24#ifndef TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_
25#define TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_
34#include <unordered_map>
69 ffi::Optional<ffi::String>
mem_scope = std::nullopt);
98 const std::string&
mem_scope =
"global") {
152 std::unordered_map<Device, std::unordered_map<AllocatorType, std::unique_ptr<Allocator>>>
169 ffi::String scope =
"global");
RAII wrapper function to enter and exit a context object similar to python's with syntax.
Definition with_context.h:59
Managed Tensor. The array is backed by reference counted blocks.
Definition tensor.h:49
Definition memory_manager.h:57
virtual void Free(const Buffer &buffer)=0
Free a buffer allocated by the allocator.
virtual Buffer Alloc(Device dev, ffi::Shape shape, DLDataType type_hint, const std::string &mem_scope="")
Allocate a buffer given a shape and type.
virtual ~Allocator()=default
virtual void * CreateView(const Buffer &buffer, ffi::Shape shape, DLDataType type_hint, const std::string &mem_scope="global")
Create a view for the buffer given a shape, type and scope.
Definition memory_manager.h:97
virtual size_t UsedMemory() const =0
The amount of memory currently allocated.
AllocatorType type() const
Return the allocator type.
Definition memory_manager.h:71
virtual bool AllowMemoryScope(const std::string &mem_scope) const
Check if the given memory scope is allowed to allocate by the allocator.
Allocator(AllocatorType type)
Definition memory_manager.h:59
virtual Buffer Alloc(Device dev, size_t nbytes, size_t alignment, DLDataType type_hint)=0
Allocate a buffer given a size, alignment and type.
virtual void Clear()
Clear the allocated memory.
virtual void FreeView(Device dev, void *data)
Release the view .
Definition memory_manager.h:106
Tensor Empty(ffi::Shape shape, DLDataType dtype, Device dev, ffi::Optional< ffi::String > mem_scope=std::nullopt)
Allocate an empty Tensor using from the allocator.
Definition memory_manager.h:127
static void Clear()
Clear the allocators.
static TVM_RUNTIME_DLL MemoryManager * Global()
static TVM_RUNTIME_DLL Allocator * GetOrCreateAllocator(Device dev, AllocatorType type)
Get or create an allocator given the context and allocator type.
std::mutex mu_
Definition memory_manager.h:151
std::unordered_map< Device, std::unordered_map< AllocatorType, std::unique_ptr< Allocator > > > allocators_
Definition memory_manager.h:153
static TVM_RUNTIME_DLL Allocator * GetAllocator(Device dev, AllocatorType type)
Get an allocator given the context.
An object representing a storage allocation.
Definition memory_manager.h:157
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("vm.Storage", StorageObj, ffi::Object)
Buffer buffer
The index into the VM function table.
Definition memory_manager.h:160
Allocator * allocator
The allocator where the storage buffer is allocated from.
Definition memory_manager.h:162
~StorageObj()
Definition memory_manager.h:171
static constexpr const bool _type_mutable
Definition memory_manager.h:177
TVM_RUNTIME_DLL Tensor AllocTensorScoped(int64_t offset, ffi::Shape shape, DLDataType dtype, ffi::String scope="global")
Allocate an Tensor with memory scope from a given piece of storage.
TVM_RUNTIME_DLL Tensor AllocTensor(int64_t offset, ffi::Shape shape, DLDataType dtype)
Allocate an Tensor from a given piece of storage.
reference to storage.
Definition memory_manager.h:182
TVM_RUNTIME_DLL Storage(Buffer buffer, Allocator *allocator)
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(Storage, ffi::ObjectRef, StorageObj)
AllocatorType
Definition memory_manager.h:41
@ kNaive
Definition memory_manager.h:42
@ kPooled
Definition memory_manager.h:43
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition analyzer.h:40
DLDevice Device
Definition device_api.h:44
#define TVM_RUNTIME_DLL
Definition base.h:92
A device-independent managed Tensor abstraction.
Definition memory_manager.h:46
Device device
The context of the allocated buffers.
Definition memory_manager.h:52
AllocatorType alloc_type
The allocator that created this buffer.
Definition memory_manager.h:54
void * data
The pointer to the allocated block of memory.
Definition memory_manager.h:48
size_t size
The size of the block.
Definition memory_manager.h:50