xref: /aosp_15_r20/external/armnn/delegate/test/BatchSpaceTest.cpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1 //
2 // Copyright © 2021, 2023 Arm Ltd and Contributors. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #include "BatchSpaceTestHelper.hpp"
7 
8 #include <armnn_delegate.hpp>
9 
10 #include <flatbuffers/flatbuffers.h>
11 #include <schema_generated.h>
12 
13 #include <doctest/doctest.h>
14 
15 namespace armnnDelegate
16 {
17 
18 // BatchToSpaceND Operator
BatchToSpaceNDFp32Test(std::vector<armnn::BackendId> & backends)19 void BatchToSpaceNDFp32Test(std::vector<armnn::BackendId>& backends)
20 {
21     std::vector<int32_t> inputShape { 4, 1, 1, 1 };
22     std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 };
23 
24     std::vector<float> inputValues { 1.0f, 2.0f, 3.0f, 4.0f };
25     std::vector<float> expectedOutputValues { 1.0f, 2.0f, 3.0f, 4.0f };
26 
27     std::vector<unsigned int> blockShape({2, 2});
28     std::vector<std::pair<unsigned int, unsigned int>> crops = {{0, 0}, {0, 0}};
29 
30     BatchSpaceTest<float>(tflite::BuiltinOperator_BATCH_TO_SPACE_ND,
31                           ::tflite::TensorType_FLOAT32,
32                           backends,
33                           inputShape,
34                           expectedOutputShape,
35                           inputValues,
36                           blockShape,
37                           crops,
38                           expectedOutputValues);
39 }
40 
BatchToSpaceNDFp32BatchOneTest(std::vector<armnn::BackendId> & backends)41 void BatchToSpaceNDFp32BatchOneTest(std::vector<armnn::BackendId>& backends)
42 {
43     std::vector<int32_t> inputShape { 1, 2, 2, 1 };
44     std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 };
45 
46     std::vector<float> inputValues { 1.0f, 2.0f, 3.0f, 4.0f };
47     std::vector<float> expectedOutputValues { 1.0f, 2.0f, 3.0f, 4.0f };
48 
49     std::vector<unsigned int> blockShape({1, 1});
50     std::vector<std::pair<unsigned int, unsigned int>> crops = {{0, 0}, {0, 0}};
51 
52     BatchSpaceTest<float>(tflite::BuiltinOperator_BATCH_TO_SPACE_ND,
53                           ::tflite::TensorType_FLOAT32,
54                           backends,
55                           inputShape,
56                           expectedOutputShape,
57                           inputValues,
58                           blockShape,
59                           crops,
60                           expectedOutputValues);
61 }
62 
BatchToSpaceNDUint8Test(std::vector<armnn::BackendId> & backends)63 void BatchToSpaceNDUint8Test(std::vector<armnn::BackendId>& backends)
64 {
65     std::vector<int32_t> inputShape { 4, 1, 1, 3 };
66     std::vector<int32_t> expectedOutputShape { 1, 2, 2, 3 };
67 
68     std::vector<uint8_t> inputValues { 1, 2, 3, 4, 5, 6, 7 };
69     std::vector<uint8_t> expectedOutputValues { 1, 2, 3, 4, 5, 6, 7 };
70 
71     std::vector<unsigned int> blockShape({2, 2});
72     std::vector<std::pair<unsigned int, unsigned int>> crops = {{0, 0}, {0, 0}};
73 
74     BatchSpaceTest<uint8_t>(tflite::BuiltinOperator_BATCH_TO_SPACE_ND,
75                           ::tflite::TensorType_UINT8,
76                           backends,
77                           inputShape,
78                           expectedOutputShape,
79                           inputValues,
80                           blockShape,
81                           crops,
82                           expectedOutputValues);
83 }
84 
85 // SpaceToBatchND Operator
SpaceToBatchNDFp32Test(std::vector<armnn::BackendId> & backends)86 void SpaceToBatchNDFp32Test(std::vector<armnn::BackendId>& backends)
87 {
88     std::vector<int32_t> inputShape { 1, 2, 2, 1 };
89     std::vector<int32_t> expectedOutputShape { 4, 1, 1, 1 };
90 
91     std::vector<float> inputValues { 1.0f, 2.0f, 3.0f, 4.0f };
92     std::vector<float> expectedOutputValues { 1.0f, 2.0f, 3.0f, 4.0f };
93 
94     std::vector<unsigned int> blockShape({2, 2});
95     std::vector<std::pair<unsigned int, unsigned int>> padding = {{0, 0}, {0, 0}};
96 
97     BatchSpaceTest<float>(tflite::BuiltinOperator_SPACE_TO_BATCH_ND,
98                           ::tflite::TensorType_FLOAT32,
99                           backends,
100                           inputShape,
101                           expectedOutputShape,
102                           inputValues,
103                           blockShape,
104                           padding,
105                           expectedOutputValues);
106 }
107 
SpaceToBatchNDFp32PaddingTest(std::vector<armnn::BackendId> & backends)108 void SpaceToBatchNDFp32PaddingTest(std::vector<armnn::BackendId>& backends)
109 {
110     std::vector<int32_t> inputShape { 2, 2, 4, 1 };
111     std::vector<int32_t> expectedOutputShape { 8, 1, 3, 1 };
112 
113     std::vector<float> inputValues { 1.0f,  2.0f,  3.0f,  4.0f,
114                                      5.0f,  6.0f,  7.0f,  8.0f,
115                                      9.0f,  10.0f, 11.0f, 12.0f,
116                                      13.0f, 14.0f, 15.0f, 16.0f };
117 
118     std::vector<float> expectedOutputValues { 0.0f, 1.0f, 3.0f,  0.0f, 9.0f, 11.0f,
119                                               0.0f, 2.0f, 4.0f,  0.0f, 10.0f, 12.0f,
120                                               0.0f, 5.0f, 7.0f,  0.0f, 13.0f, 15.0f,
121                                               0.0f, 6.0f, 8.0f,  0.0f, 14.0f, 16.0f };
122 
123     std::vector<unsigned int> blockShape({2, 2});
124     std::vector<std::pair<unsigned int, unsigned int>> padding = {{0, 0}, {2, 0}};
125 
126     BatchSpaceTest<float>(tflite::BuiltinOperator_SPACE_TO_BATCH_ND,
127                           ::tflite::TensorType_FLOAT32,
128                           backends,
129                           inputShape,
130                           expectedOutputShape,
131                           inputValues,
132                           blockShape,
133                           padding,
134                           expectedOutputValues);
135 }
136 
SpaceToBatchNDUint8Test(std::vector<armnn::BackendId> & backends)137 void SpaceToBatchNDUint8Test(std::vector<armnn::BackendId>& backends)
138 {
139     std::vector<int32_t> inputShape { 1, 2, 2, 3 };
140     std::vector<int32_t> expectedOutputShape { 4, 1, 1, 3 };
141 
142     std::vector<uint8_t> inputValues { 1, 2, 3, 4, 5, 6, 7 };
143     std::vector<uint8_t> expectedOutputValues { 1, 2, 3, 4, 5, 6, 7 };
144 
145     std::vector<unsigned int> blockShape({2, 2});
146     std::vector<std::pair<unsigned int, unsigned int>> padding = {{0, 0}, {0, 0}};
147 
148     BatchSpaceTest<uint8_t>(tflite::BuiltinOperator_SPACE_TO_BATCH_ND,
149                             ::tflite::TensorType_UINT8,
150                             backends,
151                             inputShape,
152                             expectedOutputShape,
153                             inputValues,
154                             blockShape,
155                             padding,
156                             expectedOutputValues);
157 }
158 
159 // BatchToSpaceND Tests
160 TEST_SUITE("BatchToSpaceND_CpuAccTests")
161 {
162 
163 TEST_CASE ("BatchToSpaceND_Fp32_CpuAcc_Test")
164 {
165     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc};
166     BatchToSpaceNDFp32Test(backends);
167 }
168 
169 TEST_CASE ("BatchToSpaceND_Fp32_BatchOne_CpuAcc_Test")
170 {
171     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc};
172     BatchToSpaceNDFp32BatchOneTest(backends);
173 }
174 
175 TEST_CASE ("BatchToSpaceND_Uint8_CpuAcc_Test")
176 {
177     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc};
178     BatchToSpaceNDUint8Test(backends);
179 }
180 
181 }
182 
183 TEST_SUITE("BatchToSpaceND_GpuAccTests")
184 {
185 
186 TEST_CASE ("BatchToSpaceND_Fp32_GpuAcc_Test")
187 {
188     std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc};
189     BatchToSpaceNDFp32Test(backends);
190 }
191 
192 TEST_CASE ("BatchToSpaceND_Fp32_BatchOne_GpuAcc_Test")
193 {
194     std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc};
195     BatchToSpaceNDFp32BatchOneTest(backends);
196 }
197 
198 TEST_CASE ("BatchToSpaceND_Uint8_GpuAcc_Test")
199 {
200     std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc};
201     BatchToSpaceNDUint8Test(backends);
202 }
203 
204 }
205 
206 TEST_SUITE("BatchToSpaceND_CpuRefTests")
207 {
208 
209 TEST_CASE ("BatchToSpaceND_Fp32_CpuRef_Test")
210 {
211     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef};
212     BatchToSpaceNDFp32Test(backends);
213 }
214 
215 TEST_CASE ("BatchToSpaceND_Fp32_BatchOne_CpuRef_Test")
216 {
217     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef};
218     BatchToSpaceNDFp32BatchOneTest(backends);
219 }
220 
221 TEST_CASE ("BatchToSpaceND_Uint8_CpuRef_Test")
222 {
223     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef};
224     BatchToSpaceNDUint8Test(backends);
225 }
226 
227 }
228 
229 // SpaceToBatchND Tests
230 TEST_SUITE("SpaceToBatchND_CpuAccTests")
231 {
232 
233 TEST_CASE ("SpaceToBatchND_Fp32_CpuAcc_Test")
234 {
235     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc};
236     SpaceToBatchNDFp32Test(backends);
237 }
238 
239 TEST_CASE ("SpaceToBatchND_Fp32_Padding_CpuAcc_Test")
240 {
241     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc};
242     SpaceToBatchNDFp32PaddingTest(backends);
243 }
244 
245 TEST_CASE ("SpaceToBatchND_Uint8_CpuAcc_Test")
246 {
247     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc};
248     SpaceToBatchNDUint8Test(backends);
249 }
250 
251 }
252 
253 TEST_SUITE("SpaceToBatchND_GpuAccTests")
254 {
255 
256 TEST_CASE ("SpaceToBatchND_Fp32_GpuAcc_Test")
257 {
258     std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc};
259     SpaceToBatchNDFp32Test(backends);
260 }
261 
262 TEST_CASE ("SpaceToBatchND_Fp32_Padding_GpuAcc_Test")
263 {
264     std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc};
265     SpaceToBatchNDFp32PaddingTest(backends);
266 }
267 
268 TEST_CASE ("SpaceToBatchND_Uint8_GpuAcc_Test")
269 {
270     std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc};
271     SpaceToBatchNDUint8Test(backends);
272 }
273 
274 }
275 
276 TEST_SUITE("SpaceToBatchND_CpuRefTests")
277 {
278 
279 TEST_CASE ("SpaceToBatchND_Fp32_CpuRef_Test")
280 {
281     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef};
282     SpaceToBatchNDFp32Test(backends);
283 }
284 
285 TEST_CASE ("SpaceToBatchND_Fp32_Padding_CpuRef_Test")
286 {
287     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef};
288     SpaceToBatchNDFp32PaddingTest(backends);
289 }
290 
291 TEST_CASE ("SpaceToBatchND_Uint8_CpuRef_Test")
292 {
293     std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef};
294     SpaceToBatchNDUint8Test(backends);
295 }
296 
297 }
298 
299 } // namespace armnnDelegate