1===================================== 2Heterogeneous Memory Management (HMM) 3===================================== 4 5Provide infrastructure and helpers to integrate non-conventional memory (device 6memory like GPU on board memory) into regular kernel path, with the cornerstone 7of this being specialized struct page for such memory (see sections 5 to 7 of 8this document). 9 10HMM also provides optional helpers for SVM (Share Virtual Memory), i.e., 11allowing a device to transparently access program addresses coherently with 12the CPU meaning that any valid pointer on the CPU is also a valid pointer 13for the device. This is becoming mandatory to simplify the use of advanced 14heterogeneous computing where GPU, DSP, or FPGA are used to perform various 15computations on behalf of a process. 16 17This document is divided as follows: in the first section I expose the problems 18related to using device specific memory allocators. In the second section, I 19expose the hardware limitations that are inherent to many platforms. The third 20section gives an overview of the HMM design. The fourth section explains how 21CPU page-table mirroring works and the purpose of HMM in this context. The 22fifth section deals with how device memory is represented inside the kernel. 23Finally, the last section presents a new migration helper that allows 24leveraging the device DMA engine. 25 26.. contents:: :local: 27 28Problems of using a device specific memory allocator 29==================================================== 30 31Devices with a large amount of on board memory (several gigabytes) like GPUs 32have historically managed their memory through dedicated driver specific APIs. 33This creates a disconnect between memory allocated and managed by a device 34driver and regular application memory (private anonymous, shared memory, or 35regular file backed memory). From here on I will refer to this aspect as split 36address space. I use shared address space to refer to the opposite situation: 37i.e., one in which any application memory region can be used by a device 38transparently. 39 40Split address space happens because devices can only access memory allocated 41through a device specific API. This implies that all memory objects in a program 42are not equal from the device point of view which complicates large programs 43that rely on a wide set of libraries. 44 45Concretely, this means that code that wants to leverage devices like GPUs needs 46to copy objects between generically allocated memory (malloc, mmap private, mmap 47share) and memory allocated through the device driver API (this still ends up 48with an mmap but of the device file). 49 50For flat data sets (array, grid, image, ...) this isn't too hard to achieve but 51for complex data sets (list, tree, ...) it's hard to get right. Duplicating a 52complex data set needs to re-map all the pointer relations between each of its 53elements. This is error prone and programs get harder to debug because of the 54duplicate data set and addresses. 55 56Split address space also means that libraries cannot transparently use data 57they are getting from the core program or another library and thus each library 58might have to duplicate its input data set using the device specific memory 59allocator. Large projects suffer from this and waste resources because of the 60various memory copies. 61 62Duplicating each library API to accept as input or output memory allocated by 63each device specific allocator is not a viable option. It would lead to a 64combinatorial explosion in the library entry points. 65 66Finally, with the advance of high level language constructs (in C++ but in 67other languages too) it is now possible for the compiler to leverage GPUs and 68other devices without programmer knowledge. Some compiler identified patterns 69are only do-able with a shared address space. It is also more reasonable to use 70a shared address space for all other patterns. 71 72 73I/O bus, device memory characteristics 74====================================== 75 76I/O buses cripple shared address spaces due to a few limitations. Most I/O 77buses only allow basic memory access from device to main memory; even cache 78coherency is often optional. Access to device memory from a CPU is even more 79limited. More often than not, it is not cache coherent. 80 81If we only consider the PCIE bus, then a device can access main memory (often 82through an IOMMU) and be cache coherent with the CPUs. However, it only allows 83a limited set of atomic operations from the device on main memory. This is worse 84in the other direction: the CPU can only access a limited range of the device 85memory and cannot perform atomic operations on it. Thus device memory cannot 86be considered the same as regular memory from the kernel point of view. 87 88Another crippling factor is the limited bandwidth (~32GBytes/s with PCIE 4.0 89and 16 lanes). This is 33 times less than the fastest GPU memory (1 TBytes/s). 90The final limitation is latency. Access to main memory from the device has an 91order of magnitude higher latency than when the device accesses its own memory. 92 93Some platforms are developing new I/O buses or additions/modifications to PCIE 94to address some of these limitations (OpenCAPI, CCIX). They mainly allow 95two-way cache coherency between CPU and device and allow all atomic operations the 96architecture supports. Sadly, not all platforms are following this trend and 97some major architectures are left without hardware solutions to these problems. 98 99So for shared address space to make sense, not only must we allow devices to 100access any memory but we must also permit any memory to be migrated to device 101memory while the device is using it (blocking CPU access while it happens). 102 103 104Shared address space and migration 105================================== 106 107HMM intends to provide two main features. The first one is to share the address 108space by duplicating the CPU page table in the device page table so the same 109address points to the same physical memory for any valid main memory address in 110the process address space. 111 112To achieve this, HMM offers a set of helpers to populate the device page table 113while keeping track of CPU page table updates. Device page table updates are 114not as easy as CPU page table updates. To update the device page table, you must 115allocate a buffer (or use a pool of pre-allocated buffers) and write GPU 116specific commands in it to perform the update (unmap, cache invalidations, and 117flush, ...). This cannot be done through common code for all devices. Hence 118why HMM provides helpers to factor out everything that can be while leaving the 119hardware specific details to the device driver. 120 121The second mechanism HMM provides is a new kind of ZONE_DEVICE memory that 122allows allocating a struct page for each page of device memory. Those pages 123are special because the CPU cannot map them. However, they allow migrating 124main memory to device memory using existing migration mechanisms and everything 125looks like a page that is swapped out to disk from the CPU point of view. Using a 126struct page gives the easiest and cleanest integration with existing mm 127mechanisms. Here again, HMM only provides helpers, first to hotplug new ZONE_DEVICE 128memory for the device memory and second to perform migration. Policy decisions 129of what and when to migrate is left to the device driver. 130 131Note that any CPU access to a device page triggers a page fault and a migration 132back to main memory. For example, when a page backing a given CPU address A is 133migrated from a main memory page to a device page, then any CPU access to 134address A triggers a page fault and initiates a migration back to main memory. 135 136With these two features, HMM not only allows a device to mirror process address 137space and keeps both CPU and device page tables synchronized, but also 138leverages device memory by migrating the part of the data set that is actively being 139used by the device. 140 141 142Address space mirroring implementation and API 143============================================== 144 145Address space mirroring's main objective is to allow duplication of a range of 146CPU page table into a device page table; HMM helps keep both synchronized. A 147device driver that wants to mirror a process address space must start with the 148registration of a mmu_interval_notifier:: 149 150 int mmu_interval_notifier_insert(struct mmu_interval_notifier *interval_sub, 151 struct mm_struct *mm, unsigned long start, 152 unsigned long length, 153 const struct mmu_interval_notifier_ops *ops); 154 155During the ops->invalidate() callback the device driver must perform the 156update action to the range (mark range read only, or fully unmap, etc.). The 157device must complete the update before the driver callback returns. 158 159When the device driver wants to populate a range of virtual addresses, it can 160use:: 161 162 int hmm_range_fault(struct hmm_range *range); 163 164It will trigger a page fault on missing or read-only entries if write access is 165requested (see below). Page faults use the generic mm page fault code path just 166like a CPU page fault. 167 168Both functions copy CPU page table entries into their pfns array argument. Each 169entry in that array corresponds to an address in the virtual range. HMM 170provides a set of flags to help the driver identify special CPU page table 171entries. 172 173Locking within the sync_cpu_device_pagetables() callback is the most important 174aspect the driver must respect in order to keep things properly synchronized. 175The usage pattern is:: 176 177 int driver_populate_range(...) 178 { 179 struct hmm_range range; 180 ... 181 182 range.notifier = &interval_sub; 183 range.start = ...; 184 range.end = ...; 185 range.hmm_pfns = ...; 186 187 if (!mmget_not_zero(interval_sub->notifier.mm)) 188 return -EFAULT; 189 190 again: 191 range.notifier_seq = mmu_interval_read_begin(&interval_sub); 192 mmap_read_lock(mm); 193 ret = hmm_range_fault(&range); 194 if (ret) { 195 mmap_read_unlock(mm); 196 if (ret == -EBUSY) 197 goto again; 198 return ret; 199 } 200 mmap_read_unlock(mm); 201 202 take_lock(driver->update); 203 if (mmu_interval_read_retry(&ni, range.notifier_seq) { 204 release_lock(driver->update); 205 goto again; 206 } 207 208 /* Use pfns array content to update device page table, 209 * under the update lock */ 210 211 release_lock(driver->update); 212 return 0; 213 } 214 215The driver->update lock is the same lock that the driver takes inside its 216invalidate() callback. That lock must be held before calling 217mmu_interval_read_retry() to avoid any race with a concurrent CPU page table 218update. 219 220Leverage default_flags and pfn_flags_mask 221========================================= 222 223The hmm_range struct has 2 fields, default_flags and pfn_flags_mask, that specify 224fault or snapshot policy for the whole range instead of having to set them 225for each entry in the pfns array. 226 227For instance if the device driver wants pages for a range with at least read 228permission, it sets:: 229 230 range->default_flags = HMM_PFN_REQ_FAULT; 231 range->pfn_flags_mask = 0; 232 233and calls hmm_range_fault() as described above. This will fill fault all pages 234in the range with at least read permission. 235 236Now let's say the driver wants to do the same except for one page in the range for 237which it wants to have write permission. Now driver set:: 238 239 range->default_flags = HMM_PFN_REQ_FAULT; 240 range->pfn_flags_mask = HMM_PFN_REQ_WRITE; 241 range->pfns[index_of_write] = HMM_PFN_REQ_WRITE; 242 243With this, HMM will fault in all pages with at least read (i.e., valid) and for the 244address == range->start + (index_of_write << PAGE_SHIFT) it will fault with 245write permission i.e., if the CPU pte does not have write permission set then HMM 246will call handle_mm_fault(). 247 248After hmm_range_fault completes the flag bits are set to the current state of 249the page tables, ie HMM_PFN_VALID | HMM_PFN_WRITE will be set if the page is 250writable. 251 252 253Represent and manage device memory from core kernel point of view 254================================================================= 255 256Several different designs were tried to support device memory. The first one 257used a device specific data structure to keep information about migrated memory 258and HMM hooked itself in various places of mm code to handle any access to 259addresses that were backed by device memory. It turns out that this ended up 260replicating most of the fields of struct page and also needed many kernel code 261paths to be updated to understand this new kind of memory. 262 263Most kernel code paths never try to access the memory behind a page 264but only care about struct page contents. Because of this, HMM switched to 265directly using struct page for device memory which left most kernel code paths 266unaware of the difference. We only need to make sure that no one ever tries to 267map those pages from the CPU side. 268 269Migration to and from device memory 270=================================== 271 272Because the CPU cannot access device memory directly, the device driver must 273use hardware DMA or device specific load/store instructions to migrate data. 274The migrate_vma_setup(), migrate_vma_pages(), and migrate_vma_finalize() 275functions are designed to make drivers easier to write and to centralize common 276code across drivers. 277 278Before migrating pages to device private memory, special device private 279``struct page`` need to be created. These will be used as special "swap" 280page table entries so that a CPU process will fault if it tries to access 281a page that has been migrated to device private memory. 282 283These can be allocated and freed with:: 284 285 struct resource *res; 286 struct dev_pagemap pagemap; 287 288 res = request_free_mem_region(&iomem_resource, /* number of bytes */, 289 "name of driver resource"); 290 pagemap.type = MEMORY_DEVICE_PRIVATE; 291 pagemap.range.start = res->start; 292 pagemap.range.end = res->end; 293 pagemap.nr_range = 1; 294 pagemap.ops = &device_devmem_ops; 295 memremap_pages(&pagemap, numa_node_id()); 296 297 memunmap_pages(&pagemap); 298 release_mem_region(pagemap.range.start, range_len(&pagemap.range)); 299 300There are also devm_request_free_mem_region(), devm_memremap_pages(), 301devm_memunmap_pages(), and devm_release_mem_region() when the resources can 302be tied to a ``struct device``. 303 304The overall migration steps are similar to migrating NUMA pages within system 305memory (see Documentation/mm/page_migration.rst) but the steps are split 306between device driver specific code and shared common code: 307 3081. ``mmap_read_lock()`` 309 310 The device driver has to pass a ``struct vm_area_struct`` to 311 migrate_vma_setup() so the mmap_read_lock() or mmap_write_lock() needs to 312 be held for the duration of the migration. 313 3142. ``migrate_vma_setup(struct migrate_vma *args)`` 315 316 The device driver initializes the ``struct migrate_vma`` fields and passes 317 the pointer to migrate_vma_setup(). The ``args->flags`` field is used to 318 filter which source pages should be migrated. For example, setting 319 ``MIGRATE_VMA_SELECT_SYSTEM`` will only migrate system memory and 320 ``MIGRATE_VMA_SELECT_DEVICE_PRIVATE`` will only migrate pages residing in 321 device private memory. If the latter flag is set, the ``args->pgmap_owner`` 322 field is used to identify device private pages owned by the driver. This 323 avoids trying to migrate device private pages residing in other devices. 324 Currently only anonymous private VMA ranges can be migrated to or from 325 system memory and device private memory. 326 327 One of the first steps migrate_vma_setup() does is to invalidate other 328 device's MMUs with the ``mmu_notifier_invalidate_range_start(()`` and 329 ``mmu_notifier_invalidate_range_end()`` calls around the page table 330 walks to fill in the ``args->src`` array with PFNs to be migrated. 331 The ``invalidate_range_start()`` callback is passed a 332 ``struct mmu_notifier_range`` with the ``event`` field set to 333 ``MMU_NOTIFY_MIGRATE`` and the ``owner`` field set to 334 the ``args->pgmap_owner`` field passed to migrate_vma_setup(). This is 335 allows the device driver to skip the invalidation callback and only 336 invalidate device private MMU mappings that are actually migrating. 337 This is explained more in the next section. 338 339 While walking the page tables, a ``pte_none()`` or ``is_zero_pfn()`` 340 entry results in a valid "zero" PFN stored in the ``args->src`` array. 341 This lets the driver allocate device private memory and clear it instead 342 of copying a page of zeros. Valid PTE entries to system memory or 343 device private struct pages will be locked with ``lock_page()``, isolated 344 from the LRU (if system memory since device private pages are not on 345 the LRU), unmapped from the process, and a special migration PTE is 346 inserted in place of the original PTE. 347 migrate_vma_setup() also clears the ``args->dst`` array. 348 3493. The device driver allocates destination pages and copies source pages to 350 destination pages. 351 352 The driver checks each ``src`` entry to see if the ``MIGRATE_PFN_MIGRATE`` 353 bit is set and skips entries that are not migrating. The device driver 354 can also choose to skip migrating a page by not filling in the ``dst`` 355 array for that page. 356 357 The driver then allocates either a device private struct page or a 358 system memory page, locks the page with ``lock_page()``, and fills in the 359 ``dst`` array entry with:: 360 361 dst[i] = migrate_pfn(page_to_pfn(dpage)); 362 363 Now that the driver knows that this page is being migrated, it can 364 invalidate device private MMU mappings and copy device private memory 365 to system memory or another device private page. The core Linux kernel 366 handles CPU page table invalidations so the device driver only has to 367 invalidate its own MMU mappings. 368 369 The driver can use ``migrate_pfn_to_page(src[i])`` to get the 370 ``struct page`` of the source and either copy the source page to the 371 destination or clear the destination device private memory if the pointer 372 is ``NULL`` meaning the source page was not populated in system memory. 373 3744. ``migrate_vma_pages()`` 375 376 This step is where the migration is actually "committed". 377 378 If the source page was a ``pte_none()`` or ``is_zero_pfn()`` page, this 379 is where the newly allocated page is inserted into the CPU's page table. 380 This can fail if a CPU thread faults on the same page. However, the page 381 table is locked and only one of the new pages will be inserted. 382 The device driver will see that the ``MIGRATE_PFN_MIGRATE`` bit is cleared 383 if it loses the race. 384 385 If the source page was locked, isolated, etc. the source ``struct page`` 386 information is now copied to destination ``struct page`` finalizing the 387 migration on the CPU side. 388 3895. Device driver updates device MMU page tables for pages still migrating, 390 rolling back pages not migrating. 391 392 If the ``src`` entry still has ``MIGRATE_PFN_MIGRATE`` bit set, the device 393 driver can update the device MMU and set the write enable bit if the 394 ``MIGRATE_PFN_WRITE`` bit is set. 395 3966. ``migrate_vma_finalize()`` 397 398 This step replaces the special migration page table entry with the new 399 page's page table entry and releases the reference to the source and 400 destination ``struct page``. 401 4027. ``mmap_read_unlock()`` 403 404 The lock can now be released. 405 406Exclusive access memory 407======================= 408 409Some devices have features such as atomic PTE bits that can be used to implement 410atomic access to system memory. To support atomic operations to a shared virtual 411memory page such a device needs access to that page which is exclusive of any 412userspace access from the CPU. The ``make_device_exclusive_range()`` function 413can be used to make a memory range inaccessible from userspace. 414 415This replaces all mappings for pages in the given range with special swap 416entries. Any attempt to access the swap entry results in a fault which is 417resovled by replacing the entry with the original mapping. A driver gets 418notified that the mapping has been changed by MMU notifiers, after which point 419it will no longer have exclusive access to the page. Exclusive access is 420guranteed to last until the driver drops the page lock and page reference, at 421which point any CPU faults on the page may proceed as described. 422 423Memory cgroup (memcg) and rss accounting 424======================================== 425 426For now, device memory is accounted as any regular page in rss counters (either 427anonymous if device page is used for anonymous, file if device page is used for 428file backed page, or shmem if device page is used for shared memory). This is a 429deliberate choice to keep existing applications, that might start using device 430memory without knowing about it, running unimpacted. 431 432A drawback is that the OOM killer might kill an application using a lot of 433device memory and not a lot of regular system memory and thus not freeing much 434system memory. We want to gather more real world experience on how applications 435and system react under memory pressure in the presence of device memory before 436deciding to account device memory differently. 437 438 439Same decision was made for memory cgroup. Device memory pages are accounted 440against same memory cgroup a regular page would be accounted to. This does 441simplify migration to and from device memory. This also means that migration 442back from device memory to regular memory cannot fail because it would 443go above memory cgroup limit. We might revisit this choice latter on once we 444get more experience in how device memory is used and its impact on memory 445resource control. 446 447 448Note that device memory can never be pinned by a device driver nor through GUP 449and thus such memory is always free upon process exit. Or when last reference 450is dropped in case of shared memory or file backed memory. 451