| #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 |