/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you under the Apache License, Version 2.0 (the * "License"); you may not use this file except in compliance * with the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, * software distributed under the License is distributed on an * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY * KIND, either express or implied. See the License for the * specific language governing permissions and limitations * under the License. */ /*! * \file tvm/runtime/memory/memory_manager.h * \brief Abstract device memory management API */ #ifndef TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_ #define TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_ #include #include #include #include #include #include #include #include namespace tvm { namespace runtime { namespace memory { enum AllocatorType { kNaive = 1, kPooled, }; struct Buffer { /*! \brief The pointer to the allocated block of memory. */ void* data{nullptr}; /*! \brief The size of the block. */ size_t size{0}; /*! \brief The context of the allocated buffers. */ Device device; /*! \brief The allocator that created this buffer. */ AllocatorType alloc_type; }; class TVM_RUNTIME_DLL Allocator { public: explicit Allocator(AllocatorType type) : type_(type) {} virtual ~Allocator() = default; /*! \brief Allocate an empty Tensor using from the allocator. * \param shape The shape of the Tensor. * \param dtype The datatype of the Tensor. * \param dev The device where the array is allocated. * \param mem_scope The device memory scope hint. * \return The empty Tensor. */ Tensor Empty(ffi::Shape shape, DLDataType dtype, Device dev, ffi::Optional mem_scope = std::nullopt); /*! \brief Return the allocator type. */ inline AllocatorType type() const { return type_; } /*! \brief Allocate a buffer given a size, alignment and type. * \param dev The device where the array is allocated. * \param nbytes The size of the buffer. * \param alignment The alignment of the buffer. * \param type_hint A type hint to the allocator. * \return A sized allocation in the form of a buffer. */ virtual Buffer Alloc(Device dev, size_t nbytes, size_t alignment, DLDataType type_hint) = 0; /*! \brief Allocate a buffer given a shape and type. * \param dev The device where the array is allocated. * \param shape The shape of the tensor. * \param type_hint A type hint to the allocator. * \param mem_scope A memory scope of the buffer. * \return A sized allocation in the form of a buffer. */ virtual Buffer Alloc(Device dev, ffi::Shape shape, DLDataType type_hint, const std::string& mem_scope = ""); /*! \brief Create a view for the buffer given a shape, type and scope. * \param buffer The existing buffer upon which we need to create a view. * \param shape The shape of the view. * \param type_hint A type hint to the view. * \param mem_scope A memory scope of the view. * \return A device pointer to the created view. */ virtual void* CreateView(const Buffer& buffer, ffi::Shape shape, DLDataType type_hint, const std::string& mem_scope = "global") { return buffer.data; } /*! \brief Release the view . * \param dev is the device where this view is created * \param data The view pointer to be freed. */ virtual void FreeView(Device dev, void* data) {} /*! \brief Free a buffer allocated by the allocator. * \param buffer The buffer to free. */ virtual void Free(const Buffer& buffer) = 0; /*! \brief Clear the allocated memory. */ virtual void Clear(); /*! \brief The amount of memory currently allocated. * \return The amount of memory currently allocated. */ virtual size_t UsedMemory() const = 0; protected: /*! \brief Check if the given memory scope is allowed to allocate by the allocator. */ virtual bool AllowMemoryScope(const std::string& mem_scope) const; private: AllocatorType type_; }; class MemoryManager { public: TVM_RUNTIME_DLL static MemoryManager* Global(); /*! * \brief Get or create an allocator given the context and allocator type. * \param dev The TVM device * \param type The allocator type * \return The memory allocator. */ TVM_RUNTIME_DLL static Allocator* GetOrCreateAllocator(Device dev, AllocatorType type); /*! * \brief Get an allocator given the context. * \param dev The TVM device * \param type The allocator type * \return The memory allocator. */ TVM_RUNTIME_DLL static Allocator* GetAllocator(Device dev, AllocatorType type); /*! \brief Clear the allocators. */ static void Clear(); private: MemoryManager() {} protected: std::mutex mu_; std::unordered_map>> allocators_; }; /*! \brief An object representing a storage allocation. */ class StorageObj : public ffi::Object { public: /*! \brief The index into the VM function table. */ Buffer buffer; /*! \brief The allocator where the storage buffer is allocated from. */ Allocator* allocator = nullptr; /*! \brief Allocate an Tensor from a given piece of storage. */ TVM_RUNTIME_DLL Tensor AllocTensor(int64_t offset, ffi::Shape shape, DLDataType dtype); /*! \brief Allocate an Tensor with memory scope from a given piece of storage. */ TVM_RUNTIME_DLL Tensor AllocTensorScoped(int64_t offset, ffi::Shape shape, DLDataType dtype, ffi::String scope = "global"); ~StorageObj() { if (allocator) { allocator->Free(buffer); } } static constexpr const bool _type_mutable = true; TVM_FFI_DECLARE_OBJECT_INFO_FINAL("vm.Storage", StorageObj, ffi::Object); }; /*! \brief reference to storage. */ class Storage : public ffi::ObjectRef { public: TVM_RUNTIME_DLL explicit Storage(Buffer buffer, Allocator* allocator); TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(Storage, ffi::ObjectRef, StorageObj); }; } // namespace memory using memory::Allocator; using memory::AllocatorType; using memory::MemoryManager; using memory::StorageObj; } // namespace runtime } // namespace tvm #endif // TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_