aboutsummaryrefslogtreecommitdiff
path: root/src/mlia/backend/armnn_tflite_delegate/compat.py
blob: e2650be694a7e019f034fe3061e59c618757d1c5 (plain)
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
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
# SPDX-FileCopyrightText: Copyright 2022-2023, Arm Limited and/or its affiliates.
# SPDX-License-Identifier: Apache-2.0
"""Collection of Cortex-A operator compatibility information."""
from __future__ import annotations

ARMNN_TFLITE_DELEGATE: dict = {
    "backend": "Arm NN TensorFlow Lite delegate",
    "ops": {
        "22.08": {
            "builtin_ops": {
                "ABS": {},
                "ADD": {},
                "ARG_MAX": {},
                "ARG_MIN": {},
                "AVERAGE_POOL_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "BATCH_TO_SPACE_ND": {},
                "CAST": {},
                "CONCATENATION": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "CONV_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "CONV_3D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "DEPTH_TO_SPACE": {},
                "DEPTHWISE_CONV_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "DEQUANTIZE": {},
                "DIV": {},
                "ELU": {},
                "EQUAL": {},
                "EXP": {},
                "EXPAND_DIMS": {},
                "FILL": {},
                "FLOOR": {},
                "FLOOR_DIV": {},
                "FULLY_CONNECTED": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "GATHER": {},
                "GATHER_ND": {},
                "GREATER": {},
                "GREATER_EQUAL": {},
                "HARD_SWISH": {},
                "L2_NORMALIZATION": {},
                "L2_POOL_2D": {},
                "LESS": {},
                "LESS_EQUAL": {},
                "LOCAL_RESPONSE_NORMALIZATION": {},
                "LOG": {},
                "LOGICAL_AND": {},
                "LOGICAL_NOT": {},
                "LOGICAL_OR": {},
                "LOGISTIC": {},
                "LOG_SOFTMAX": {},
                "LSTM": {},
                "MAX_POOL_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "MAXIMUM": {},
                "MEAN": {},
                "MINIMUM": {},
                "MIRROR_PAD": {},
                "MUL": {},
                "NEG": {},
                "NOT_EQUAL": {},
                "PACK": {},
                "PAD": {},
                "PADV2": {},
                "PRELU": {},
                "QUANTIZE": {},
                "RANK": {},
                "REDUCE_MAX": {},
                "REDUCE_MIN": {},
                "REDUCE_PROD": {},
                "RELU": {},
                "RELU_N1_TO_1": {},
                "RELU6": {},
                "RESHAPE": {},
                "RESIZE_BILINEAR": {},
                "RESIZE_NEAREST_NEIGHBOR": {},
                "RSQRT": {},
                "SHAPE": {},
                "SIN": {},
                "SOFTMAX": {},
                "SPACE_TO_BATCH_ND": {},
                "SPACE_TO_DEPTH": {},
                "SPLIT": {},
                "SPLIT_V": {},
                "SQRT": {},
                "SQUEEZE": {},
                "STRIDED_SLICE": {},
                "SUB": {},
                "SUM": {},
                "TANH": {},
                "TRANSPOSE": {},
                "TRANSPOSE_CONV": {},
                "UNIDIRECTIONAL_SEQUENCE_LSTM": {},
                "UNPACK": {},
            },
            # CUSTOM OPERATORS
            "custom_ops": {
                "AveragePool3D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "SIGN_BIT",
                        "TANH",
                        "NONE",
                    ]
                },
                "MaxPool3D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "SIGN_BIT",
                        "TANH",
                        "NONE",
                    ]
                },
            },
        },
        "22.11": {
            "builtin_ops": {
                "ABS": {},
                "ADD": {},
                "ARG_MAX": {},
                "ARG_MIN": {},
                "AVERAGE_POOL_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "BATCH_MATMUL": {},
                "BATCH_TO_SPACE_ND": {},
                "CAST": {},
                "CONCATENATION": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "CONV_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "CONV_3D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "DEPTH_TO_SPACE": {},
                "DEPTHWISE_CONV_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "DEQUANTIZE": {},
                "DIV": {},
                "ELU": {},
                "EQUAL": {},
                "EXP": {},
                "EXPAND_DIMS": {},
                "FILL": {},
                "FLOOR": {},
                "FLOOR_DIV": {},
                "FULLY_CONNECTED": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "GATHER": {},
                "GATHER_ND": {},
                "GREATER": {},
                "GREATER_EQUAL": {},
                "HARD_SWISH": {},
                "L2_NORMALIZATION": {},
                "L2_POOL_2D": {},
                "LESS": {},
                "LESS_EQUAL": {},
                "LOCAL_RESPONSE_NORMALIZATION": {},
                "LOG": {},
                "LOGICAL_AND": {},
                "LOGICAL_NOT": {},
                "LOGICAL_OR": {},
                "LOGISTIC": {},
                "LOG_SOFTMAX": {},
                "LSTM": {},
                "MAX_POOL_2D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "TANH",
                        "NONE",
                    ]
                },
                "MAXIMUM": {},
                "MEAN": {},
                "MINIMUM": {},
                "MIRROR_PAD": {},
                "MUL": {},
                "NEG": {},
                "NOT_EQUAL": {},
                "PACK": {},
                "PAD": {},
                "PADV2": {},
                "PRELU": {},
                "QUANTIZE": {},
                "RANK": {},
                "REDUCE_MAX": {},
                "REDUCE_MIN": {},
                "REDUCE_PROD": {},
                "RELU": {},
                "RELU_N1_TO_1": {},
                "RELU6": {},
                "RESHAPE": {},
                "RESIZE_BILINEAR": {},
                "RESIZE_NEAREST_NEIGHBOR": {},
                "RSQRT": {},
                "SHAPE": {},
                "SIN": {},
                "SOFTMAX": {},
                "SPACE_TO_BATCH_ND": {},
                "SPACE_TO_DEPTH": {},
                "SPLIT": {},
                "SPLIT_V": {},
                "SQRT": {},
                "SQUEEZE": {},
                "STRIDED_SLICE": {},
                "SUB": {},
                "SUM": {},
                "TANH": {},
                "TRANSPOSE": {},
                "TRANSPOSE_CONV": {},
                "UNIDIRECTIONAL_SEQUENCE_LSTM": {},
                "UNPACK": {},
            },
            # CUSTOM OPERATORS
            "custom_ops": {
                "AveragePool3D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "SIGN_BIT",
                        "TANH",
                        "NONE",
                    ]
                },
                "MaxPool3D": {
                    "supported_fused_activation": [
                        "RELU",
                        "RELU6",
                        "RELU_N1_TO_1",
                        "SIGMOID",
                        "SIGN_BIT",
                        "TANH",
                        "NONE",
                    ]
                },
            },
        },
    },
}