blob: 69c9e10a059e0b4cd4b0706aab92355b6c08447b [file] [log] [blame]
#pragma once
#include <c10/core/Allocator.h>
#include <c10/cuda/CUDAGraphsC10Utils.h>
#include <c10/cuda/CUDAMacros.h>
#include <c10/cuda/CUDAStream.h>
#include <c10/cuda/CUDACachingAllocator.h>
#include <array>
#include <mutex>
namespace torch {
namespace cuda {
namespace CUDAPluggableAllocator {
#if defined(TORCH_HIP_VERSION)
using streamType = c10::hip::HIPStream;
#else
using streamType = c10::cuda::CUDAStream;
#endif
std::shared_ptr<c10::cuda::CUDACachingAllocator::CUDAAllocator>
getCurrentAllocator();
std::shared_ptr<c10::cuda::CUDACachingAllocator::CUDAAllocator>
createCustomAllocator(
std::function<void*(size_t, int, cudaStream_t)> alloc_fn,
std::function<void(void*, size_t, int, cudaStream_t)> free_fn);
void changeCurrentAllocator(
std::shared_ptr<c10::cuda::CUDACachingAllocator::CUDAAllocator> allocator);
struct _AllocationMetadata {
_AllocationMetadata();
_AllocationMetadata(size_t size, int device_idx, cudaStream_t stream);
size_t size;
int device_idx;
cudaStream_t stream;
};
struct CUDAPluggableAllocator
: public c10::cuda::CUDACachingAllocator::CUDAAllocator {
CUDAPluggableAllocator(
std::function<void*(size_t, int, cudaStream_t)> alloc_fn,
std::function<void(void*, size_t, int, cudaStream_t)> free_fn);
CUDAPluggableAllocator(CUDAPluggableAllocator& other);
void set_init_fn(std::function<void(int)> init_fn);
void set_reset_fn(std::function<void()> reset_fn);
void set_memory_fraction_fn(
std::function<void(double, int)> memory_fraction_fn);
void set_base_alloc_fn(std::function<void*(void*, size_t*)> base_alloc_fn);
void set_record_stream_fn(
std::function<void(void* ptr, cudaStream_t stream)> record_stream_fn);
void set_begin_allocate_stream_to_pool(
std::function<void(int, cudaStream_t, c10::cuda::MempoolId_t)>
capture_begin_fn);
void set_end_allocate_stream_to_pool_fn(
std::function<void(int, cudaStream_t)> capture_about_to_end_fn);
void set_release_pool(
std::function<void(int, c10::cuda::MempoolId_t)> capture_destroy_fn);
void* malloc(size_t size, int device, cudaStream_t stream);
c10::DataPtr allocate(size_t size) const override;
c10::DeleterFnPtr raw_deleter() const override;
virtual void* raw_alloc(size_t nbytes) override;
virtual void* raw_alloc_with_stream(size_t nbytes, cudaStream_t stream)
override;
virtual void raw_delete(void* ptr) override;
virtual void init(int device_count) override;
virtual bool initialized() override;
virtual void setMemoryFraction(double fraction, int device) override;
virtual void emptyCache() override;
virtual void cacheInfo(int dev_id, size_t* largestBlock) override;
virtual void* getBaseAllocation(void* ptr, size_t* size) override;
virtual void recordStream(const c10::DataPtr&, streamType stream) override;
virtual c10::cuda::CUDACachingAllocator::DeviceStats getDeviceStats(
int device) override;
virtual void resetAccumulatedStats(int device) override;
virtual void resetPeakStats(int device) override;
virtual c10::cuda::CUDACachingAllocator::SnapshotInfo snapshot() override;
virtual void beginAllocateStreamToPool(
int device,
cudaStream_t stream,
c10::cuda::MempoolId_t mempool_id) override;
virtual void endAllocateStreamToPool(int device, cudaStream_t stream)
override;
virtual void releasePool(int device, c10::cuda::MempoolId_t mempool_id)
override;
virtual std::shared_ptr<void> getIpcDevPtr(std::string handle) override;
virtual void recordHistory(
bool enabled,
c10::cuda::CUDACachingAllocator::CreateContextFn context_recorder,
size_t alloc_trace_max_entries,
bool alloc_trace_record_context) override;
virtual void attachOutOfMemoryObserver(
c10::cuda::CUDACachingAllocator::OutOfMemoryObserver observer) override;
virtual std::shared_ptr<c10::cuda::CUDACachingAllocator::AllocatorState>
getCheckpointState(int device, at::cuda::MempoolId_t id) override;
virtual c10::cuda::CUDACachingAllocator::CheckpointDelta
setCheckpointPoolState(
int device,
std::shared_ptr<c10::cuda::CUDACachingAllocator::AllocatorState> pps)
override;
virtual bool needsPoolSpecificPeerAccess() override;
virtual std::string name() override;
protected:
std::function<void*(size_t, int, cudaStream_t)> alloc_fn_;
std::function<void(void*, size_t, int, cudaStream_t)> free_fn_;
std::function<void(int)> init_fn_;
std::function<void()> reset_fn_;
std::function<void(double, int)> memory_fraction_fn_;
std::function<void*(void*, size_t*)> base_alloc_fn_;
std::function<void(void* ptr, cudaStream_t stream)> record_stream_fn_;
std::function<void(int, cudaStream_t, c10::cuda::MempoolId_t)>
begin_allocate_stream_to_pool_fn_;
std::function<void(int, cudaStream_t)> end_allocate_stream_to_pool_fn_;
std::function<void(int, c10::cuda::MempoolId_t)> relase_pool_fn_;
std::mutex allocator_mutex_;
// We do the bookeeping here in order to simplify custom allocators
std::unordered_map<void*, _AllocationMetadata> allocation_metadata_;
bool initialized_ = false;
};
} // namespace CUDAPluggableAllocator
} // namespace cuda
} // namespace torch