Expr.hpp
6.8 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
//
// Expr.hpp
// MNN
//
// Created by MNN on 2019/06/10.
// Copyright © 2018, Alibaba Group Holding Limited
//
#ifndef Expr_hpp
#define Expr_hpp
#include <functional>
#include <string>
#include <vector>
#include <map>
#include <memory>
#include <MNN/HalideRuntime.h>
#include <MNN/MNNDefine.h>
namespace MNN {
struct OpT;
struct Op;
struct NetT;
class Tensor;
namespace Express {
class Variable;
class Expr;
class Executor;
typedef std::shared_ptr<Expr> EXPRP;
typedef std::weak_ptr<Expr> WeakEXPRP;
typedef std::vector<int> INTS;
enum Dimensionformat { NHWC, NC4HW4, NCHW };
class MNN_PUBLIC VARP {
public:
VARP() {
// Do nothing
}
VARP(std::shared_ptr<Variable> c) {
mContent = std::move(c);
}
VARP(Variable* c) {
mContent.reset(c);
}
Variable* get() const {
return mContent.get();
}
~ VARP() {
// Do nothing
}
VARP(const VARP& var) {
mContent = var.mContent;
}
VARP(VARP&& var) {
mContent = std::move(var.mContent);
}
VARP operator+(VARP var) const;
VARP operator-(VARP var) const;
VARP operator*(VARP var) const;
VARP operator/(VARP var) const;
VARP mean(INTS dims) const;
VARP sum(INTS dims) const;
bool operator==(const VARP& var) const {
return var.mContent == mContent;
}
bool operator<(const VARP& var) const {
return mContent < var.mContent;
}
bool operator<=(const VARP& var) const {
return mContent <= var.mContent;
}
VARP& operator=(const VARP& var) {
mContent = var.mContent;
return *this;
}
VARP& operator=(Variable* var) {
mContent.reset(var);
return *this;
}
Variable* operator->() const {
return mContent.get();
}
enum InputType {
INPUT = 0,
CONSTANT = 1,
TRAINABLE = 2,
};
bool fix(InputType type) const;
private:
friend class Variable;
std::shared_ptr<Variable> mContent;
};
inline bool operator==(Variable* src, VARP dst) {
return src == dst.get();
}
inline bool operator!=(Variable* src, VARP dst) {
return src != dst.get();
}
// inline bool operator<(VARP src, VARP dst) {
// return src.get() < dst.get();
// }
typedef std::vector<VARP> VARPS;
class MNN_PUBLIC Variable {
public:
struct Info {
Dimensionformat order = NHWC;
INTS dim;
halide_type_t type;
int size;
void syncSize();
};
const std::string& name() const;
void setName(const std::string& name);
std::pair<EXPRP, int> expr() const {
return std::make_pair(mFrom, mFromIndex);
}
// If compute info error, return nullptr
const Info* getInfo();
bool resize(INTS dims);
template <typename T>
const T* readMap() {
return (const T*)readInternal();
}
template <typename T>
T* writeMap() {
return (T*)writeInternal();
}
//Depecerate
void unMap();
bool input(VARP src);
static void replace(VARP dst, VARP src);
static VARP create(EXPRP expr, int index = 0);
static std::vector<VARP> load(const char* fileName);
static std::map<std::string, VARP> loadMap(const char* fileName);
static std::vector<VARP> load(const uint8_t* buffer, size_t length);
static std::map<std::string, VARP> loadMap(const uint8_t* buffer, size_t length);
static std::pair<std::map<std::string, VARP>, std::map<std::string, VARP>> getInputAndOutput(const std::map<std::string, VARP>& allVariable);
static std::vector<VARP> mapToSequence(const std::map<std::string, VARP>& source);
static std::vector<EXPRP> getExecuteOrder(const std::vector<VARP>& output);
static void save(const std::vector<VARP>& vars, const char* fileName);
static void save(const std::vector<VARP>& vars, NetT* dest);
// Pack a few Variable to compute in one pipeline
static void prepareCompute(const std::vector<VARP>& vars, bool forceCPU = false);
static void compute(const std::vector<VARP>& vars, bool forceCPU = false);
size_t linkNumber() const;
const std::vector<WeakEXPRP>& toExprs() const;
void setExpr(EXPRP expr, int index) {
mFrom = expr;
mFromIndex = index;
}
private:
Variable(EXPRP expr, int index) {
mFrom = expr;
mFromIndex = index;
}
void* readInternal(bool forShape = false);
void* writeInternal(bool inform=true);
void informDirty();
friend class Expr;
EXPRP mFrom;
int mFromIndex;
};
struct BufferStorage;
class MNN_PUBLIC Expr {
public:
struct Inside;
enum MemoryType {
COPY,
MOVE,
REF
};
static EXPRP create(Tensor* tensor, bool own = false);
static EXPRP create(Variable::Info&& info, const void* ptr, VARP::InputType type, MemoryType copy = COPY);
static EXPRP create(const OpT* op, std::vector<VARP> inputs, int outputSize = 1);
static EXPRP create(std::shared_ptr<BufferStorage> extra, std::vector<VARP>&& inputs, int outputSize = 1);
static EXPRP create(std::unique_ptr<OpT>&& op, std::vector<VARP> inputs, int outputSize = 1) {
return create(op.get(), inputs, outputSize);
}
void setName(const std::string& name);
const Op* get() const {
return mOp;
}
const std::vector<VARP>& inputs() const {
return mInputs;
}
int outputSize() const {
return (int)mOutputNames.size();
}
static void replace(EXPRP oldExpr, EXPRP newExpr);
bool requireInfo();
void visitOutputs(const std::function<bool(EXPRP, int)>& visit);
static void visit(EXPRP expr, const std::function<bool(EXPRP)>& before, const std::function<bool(EXPRP)>& after);
const std::vector<WeakEXPRP>& outputs() const {
return mTo;
}
~Expr();
bool visited() const {
return mVisited;
}
void setVisited(bool visited) {
mVisited = visited;
}
const std::string& name() const {
return mName;
}
const std::string& outputName(int index) {
return mOutputNames[index];
}
VARP::InputType inputType() const {return mType;}
Variable::Info* outputInfo(int index) const;
std::shared_ptr<BufferStorage> extra() const {
return mStorage;
}
bool setInfoDirty();
std::shared_ptr<Inside> inside() const {
return mInside;
}
bool valid() const {
return mValid;
}
private:
static void _addLinkForInputs(EXPRP expr);
Expr(int outputSize);
Expr(Tensor* tensor, bool own = false);
friend class Variable;
friend class VARP;
VARP::InputType mType;
const Op* mOp;
std::vector<VARP> mInputs;
std::vector<std::string> mOutputNames;
bool mValid = true;
std::shared_ptr<BufferStorage> mStorage;
std::string mName;
std::shared_ptr<Inside> mInside = nullptr;
bool mVisited = false;
std::vector<WeakEXPRP> mTo;
};
} // namespace Express
} // namespace MNN
#endif /* Expr_hpp */