (see mm/vmscan.c)
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recent_scanned_file - VM internal parameter. (see mm/vmscan.c)
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Memo:
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recent_rotated means recent frequency of LRU rotation.
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recent_scanned means recent # of scans to LRU.
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showing for better debug please see the code for meanings.
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Note:
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Only anonymous and swap cache memory is listed as part of 'rss' stat.
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This should not be confused with the true 'resident set size' or the
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amount of physical memory used by the cgroup.
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'rss + file_mapped" will give you resident set size of cgroup.
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(Note: file and shmem may be shared among other cgroups. In that case,
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file_mapped is accounted only when the memory cgroup is owner of page
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cache.)
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5.3 swappiness
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Similar to /proc/sys/vm/swappiness, but affecting a hierarchy of groups only.
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Following cgroups' swappiness can't be changed.
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- root cgroup (uses /proc/sys/vm/swappiness).
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- a cgroup which uses hierarchy and it has other cgroup(s) below it.
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- a cgroup which uses hierarchy and not the root of hierarchy.
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5.4 failcnt
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A memory cgroup provides memory.failcnt and memory.memsw.failcnt files.
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This failcnt(== failure count) shows the number of times that a usage counter
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hit its limit. When a memory cgroup hits a limit, failcnt increases and
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memory under it will be reclaimed.
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You can reset failcnt by writing 0 to failcnt file.
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# echo 0 > .../memory.failcnt
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5.5 usage_in_bytes
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For efficiency, as other kernel components, memory cgroup uses some optimization
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to avoid unnecessary cacheline false sharing. usage_in_bytes is affected by the
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method and doesn't show 'exact' value of memory(and swap) usage, it's an fuzz
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value for efficient access. (Of course, when necessary, it's synchronized.)
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If you want to know more exact memory usage, you should use RSS+CACHE(+SWAP)
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value in memory.stat(see 5.2).
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5.6 numa_stat
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This is similar to numa_maps but operates on a per-memcg basis. This is
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useful for providing visibility into the numa locality information within
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an memcg since the pages are allowed to be allocated from any physical
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node. One of the usecases is evaluating application performance by
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combining this information with the application's cpu allocation.
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We export "total", "file", "anon" and "unevictable" pages per-node for
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each memcg. The ouput format of memory.numa_stat is:
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total=<total pages> N0=<node 0 pages> N1=<node 1 pages> ...
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file=<total file pages> N0=<node 0 pages> N1=<node 1 pages> ...
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anon=<total anon pages> N0=<node 0 pages> N1=<node 1 pages> ...
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unevictable=<total anon pages> N0=<node 0 pages> N1=<node 1 pages> ...
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And we have total = file + anon + unevictable.
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6. Hierarchy support
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The memory controller supports a deep hierarchy and hierarchical accounting.
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The hierarchy is created by creating the appropriate cgroups in the
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cgroup filesystem. Consider for example, the following cgroup filesystem
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hierarchy
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root
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/ | \
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/ | \
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a b c
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| \
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| \
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d e
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In the diagram above, with hierarchical accounting enabled, all memory
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usage of e, is accounted to its ancestors up until the root (i.e, c and root),
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that has memory.use_hierarchy enabled. If one of the ancestors goes over its
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limit, the reclaim algorithm reclaims from the tasks in the ancestor and the
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children of the ancestor.
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6.1 Enabling hierarchical accounting and reclaim
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A memory cgroup by default disables the hierarchy feature. Support
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can be enabled by writing 1 to memory.use_hierarchy file of the root cgroup
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# echo 1 > memory.use_hierarchy
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The feature can be disabled by
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# echo 0 > memory.use_hierarchy
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NOTE1: Enabling/disabling will fail if either the cgroup already has other
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cgroups created below it, or if the parent cgroup has use_hierarchy
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enabled.
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NOTE2: When panic_on_oom is set to "2", the whole system will panic in
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case of an OOM event in any cgroup.
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7. Soft limits
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Soft limits allow for greater sharing of memory. The idea behind soft limits
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is to allow control groups to use as much of the memory as needed, provided
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a. There is no memory contention
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b. They do not exceed their hard limit
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When the system detects memory contention or low memory, control groups
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are pushed back to their soft limits. If the soft limit of each control
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group is very high, they are pushed back as much as possible to make
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sure that one control group does not starve the others of memory.
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Please note that soft limits is a best effort feature, it comes with
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no guarantees, but it does its best to make sure that when memory is
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heavily contended for, memory is allocated based on the soft limit
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hints/setup. Currently soft limit based reclaim is setup such that
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it gets invoked from balance_pgdat (kswapd).
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7.1 Interface
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Soft limits can be setup by using the following commands (in this example we
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assume a soft limit of 256 MiB)
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# echo 256M > memory.soft_limit_in_bytes
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If we want to change this to 1G, we can at any time use
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# echo 1G > memory.soft_limit_in_bytes
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NOTE1: Soft limits take effect over a long period of time, since they involve
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reclaiming memory for balancing between memory cgroups
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NOTE2: It is recommended to set the soft limit always below the hard limit,
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otherwise the hard limit will take precedence.
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8. Move charges at task migration
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Users can move charges associated with a task along with task migration, that
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is, uncharge task's pages from the old cgroup and charge them to the new cgroup.
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This feature is not supported in !CONFIG_MMU environments because of lack of
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page tables.
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8.1 Interface
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This feature is disabled by default. It can be enabled(and disabled again) by
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writing to memory.move_charge_at_immigrate of the destination cgroup.
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If you want to enable it:
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# echo (some positive value) > memory.move_charge_at_immigrate
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Note: Each bits of move_charge_at_immigrate has its own meaning about what type
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of charges should be moved. See 8.2 for details.
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Note: Charges are moved only when you move mm->owner, IOW, a leader of a thread
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group.
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Note: If we cannot find enough space for the task in the destination cgroup, we
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try to make space by reclaiming memory. Task migration may fail if we
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cannot make enough space.
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Note: It can take several seconds if you move charges much.
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And if you want disable it again:
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# echo 0 > memory.move_charge_at_immigrate
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8.2 Type of charges which can be move
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Each bits of move_charge_at_immigrate has its own meaning about what type of
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charges should be moved. But in any cases, it must be noted that an account of
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a page or a swap can be moved only when it is charged to the task's current(old)
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memory cgroup.
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bit | what type of charges would be moved ?
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-----+------------------------------------------------------------------------
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0 | A charge of an anonymous page(or swap of it) used by the target task.
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| Those pages and swaps must be used only by the target task. You must
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| enable Swap Extension(see 2.4) to enable move of swap charges.
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-----+------------------------------------------------------------------------
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1 | A charge of file pages(normal file, tmpfs file(e.g. ipc shared memory)
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| and swaps of tmpfs file) mmapped by the target task. Unlike the case of
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| anonymous pages, file pages(and swaps) in the range mmapped by the task
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| will be moved even if the task hasn't done page fault, i.e. they might
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| not be the task's "RSS", but other task's "RSS" that maps the same file.
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| And mapcount of the page is ignored(the page can be moved even if
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| page_mapcount(page) > 1). You must enable Swap Extension(see 2.4) to
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| enable move of swap charges.
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8.3 TODO
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- Implement madvise(2) to let users decide the vma to be moved or not to be
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moved.
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- All of moving charge operations are done under cgroup_mutex. It's not good
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behavior to hold the mutex too long, so we may need some trick.
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9. Memory thresholds
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Memory cgroup implements memory thresholds using cgroups notification
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API (see cgroups.txt). It allows to register multiple memory and memsw
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thresholds and gets notifications when it crosses.
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To register a threshold application need:
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- create an eventfd using eventfd(2);
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- open memory.usage_in_bytes or memory.memsw.usage_in_bytes;
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- write string like "<event_fd> <fd of memory.usage_in_bytes> <threshold>" to
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cgroup.event_control.
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Application will be notified through eventfd when memory usage crosses
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threshold in any direction.
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It's applicable for root and non-root cgroup.
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10. OOM Control
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memory.oom_control file is for OOM notification and other controls.
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Memory cgroup implements OOM notifier using cgroup notification
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API (See cgroups.txt). It allows to register multiple OOM notification
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delivery and gets notification when OOM happens.
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To register a notifier, application need:
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- create an eventfd using eventfd(2)
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- open memory.oom_control file
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- write string like "<event_fd> <fd of memory.oom_control>" to
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cgroup.event_control
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Application will be notified through eventfd when OOM happens.
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OOM notification doesn't work for root cgroup.
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You can disable OOM-killer by writing "1" to memory.oom_control file, as:
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#echo 1 > memory.oom_control
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This operation is only allowed to the top cgroup of sub-hierarchy.
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If OOM-killer is disabled, tasks under cgroup will hang/sleep
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in memory cgroup's OOM-waitqueue when they request accountable memory.
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For running them, you have to relax the memory cgroup's OOM status by
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* enlarge limit or reduce usage.
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To reduce usage,
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* kill some tasks.
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* move some tasks to other group with account migration.
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* remove some files (on tmpfs?)
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Then, stopped tasks will work again.
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At reading, current status of OOM is shown.
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oom_kill_disable 0 or 1 (if 1, oom-killer is disabled)
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under_oom 0 or 1 (if 1, the memory cgroup is under OOM, tasks may
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be stopped.)
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11. TODO
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1. Add support for accounting huge pages (as a separate controller)
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2. Make per-cgroup scanner reclaim not-shared pages first
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3. Teach controller to account for shared-pages
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4. Start reclamation in the background when the limit is
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not yet hit but the usage is getting closer
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Summary
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Overall, the memory controller has been a stable controller and has been
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commented and discussed quite extensively in the community.
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References
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1. Singh, Balbir. RFC: Memory Controller, http://lwn.net/Articles/206697/
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2. Singh, Balbir. Memory Controller (RSS Control),
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http://lwn.net/Articles/222762/
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3. Emelianov, Pavel. Resource controllers based on process cgroups
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http://lkml.org/lkml/2007/3/6/198
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4. Emelianov, Pavel. RSS controller based on process cgroups (v2)
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http://lkml.org/lkml/2007/4/9/78
697
5. Emelianov, Pavel. RSS controller based on process cgroups (v3)
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http://lkml.org/lkml/2007/5/30/244
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6. Menage, Paul. Control Groups v10, http://lwn.net/Articles/236032/
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7. Vaidyanathan, Srinivasan, Control Groups: Pagecache accounting and control
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subsystem (v3), http://lwn.net/Articles/235534/
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8. Singh, Balbir. RSS controller v2 test results (lmbench),
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http://lkml.org/lkml/2007/5/17/232
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9. Singh, Balbir. RSS controller v2 AIM9 results
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http://lkml.org/lkml/2007/5/18/1
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10. Singh, Balbir. Memory controller v6 test results,
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http://lkml.org/lkml/2007/8/19/36
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11. Singh, Balbir. Memory controller introduction (v6),
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http://lkml.org/lkml/2007/8/17/69
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12. Corbet, Jonathan, Controlling memory use in cgroups,
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http://lwn.net/Articles/243795/
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