| ===================================== |
| Heterogeneous Memory Management (HMM) |
| ===================================== |
| |
| Provide infrastructure and helpers to integrate non-conventional memory (device |
| memory like GPU on board memory) into regular kernel path, with the cornerstone |
| of this being specialized struct page for such memory (see sections 5 to 7 of |
| this document). |
| |
| HMM also provides optional helpers for SVM (Share Virtual Memory), i.e., |
| allowing a device to transparently access program addresses coherently with |
| the CPU meaning that any valid pointer on the CPU is also a valid pointer |
| for the device. This is becoming mandatory to simplify the use of advanced |
| heterogeneous computing where GPU, DSP, or FPGA are used to perform various |
| computations on behalf of a process. |
| |
| This document is divided as follows: in the first section I expose the problems |
| related to using device specific memory allocators. In the second section, I |
| expose the hardware limitations that are inherent to many platforms. The third |
| section gives an overview of the HMM design. The fourth section explains how |
| CPU page-table mirroring works and the purpose of HMM in this context. The |
| fifth section deals with how device memory is represented inside the kernel. |
| Finally, the last section presents a new migration helper that allows |
| leveraging the device DMA engine. |
| |
| .. contents:: :local: |
| |
| Problems of using a device specific memory allocator |
| ==================================================== |
| |
| Devices with a large amount of on board memory (several gigabytes) like GPUs |
| have historically managed their memory through dedicated driver specific APIs. |
| This creates a disconnect between memory allocated and managed by a device |
| driver and regular application memory (private anonymous, shared memory, or |
| regular file backed memory). From here on I will refer to this aspect as split |
| address space. I use shared address space to refer to the opposite situation: |
| i.e., one in which any application memory region can be used by a device |
| transparently. |
| |
| Split address space happens because devices can only access memory allocated |
| through a device specific API. This implies that all memory objects in a program |
| are not equal from the device point of view which complicates large programs |
| that rely on a wide set of libraries. |
| |
| Concretely, this means that code that wants to leverage devices like GPUs needs |
| to copy objects between generically allocated memory (malloc, mmap private, mmap |
| share) and memory allocated through the device driver API (this still ends up |
| with an mmap but of the device file). |
| |
| For flat data sets (array, grid, image, ...) this isn't too hard to achieve but |
| for complex data sets (list, tree, ...) it's hard to get right. Duplicating a |
| complex data set needs to re-map all the pointer relations between each of its |
| elements. This is error prone and programs get harder to debug because of the |
| duplicate data set and addresses. |
| |
| Split address space also means that libraries cannot transparently use data |
| they are getting from the core program or another library and thus each library |
| might have to duplicate its input data set using the device specific memory |
| allocator. Large projects suffer from this and waste resources because of the |
| various memory copies. |
| |
| Duplicating each library API to accept as input or output memory allocated by |
| each device specific allocator is not a viable option. It would lead to a |
| combinatorial explosion in the library entry points. |
| |
| Finally, with the advance of high level language constructs (in C++ but in |
| other languages too) it is now possible for the compiler to leverage GPUs and |
| other devices without programmer knowledge. Some compiler identified patterns |
| are only do-able with a shared address space. It is also more reasonable to use |
| a shared address space for all other patterns. |
| |
| |
| I/O bus, device memory characteristics |
| ====================================== |
| |
| I/O buses cripple shared address spaces due to a few limitations. Most I/O |
| buses only allow basic memory access from device to main memory; even cache |
| coherency is often optional. Access to device memory from a CPU is even more |
| limited. More often than not, it is not cache coherent. |
| |
| If we only consider the PCIE bus, then a device can access main memory (often |
| through an IOMMU) and be cache coherent with the CPUs. However, it only allows |
| a limited set of atomic operations from the device on main memory. This is worse |
| in the other direction: the CPU can only access a limited range of the device |
| memory and cannot perform atomic operations on it. Thus device memory cannot |
| be considered the same as regular memory from the kernel point of view. |
| |
| Another crippling factor is the limited bandwidth (~32GBytes/s with PCIE 4.0 |
| and 16 lanes). This is 33 times less than the fastest GPU memory (1 TBytes/s). |
| The final limitation is latency. Access to main memory from the device has an |
| order of magnitude higher latency than when the device accesses its own memory. |
| |
| Some platforms are developing new I/O buses or additions/modifications to PCIE |
| to address some of these limitations (OpenCAPI, CCIX). They mainly allow |
| two-way cache coherency between CPU and device and allow all atomic operations the |
| architecture supports. Sadly, not all platforms are following this trend and |
| some major architectures are left without hardware solutions to these problems. |
| |
| So for shared address space to make sense, not only must we allow devices to |
| access any memory but we must also permit any memory to be migrated to device |
| memory while the device is using it (blocking CPU access while it happens). |
| |
| |
| Shared address space and migration |
| ================================== |
| |
| HMM intends to provide two main features. The first one is to share the address |
| space by duplicating the CPU page table in the device page table so the same |
| address points to the same physical memory for any valid main memory address in |
| the process address space. |
| |
| To achieve this, HMM offers a set of helpers to populate the device page table |
| while keeping track of CPU page table updates. Device page table updates are |
| not as easy as CPU page table updates. To update the device page table, you must |
| allocate a buffer (or use a pool of pre-allocated buffers) and write GPU |
| specific commands in it to perform the update (unmap, cache invalidations, and |
| flush, ...). This cannot be done through common code for all devices. Hence |
| why HMM provides helpers to factor out everything that can be while leaving the |
| hardware specific details to the device driver. |
| |
| The second mechanism HMM provides is a new kind of ZONE_DEVICE memory that |
| allows allocating a struct page for each page of device memory. Those pages |
| are special because the CPU cannot map them. However, they allow migrating |
| main memory to device memory using existing migration mechanisms and everything |
| looks like a page that is swapped out to disk from the CPU point of view. Using a |
| struct page gives the easiest and cleanest integration with existing mm |
| mechanisms. Here again, HMM only provides helpers, first to hotplug new ZONE_DEVICE |
| memory for the device memory and second to perform migration. Policy decisions |
| of what and when to migrate is left to the device driver. |
| |
| Note that any CPU access to a device page triggers a page fault and a migration |
| back to main memory. For example, when a page backing a given CPU address A is |
| migrated from a main memory page to a device page, then any CPU access to |
| address A triggers a page fault and initiates a migration back to main memory. |
| |
| With these two features, HMM not only allows a device to mirror process address |
| space and keeps both CPU and device page tables synchronized, but also |
| leverages device memory by migrating the part of the data set that is actively being |
| used by the device. |
| |
| |
| Address space mirroring implementation and API |
| ============================================== |
| |
| Address space mirroring's main objective is to allow duplication of a range of |
| CPU page table into a device page table; HMM helps keep both synchronized. A |
| device driver that wants to mirror a process address space must start with the |
| registration of a mmu_interval_notifier:: |
| |
| int mmu_interval_notifier_insert(struct mmu_interval_notifier *interval_sub, |
| struct mm_struct *mm, unsigned long start, |
| unsigned long length, |
| const struct mmu_interval_notifier_ops *ops); |
| |
| During the ops->invalidate() callback the device driver must perform the |
| update action to the range (mark range read only, or fully unmap, etc.). The |
| device must complete the update before the driver callback returns. |
| |
| When the device driver wants to populate a range of virtual addresses, it can |
| use:: |
| |
| int hmm_range_fault(struct hmm_range *range); |
| |
| It will trigger a page fault on missing or read-only entries if write access is |
| requested (see below). Page faults use the generic mm page fault code path just |
| like a CPU page fault. The usage pattern is:: |
| |
| int driver_populate_range(...) |
| { |
| struct hmm_range range; |
| ... |
| |
| range.notifier = &interval_sub; |
| range.start = ...; |
| range.end = ...; |
| range.hmm_pfns = ...; |
| |
| if (!mmget_not_zero(interval_sub->notifier.mm)) |
| return -EFAULT; |
| |
| again: |
| range.notifier_seq = mmu_interval_read_begin(&interval_sub); |
| mmap_read_lock(mm); |
| ret = hmm_range_fault(&range); |
| if (ret) { |
| mmap_read_unlock(mm); |
| if (ret == -EBUSY) |
| goto again; |
| return ret; |
| } |
| mmap_read_unlock(mm); |
| |
| take_lock(driver->update); |
| if (mmu_interval_read_retry(&ni, range.notifier_seq) { |
| release_lock(driver->update); |
| goto again; |
| } |
| |
| /* Use pfns array content to update device page table, |
| * under the update lock */ |
| |
| release_lock(driver->update); |
| return 0; |
| } |
| |
| The driver->update lock is the same lock that the driver takes inside its |
| invalidate() callback. That lock must be held before calling |
| mmu_interval_read_retry() to avoid any race with a concurrent CPU page table |
| update. |
| |
| Leverage default_flags and pfn_flags_mask |
| ========================================= |
| |
| The hmm_range struct has 2 fields, default_flags and pfn_flags_mask, that specify |
| fault or snapshot policy for the whole range instead of having to set them |
| for each entry in the pfns array. |
| |
| For instance if the device driver wants pages for a range with at least read |
| permission, it sets:: |
| |
| range->default_flags = HMM_PFN_REQ_FAULT; |
| range->pfn_flags_mask = 0; |
| |
| and calls hmm_range_fault() as described above. This will fill fault all pages |
| in the range with at least read permission. |
| |
| Now let's say the driver wants to do the same except for one page in the range for |
| which it wants to have write permission. Now driver set:: |
| |
| range->default_flags = HMM_PFN_REQ_FAULT; |
| range->pfn_flags_mask = HMM_PFN_REQ_WRITE; |
| range->pfns[index_of_write] = HMM_PFN_REQ_WRITE; |
| |
| With this, HMM will fault in all pages with at least read (i.e., valid) and for the |
| address == range->start + (index_of_write << PAGE_SHIFT) it will fault with |
| write permission i.e., if the CPU pte does not have write permission set then HMM |
| will call handle_mm_fault(). |
| |
| After hmm_range_fault completes the flag bits are set to the current state of |
| the page tables, ie HMM_PFN_VALID | HMM_PFN_WRITE will be set if the page is |
| writable. |
| |
| |
| Represent and manage device memory from core kernel point of view |
| ================================================================= |
| |
| Several different designs were tried to support device memory. The first one |
| used a device specific data structure to keep information about migrated memory |
| and HMM hooked itself in various places of mm code to handle any access to |
| addresses that were backed by device memory. It turns out that this ended up |
| replicating most of the fields of struct page and also needed many kernel code |
| paths to be updated to understand this new kind of memory. |
| |
| Most kernel code paths never try to access the memory behind a page |
| but only care about struct page contents. Because of this, HMM switched to |
| directly using struct page for device memory which left most kernel code paths |
| unaware of the difference. We only need to make sure that no one ever tries to |
| map those pages from the CPU side. |
| |
| Migration to and from device memory |
| =================================== |
| |
| Because the CPU cannot access device memory directly, the device driver must |
| use hardware DMA or device specific load/store instructions to migrate data. |
| The migrate_vma_setup(), migrate_vma_pages(), and migrate_vma_finalize() |
| functions are designed to make drivers easier to write and to centralize common |
| code across drivers. |
| |
| Before migrating pages to device private memory, special device private |
| ``struct page`` need to be created. These will be used as special "swap" |
| page table entries so that a CPU process will fault if it tries to access |
| a page that has been migrated to device private memory. |
| |
| These can be allocated and freed with:: |
| |
| struct resource *res; |
| struct dev_pagemap pagemap; |
| |
| res = request_free_mem_region(&iomem_resource, /* number of bytes */, |
| "name of driver resource"); |
| pagemap.type = MEMORY_DEVICE_PRIVATE; |
| pagemap.range.start = res->start; |
| pagemap.range.end = res->end; |
| pagemap.nr_range = 1; |
| pagemap.ops = &device_devmem_ops; |
| memremap_pages(&pagemap, numa_node_id()); |
| |
| memunmap_pages(&pagemap); |
| release_mem_region(pagemap.range.start, range_len(&pagemap.range)); |
| |
| There are also devm_request_free_mem_region(), devm_memremap_pages(), |
| devm_memunmap_pages(), and devm_release_mem_region() when the resources can |
| be tied to a ``struct device``. |
| |
| The overall migration steps are similar to migrating NUMA pages within system |
| memory (see Documentation/mm/page_migration.rst) but the steps are split |
| between device driver specific code and shared common code: |
| |
| 1. ``mmap_read_lock()`` |
| |
| The device driver has to pass a ``struct vm_area_struct`` to |
| migrate_vma_setup() so the mmap_read_lock() or mmap_write_lock() needs to |
| be held for the duration of the migration. |
| |
| 2. ``migrate_vma_setup(struct migrate_vma *args)`` |
| |
| The device driver initializes the ``struct migrate_vma`` fields and passes |
| the pointer to migrate_vma_setup(). The ``args->flags`` field is used to |
| filter which source pages should be migrated. For example, setting |
| ``MIGRATE_VMA_SELECT_SYSTEM`` will only migrate system memory and |
| ``MIGRATE_VMA_SELECT_DEVICE_PRIVATE`` will only migrate pages residing in |
| device private memory. If the latter flag is set, the ``args->pgmap_owner`` |
| field is used to identify device private pages owned by the driver. This |
| avoids trying to migrate device private pages residing in other devices. |
| Currently only anonymous private VMA ranges can be migrated to or from |
| system memory and device private memory. |
| |
| One of the first steps migrate_vma_setup() does is to invalidate other |
| device's MMUs with the ``mmu_notifier_invalidate_range_start(()`` and |
| ``mmu_notifier_invalidate_range_end()`` calls around the page table |
| walks to fill in the ``args->src`` array with PFNs to be migrated. |
| The ``invalidate_range_start()`` callback is passed a |
| ``struct mmu_notifier_range`` with the ``event`` field set to |
| ``MMU_NOTIFY_MIGRATE`` and the ``owner`` field set to |
| the ``args->pgmap_owner`` field passed to migrate_vma_setup(). This is |
| allows the device driver to skip the invalidation callback and only |
| invalidate device private MMU mappings that are actually migrating. |
| This is explained more in the next section. |
| |
| While walking the page tables, a ``pte_none()`` or ``is_zero_pfn()`` |
| entry results in a valid "zero" PFN stored in the ``args->src`` array. |
| This lets the driver allocate device private memory and clear it instead |
| of copying a page of zeros. Valid PTE entries to system memory or |
| device private struct pages will be locked with ``lock_page()``, isolated |
| from the LRU (if system memory since device private pages are not on |
| the LRU), unmapped from the process, and a special migration PTE is |
| inserted in place of the original PTE. |
| migrate_vma_setup() also clears the ``args->dst`` array. |
| |
| 3. The device driver allocates destination pages and copies source pages to |
| destination pages. |
| |
| The driver checks each ``src`` entry to see if the ``MIGRATE_PFN_MIGRATE`` |
| bit is set and skips entries that are not migrating. The device driver |
| can also choose to skip migrating a page by not filling in the ``dst`` |
| array for that page. |
| |
| The driver then allocates either a device private struct page or a |
| system memory page, locks the page with ``lock_page()``, and fills in the |
| ``dst`` array entry with:: |
| |
| dst[i] = migrate_pfn(page_to_pfn(dpage)); |
| |
| Now that the driver knows that this page is being migrated, it can |
| invalidate device private MMU mappings and copy device private memory |
| to system memory or another device private page. The core Linux kernel |
| handles CPU page table invalidations so the device driver only has to |
| invalidate its own MMU mappings. |
| |
| The driver can use ``migrate_pfn_to_page(src[i])`` to get the |
| ``struct page`` of the source and either copy the source page to the |
| destination or clear the destination device private memory if the pointer |
| is ``NULL`` meaning the source page was not populated in system memory. |
| |
| 4. ``migrate_vma_pages()`` |
| |
| This step is where the migration is actually "committed". |
| |
| If the source page was a ``pte_none()`` or ``is_zero_pfn()`` page, this |
| is where the newly allocated page is inserted into the CPU's page table. |
| This can fail if a CPU thread faults on the same page. However, the page |
| table is locked and only one of the new pages will be inserted. |
| The device driver will see that the ``MIGRATE_PFN_MIGRATE`` bit is cleared |
| if it loses the race. |
| |
| If the source page was locked, isolated, etc. the source ``struct page`` |
| information is now copied to destination ``struct page`` finalizing the |
| migration on the CPU side. |
| |
| 5. Device driver updates device MMU page tables for pages still migrating, |
| rolling back pages not migrating. |
| |
| If the ``src`` entry still has ``MIGRATE_PFN_MIGRATE`` bit set, the device |
| driver can update the device MMU and set the write enable bit if the |
| ``MIGRATE_PFN_WRITE`` bit is set. |
| |
| 6. ``migrate_vma_finalize()`` |
| |
| This step replaces the special migration page table entry with the new |
| page's page table entry and releases the reference to the source and |
| destination ``struct page``. |
| |
| 7. ``mmap_read_unlock()`` |
| |
| The lock can now be released. |
| |
| Exclusive access memory |
| ======================= |
| |
| Some devices have features such as atomic PTE bits that can be used to implement |
| atomic access to system memory. To support atomic operations to a shared virtual |
| memory page such a device needs access to that page which is exclusive of any |
| userspace access from the CPU. The ``make_device_exclusive_range()`` function |
| can be used to make a memory range inaccessible from userspace. |
| |
| This replaces all mappings for pages in the given range with special swap |
| entries. Any attempt to access the swap entry results in a fault which is |
| resovled by replacing the entry with the original mapping. A driver gets |
| notified that the mapping has been changed by MMU notifiers, after which point |
| it will no longer have exclusive access to the page. Exclusive access is |
| guaranteed to last until the driver drops the page lock and page reference, at |
| which point any CPU faults on the page may proceed as described. |
| |
| Memory cgroup (memcg) and rss accounting |
| ======================================== |
| |
| For now, device memory is accounted as any regular page in rss counters (either |
| anonymous if device page is used for anonymous, file if device page is used for |
| file backed page, or shmem if device page is used for shared memory). This is a |
| deliberate choice to keep existing applications, that might start using device |
| memory without knowing about it, running unimpacted. |
| |
| A drawback is that the OOM killer might kill an application using a lot of |
| device memory and not a lot of regular system memory and thus not freeing much |
| system memory. We want to gather more real world experience on how applications |
| and system react under memory pressure in the presence of device memory before |
| deciding to account device memory differently. |
| |
| |
| Same decision was made for memory cgroup. Device memory pages are accounted |
| against same memory cgroup a regular page would be accounted to. This does |
| simplify migration to and from device memory. This also means that migration |
| back from device memory to regular memory cannot fail because it would |
| go above memory cgroup limit. We might revisit this choice latter on once we |
| get more experience in how device memory is used and its impact on memory |
| resource control. |
| |
| |
| Note that device memory can never be pinned by a device driver nor through GUP |
| and thus such memory is always free upon process exit. Or when last reference |
| is dropped in case of shared memory or file backed memory. |