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memory_manager.h
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1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
4 * distributed with this work for additional information
5 * regarding copyright ownership. The ASF licenses this file
6 * to you under the Apache License, Version 2.0 (the
7 * "License"); you may not use this file except in compliance
8 * with the License. You may obtain a copy of the License at
9 *
10 * http://www.apache.org/licenses/LICENSE-2.0
11 *
12 * Unless required by applicable law or agreed to in writing,
13 * software distributed under the License is distributed on an
14 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
15 * KIND, either express or implied. See the License for the
16 * specific language governing permissions and limitations
17 * under the License.
18 */
19
24#ifndef TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_
25#define TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_
26
27#include <tvm/runtime/base.h>
28#include <tvm/runtime/tensor.h>
29
30#include <functional>
31#include <memory>
32#include <mutex>
33#include <string>
34#include <unordered_map>
35#include <vector>
36
37namespace tvm {
38namespace runtime {
39namespace memory {
40
45
46struct Buffer {
48 void* data{nullptr};
50 size_t size{0};
55};
56
58 public:
59 explicit Allocator(AllocatorType type) : type_(type) {}
60 virtual ~Allocator() = default;
68 Tensor Empty(ffi::Shape shape, DLDataType dtype, Device dev,
69 ffi::Optional<ffi::String> mem_scope = std::nullopt);
71 inline AllocatorType type() const { return type_; }
79 virtual Buffer Alloc(Device dev, size_t nbytes, size_t alignment, DLDataType type_hint) = 0;
87 virtual Buffer Alloc(Device dev, ffi::Shape shape, DLDataType type_hint,
88 const std::string& mem_scope = "");
89
97 virtual void* CreateView(const Buffer& buffer, ffi::Shape shape, DLDataType type_hint,
98 const std::string& mem_scope = "global") {
99 return buffer.data;
100 }
101
106 virtual void FreeView(Device dev, void* data) {}
107
111 virtual void Free(const Buffer& buffer) = 0;
113 virtual void Clear();
117 virtual size_t UsedMemory() const = 0;
118
119 protected:
121 virtual bool AllowMemoryScope(const std::string& mem_scope) const;
122
123 private:
124 AllocatorType type_;
125};
126
128 public:
145 static void Clear();
146
147 private:
148 MemoryManager() {}
149
150 protected:
151 std::mutex mu_;
152 std::unordered_map<Device, std::unordered_map<AllocatorType, std::unique_ptr<Allocator>>>
154};
155
157class StorageObj : public ffi::Object {
158 public:
163
165 TVM_RUNTIME_DLL Tensor AllocTensor(int64_t offset, ffi::Shape shape, DLDataType dtype);
166
169 ffi::String scope = "global");
170
172 if (allocator) {
174 }
175 }
176
177 static constexpr const bool _type_mutable = true;
179};
180
182class Storage : public ffi::ObjectRef {
183 public:
184 TVM_RUNTIME_DLL explicit Storage(Buffer buffer, Allocator* allocator);
185
187};
188
189} // namespace memory
190
195
196} // namespace runtime
197} // namespace tvm
198
199#endif // TVM_RUNTIME_MEMORY_MEMORY_MANAGER_H_
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 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