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
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
|
// Copyright (c) 2020-2022, ARM Limited.
//
// Licensed 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.
#ifndef OPS_OP_FACTORY_H
#define OPS_OP_FACTORY_H
#include "attribute.h"
#include "graph_node.h"
#include "template_types.h"
#include "tosa_serialization_handler.h"
#define DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, RANK, DTYPE) \
case RANK: \
return new OP<RANK, DType_##DTYPE>(sgt, attribute, id);
#define DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, RANK, DTYPE1, DTYPE2) \
case RANK: \
return new OP<RANK, DType_##DTYPE1, DType_##DTYPE2>(sgt, attribute, id);
#define DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, RANK1, RANK2, DTYPE) \
case RANK2: \
return new OP<RANK1, RANK2, DType_##DTYPE>(sgt, attribute, id);
#define DEF_FACTORY_TWO_RANK_TWO_TYPE(OP, RANK1, RANK2, DTYPE1, DTYPE2) \
case RANK2: \
return new OP<RANK1, RANK2, DType_##DTYPE1, DType_##DTYPE2>(sgt, attribute, id);
#define DEF_FACTORY_ONE_RANK_0_6(OP) \
switch (inputRank) \
{ \
case 0: \
return new OP<0>(sgt, attribute, id); \
case 1: \
return new OP<1>(sgt, attribute, id); \
case 2: \
return new OP<2>(sgt, attribute, id); \
case 3: \
return new OP<3>(sgt, attribute, id); \
case 4: \
return new OP<4>(sgt, attribute, id); \
case 5: \
return new OP<5>(sgt, attribute, id); \
case 6: \
return new OP<6>(sgt, attribute, id); \
}
#define DEF_FACTORY_ONE_TYPE(OP, DTYPE) \
if (inputDType == DType_##DTYPE) \
{ \
return new OP<DType_##DTYPE>(sgt, attribute, id); \
}
#define DEF_FACTORY_ONE_TYPE_ONE_ACCUM(OP, ATTR_NAME, DTYPE, ACCUM_DTYPE) \
if (inputDType == DType_##DTYPE && ACCUM_FROM_ATTRIBUTE(ATTR_NAME) == DType_##ACCUM_DTYPE) \
{ \
return new OP<DType_##DTYPE, DType_##ACCUM_DTYPE>(sgt, attribute, id); \
}
#define DEF_FACTORY_TWO_TYPE(OP, DTYPE1, DTYPE2) \
if (inputDType == DType_##DTYPE1 && weightDType == DType_##DTYPE2) \
{ \
return new OP<DType_##DTYPE1, DType_##DTYPE2>(sgt, attribute, id); \
}
#define DEF_FACTORY_TWO_TYPE_ONE_ACCUM(OP, ATTR_NAME, DTYPE1, DTYPE2, ACCUM_DTYPE) \
if (inputDType == DType_##DTYPE1 && weightDType == DType_##DTYPE2 \
&& ACCUM_FROM_ATTRIBUTE(ATTR_NAME) == DType_##ACCUM_DTYPE) \
{ \
return new OP<DType_##DTYPE1, DType_##DTYPE2, DType_##ACCUM_DTYPE>(sgt, attribute, id); \
} \
// Statement-expression to evaluate accumulate attribute in-place
#define ACCUM_FROM_ATTRIBUTE(ATTRIBUTE_NAME) \
({ \
tosa::DType accumDType = tosa::DType_UNKNOWN; \
if (auto p = dynamic_cast<tosa::Tosa##ATTRIBUTE_NAME##Attribute*>(attribute)) \
{ \
auto attr = new tosa::Tosa##ATTRIBUTE_NAME##Attribute(p); \
ASSERT_MEM(attr); \
accumDType = tosa::EnumValuesDType()[attr->accum_dtype()]; \
} \
else \
{ \
FATAL_ERROR("Can't initialize Tosa" #ATTRIBUTE_NAME "Attribute.\nPre-initialization " \
"of this attribute is required in order to determine the accumulate type."); \
} \
accumDType; \
}) \
#define DEF_FACTORY_TWO_TYPE_RESIZE_INT16(OP, DTYPE1, DTYPE2) \
if (inputDType == DType_##DTYPE1 && outputDType == DType_##DTYPE2) \
{ \
return new OP<DType_##DTYPE1, DType_##DTYPE2, int16_t>(sgt, attribute, id); \
}
#define DEF_FACTORY_TWO_TYPE_RESIZE_FP16(OP, DTYPE1, DTYPE2) \
if (inputDType == DType_##DTYPE1 && outputDType == DType_##DTYPE2) \
{ \
return new OP<DType_##DTYPE1, DType_##DTYPE2, half_float::half>(sgt, attribute, id); \
}
#define DEF_FACTORY_TWO_TYPE_RESIZE_BF16(OP, DTYPE1, DTYPE2) \
if (inputDType == DType_##DTYPE1 && outputDType == DType_##DTYPE2) \
{ \
return new OP<DType_##DTYPE1, DType_##DTYPE2, Eigen::bfloat16>(sgt, attribute, id); \
}
#define DEF_FACTORY_TWO_TYPE_RESIZE_FP32(OP, DTYPE1, DTYPE2) \
if (inputDType == DType_##DTYPE1 && outputDType == DType_##DTYPE2) \
{ \
return new OP<DType_##DTYPE1, DType_##DTYPE2, float>(sgt, attribute, id); \
}
#define DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OP, DTYPE) \
if (inputDType == DType_##DTYPE) \
{ \
switch (inputRank) \
{ \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 0, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 1, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 2, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 3, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 4, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 5, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 6, DTYPE) \
} \
}
#define DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OP, DTYPE) \
if (inputDType == DType_##DTYPE) \
{ \
switch (inputRank) \
{ \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 1, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 2, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 3, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 4, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 5, DTYPE) \
DEF_FACTORY_ONE_RANK_ONE_TYPE(OP, 6, DTYPE) \
} \
}
#define DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OP, DTYPE1, DTYPE2) \
if (inputDType == DType_##DTYPE1 && outputDType == DType_##DTYPE2) \
{ \
switch (inputRank) \
{ \
DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, 0, DTYPE1, DTYPE2) \
DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, 1, DTYPE1, DTYPE2) \
DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, 2, DTYPE1, DTYPE2) \
DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, 3, DTYPE1, DTYPE2) \
DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, 4, DTYPE1, DTYPE2) \
DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, 5, DTYPE1, DTYPE2) \
DEF_FACTORY_ONE_RANK_TWO_TYPE(OP, 6, DTYPE1, DTYPE2) \
} \
}
#define DEF_FACTORY_RESHAPE(OP, DTYPE) \
if (inputDType == DType_##DTYPE && outputDType == DType_##DTYPE) \
{ \
switch (inputRank) \
{ \
case 0: \
{ \
switch (outputRank) \
{ \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 0, 0, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 0, 1, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 0, 2, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 0, 3, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 0, 4, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 0, 5, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 0, 6, DTYPE) \
} \
} \
case 1: \
{ \
switch (outputRank) \
{ \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 1, 0, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 1, 1, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 1, 2, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 1, 3, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 1, 4, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 1, 5, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 1, 6, DTYPE) \
} \
} \
case 2: \
{ \
switch (outputRank) \
{ \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 2, 0, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 2, 1, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 2, 2, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 2, 3, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 2, 4, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 2, 5, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 2, 6, DTYPE) \
} \
} \
case 3: \
{ \
switch (outputRank) \
{ \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 3, 0, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 3, 1, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 3, 2, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 3, 3, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 3, 4, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 3, 5, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 3, 6, DTYPE) \
} \
} \
case 4: \
{ \
switch (outputRank) \
{ \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 4, 0, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 4, 1, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 4, 2, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 4, 3, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 4, 4, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 4, 5, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 4, 6, DTYPE) \
} \
} \
case 5: \
{ \
switch (outputRank) \
{ \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 5, 0, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 5, 1, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 5, 2, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 5, 3, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 5, 4, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 5, 5, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 5, 6, DTYPE) \
} \
} \
case 6: \
{ \
switch (outputRank) \
{ \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 6, 0, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 6, 1, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 6, 2, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 6, 3, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 6, 4, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 6, 5, DTYPE) \
DEF_FACTORY_TWO_RANK_ONE_TYPE(OP, 6, 6, DTYPE) \
} \
} \
} \
}
namespace TosaReference
{
class SubgraphTraverser;
class GraphNode;
class OpFactory
{
public:
static GraphNode* newOp(SubgraphTraverser* sgt,
tosa::TosaSerializationHandler* tsh,
tosa::Op opType,
tosa::TosaAttributeBase* attribute,
uint64_t id,
tosa::DType inputDType,
int inputRank,
tosa::DType outputDType,
int outputRank,
tosa::DType weightDType,
int weightRank);
};
}; // namespace TosaReference
#endif
|