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authorDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-27 10:05:51 +0000
committerDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-27 10:05:51 +0000
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+.. _hmm:
+
+=====================================
+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.
+
+Both functions copy CPU page table entries into their pfns array argument. Each
+entry in that array corresponds to an address in the virtual range. HMM
+provides a set of flags to help the driver identify special CPU page table
+entries.
+
+Locking within the sync_cpu_device_pagetables() callback is the most important
+aspect the driver must respect in order to keep things properly synchronized.
+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 :ref:`Page migration <page_migration>`) 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 ``migrate_pgmap_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)) | MIGRATE_PFN_LOCKED;
+
+ 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.
+
+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.