buffer_resource.hpp
1 
6 #pragma once
7 
8 #include <array>
9 #include <memory>
10 #include <mutex>
11 #include <optional>
12 #include <ranges>
13 #include <unordered_map>
14 #include <utility>
15 
16 #include <cuda/memory_resource>
17 
18 #include <rmm/cuda_stream_pool.hpp>
19 
20 #include <rapidsmpf/error.hpp>
21 #include <rapidsmpf/memory/buffer.hpp>
22 #include <rapidsmpf/memory/host_memory_resource.hpp>
23 #include <rapidsmpf/memory/memory_reservation.hpp>
24 #include <rapidsmpf/memory/pinned_memory_resource.hpp>
25 #include <rapidsmpf/memory/spill_manager.hpp>
26 #include <rapidsmpf/rmm_resource_adaptor.hpp>
27 #include <rapidsmpf/statistics.hpp>
28 #include <rapidsmpf/utils/misc.hpp>
29 
30 namespace rapidsmpf {
31 
39 enum class AllowOverbooking : bool {
40  NO,
41  YES,
42 };
43 
55  public:
66  using MemoryAvailable = std::function<std::int64_t()>;
67 
91  std::shared_ptr<PinnedMemoryResource> pinned_mr = PinnedMemoryResource::Disabled,
92  std::unordered_map<MemoryType, MemoryAvailable> memory_available = {},
93  std::optional<Duration> periodic_spill_check = std::chrono::milliseconds{1},
94  std::shared_ptr<rmm::cuda_stream_pool> stream_pool = std::make_shared<
96  std::shared_ptr<Statistics> statistics = Statistics::disabled()
97  );
98 
112  static std::shared_ptr<BufferResource> from_options(
114  );
115 
116  ~BufferResource() noexcept = default;
117 
123  [[nodiscard]] rmm::device_async_resource_ref device_mr() const noexcept;
124 
130  [[nodiscard]] rmm::host_async_resource_ref host_mr() noexcept;
131 
138 
148  [[nodiscard]] MemoryAvailable const& memory_available(MemoryType mem_type) const {
149  return memory_available_.at(mem_type);
150  }
151 
158  [[nodiscard]] std::size_t memory_reserved(MemoryType mem_type) const {
159  return memory_reserved_[static_cast<std::size_t>(mem_type)];
160  }
161 
181  std::pair<MemoryReservation, std::size_t> reserve(
182  MemoryType mem_type, std::size_t size, AllowOverbooking allow_overbooking
183  );
184 
203  std::size_t size, AllowOverbooking allow_overbooking
204  );
205 
219  template <std::ranges::input_range Range>
220  requires std::convertible_to<std::ranges::range_value_t<Range>, MemoryType>
221  [[nodiscard]] MemoryReservation reserve_or_fail(std::size_t size, Range mem_types) {
222  // try to reserve memory from the given order
223  for (auto const& mem_type : mem_types) {
224  if (mem_type == MemoryType::PINNED_HOST
225  && pinned_mr_ == PinnedMemoryResource::Disabled)
226  {
227  // Pinned host memory is only available if the memory resource is
228  // available.
229  continue;
230  }
231  auto [res, _] = reserve(mem_type, size, AllowOverbooking::NO);
232  if (res.size() == size) {
233  return std::move(res);
234  }
235  }
236  RAPIDSMPF_FAIL("failed to reserve memory", std::runtime_error);
237  }
238 
249  std::size_t size, MemoryType mem_type
250  ) {
251  return reserve_or_fail(size, std::ranges::single_view{mem_type});
252  }
253 
266  std::size_t release(MemoryReservation& reservation, std::size_t size);
267 
279  std::unique_ptr<Buffer> allocate(
280  std::size_t size, rmm::cuda_stream_view stream, MemoryReservation& reservation
281  );
282 
293  std::unique_ptr<Buffer> allocate(
294  rmm::cuda_stream_view stream, MemoryReservation&& reservation
295  );
296 
312  std::unique_ptr<Buffer> move(
313  std::unique_ptr<rmm::device_buffer> data, rmm::cuda_stream_view stream
314  );
315 
329  std::unique_ptr<Buffer> move(
330  std::unique_ptr<Buffer> buffer, MemoryReservation& reservation
331  );
332 
347  std::unique_ptr<rmm::device_buffer> move_to_device_buffer(
348  std::unique_ptr<Buffer> buffer, MemoryReservation& reservation
349  );
350 
365  std::unique_ptr<HostBuffer> move_to_host_buffer(
366  std::unique_ptr<Buffer> buffer, MemoryReservation& reservation
367  );
368 
377 
384 
391  std::shared_ptr<Statistics> statistics();
392 
393  private:
394  std::mutex mutex_;
396  std::shared_ptr<PinnedMemoryResource> pinned_mr_;
397  HostMemoryResource host_mr_;
398  std::unordered_map<MemoryType, MemoryAvailable> memory_available_;
399  // Zero initialized reserved counters.
400  std::array<std::size_t, MEMORY_TYPES.size()> memory_reserved_ = {};
401  std::shared_ptr<rmm::cuda_stream_pool> stream_pool_;
402  SpillManager spill_manager_;
403  std::shared_ptr<Statistics> statistics_;
404 };
405 
422  public:
431  constexpr LimitAvailableMemory(RmmResourceAdaptor const* mr, std::int64_t limit)
432  : limit{limit}, mr_{mr} {}
433 
443  std::int64_t operator()() const {
444  return limit - static_cast<std::int64_t>(mr_->current_allocated());
445  }
446 
447  public:
448  std::int64_t const limit;
449 
450  private:
451  RmmResourceAdaptor const* mr_;
452 };
453 
462 std::unordered_map<MemoryType, BufferResource::MemoryAvailable>
464 
473 std::optional<Duration> periodic_spill_check_from_options(config::Options options);
474 
482 std::shared_ptr<rmm::cuda_stream_pool> stream_pool_from_options(config::Options options);
483 
484 
485 } // namespace rapidsmpf
Class managing buffer resources.
std::size_t release(MemoryReservation &reservation, std::size_t size)
Consume a portion of the reserved memory.
std::unique_ptr< Buffer > allocate(std::size_t size, rmm::cuda_stream_view stream, MemoryReservation &reservation)
Allocate a buffer of the specified memory type by the reservation.
std::shared_ptr< Statistics > statistics()
Gets a shared pointer to the statistics associated with this buffer resource.
BufferResource(rmm::device_async_resource_ref device_mr, std::shared_ptr< PinnedMemoryResource > pinned_mr=PinnedMemoryResource::Disabled, std::unordered_map< MemoryType, MemoryAvailable > memory_available={}, std::optional< Duration > periodic_spill_check=std::chrono::milliseconds{1}, std::shared_ptr< rmm::cuda_stream_pool > stream_pool=std::make_shared< rmm::cuda_stream_pool >(16, rmm::cuda_stream::flags::non_blocking), std::shared_ptr< Statistics > statistics=Statistics::disabled())
Constructs a buffer resource.
rmm::host_async_resource_ref host_mr() noexcept
Get the RMM host memory resource.
rmm::device_async_resource_ref device_mr() const noexcept
Get the RMM device memory resource.
rmm::host_async_resource_ref pinned_mr()
Get the RMM pinned host memory resource.
std::unique_ptr< Buffer > allocate(rmm::cuda_stream_view stream, MemoryReservation &&reservation)
Allocate a buffer consuming the entire reservation.
std::unique_ptr< Buffer > move(std::unique_ptr< Buffer > buffer, MemoryReservation &reservation)
Move a Buffer to the memory type specified by the reservation.
std::size_t memory_reserved(MemoryType mem_type) const
Get the current reserved memory of the specified memory type.
std::unique_ptr< rmm::device_buffer > move_to_device_buffer(std::unique_ptr< Buffer > buffer, MemoryReservation &reservation)
Move a Buffer to a device buffer.
MemoryReservation reserve_device_memory_and_spill(std::size_t size, AllowOverbooking allow_overbooking)
Reserve device memory and spill if necessary.
MemoryReservation reserve_or_fail(std::size_t size, MemoryType mem_type)
Make a memory reservation or fail.
requires std::convertible_to< std::ranges::range_value_t< Range >, MemoryType > MemoryReservation reserve_or_fail(std::size_t size, Range mem_types)
Make a memory reservation or fail based on the given order of memory types.
MemoryAvailable const & memory_available(MemoryType mem_type) const
Retrieves the memory availability function for a given memory type.
std::function< std::int64_t()> MemoryAvailable
Callback function to determine available memory.
SpillManager & spill_manager()
Gets a reference to the spill manager used.
rmm::cuda_stream_pool const & stream_pool() const
Returns the CUDA stream pool used by this buffer resource.
static std::shared_ptr< BufferResource > from_options(RmmResourceAdaptor *mr, config::Options options)
Construct a BufferResource from configuration options.
std::unique_ptr< HostBuffer > move_to_host_buffer(std::unique_ptr< Buffer > buffer, MemoryReservation &reservation)
Move a Buffer into a host buffer.
std::pair< MemoryReservation, std::size_t > reserve(MemoryType mem_type, std::size_t size, AllowOverbooking allow_overbooking)
Reserve an amount of the specified memory type.
std::unique_ptr< Buffer > move(std::unique_ptr< rmm::device_buffer > data, rmm::cuda_stream_view stream)
Move device buffer data into a Buffer.
Host memory resource using standard CPU allocation.
A functor for querying the remaining available memory within a defined limit from an RMM statistics r...
constexpr LimitAvailableMemory(RmmResourceAdaptor const *mr, std::int64_t limit)
Constructs a LimitAvailableMemory instance.
std::int64_t operator()() const
Returns the remaining available memory within the defined limit.
std::int64_t const limit
The memory limit.
Represents a reservation for future memory allocation.
static constexpr auto Disabled
Sentinel value used to disable pinned host memory.
A RMM memory resource adaptor tailored to RapidsMPF.
std::int64_t current_allocated() const noexcept
Get the total current allocated memory from both primary and fallback.
Manages memory spilling to free up device memory when needed.
static std::shared_ptr< Statistics > disabled()
Returns a shared pointer to a disabled (no-op) Statistics instance.
Manages configuration options for RapidsMPF operations.
Definition: config.hpp:140
detail::cccl_async_resource_ref< cuda::mr::resource_ref< cuda::mr::host_accessible > > host_async_resource_ref
detail::cccl_async_resource_ref< cuda::mr::resource_ref< cuda::mr::device_accessible > > device_async_resource_ref
RAPIDS Multi-Processor interfaces.
Definition: backend.hpp:13
std::optional< Duration > periodic_spill_check_from_options(config::Options options)
Get the periodic_spill_check parameter from configuration options.
std::unordered_map< MemoryType, BufferResource::MemoryAvailable > memory_available_from_options(RmmResourceAdaptor *mr, config::Options options)
Construct a map of memory-available functions from configuration options.
AllowOverbooking
Policy controlling whether a memory reservation is allowed to overbook.
@ YES
Overbooking is allowed.
@ NO
Overbooking is not allowed.
constexpr std::array< MemoryType, 3 > MEMORY_TYPES
All memory types sorted in decreasing order of preference.
Definition: memory_type.hpp:23
MemoryType
Enum representing the type of memory sorted in decreasing order of preference.
Definition: memory_type.hpp:16
@ PINNED_HOST
Pinned host memory.
std::shared_ptr< rmm::cuda_stream_pool > stream_pool_from_options(config::Options options)
Get a new CUDA stream pool from configuration options.