ArmNN
 21.02
Functions
InstanceNormalizationEndToEndTestImpl.cpp File Reference
#include "InstanceNormalizationEndToEndTestImpl.hpp"
#include "EndToEndTestImpl.hpp"
#include "ResolveType.hpp"
#include <armnnUtils/Permute.hpp>
#include <armnnUtils/DataLayoutIndexed.hpp>
#include <armnn/INetwork.hpp>
#include <backendsCommon/test/DataLayoutUtils.hpp>
#include <test/TestUtils.hpp>
#include <boost/test/unit_test.hpp>

Go to the source code of this file.

Functions

void InstanceNormalizationNhwcEndToEndTest1 (const std::vector< armnn::BackendId > &defaultBackends)
 
void InstanceNormalizationNchwEndToEndTest1 (const std::vector< armnn::BackendId > &defaultBackends)
 
void InstanceNormalizationNhwcEndToEndTest2 (const std::vector< armnn::BackendId > &defaultBackends)
 
void InstanceNormalizationNchwEndToEndTest2 (const std::vector< armnn::BackendId > &defaultBackends)
 

Function Documentation

◆ InstanceNormalizationNchwEndToEndTest1()

void InstanceNormalizationNchwEndToEndTest1 ( const std::vector< armnn::BackendId > &  defaultBackends)

Definition at line 168 of file InstanceNormalizationEndToEndTestImpl.cpp.

References armnn::Float32, and armnn::NCHW.

Referenced by BOOST_AUTO_TEST_CASE().

169 {
170  using namespace armnn;
171 
172  const float eps = 0.0001f;
173  const float beta = 0.0f;
174  const float gamma = 1.0f;
175 
176  TensorShape inputShape{2, 2, 2, 2};
177  TensorInfo inputTensorInfo(inputShape, DataType::Float32);
178 
179  TensorShape outputShape{2, 2, 2, 2};
180  TensorInfo outputTensorInfo(outputShape, DataType::Float32);
181 
182  std::vector<float> inputData = std::vector<float>(
183  {
184  // Batch 0, Height 0, Width 0 x Channel (2)
185  0.f, 1.f,
186  // Batch 0, Height 0, Width 1 x Channel (2)
187  0.f, 2.f,
188 
189  // Batch 0, Height 1, Width 0 x Channel (2)
190  0.f, 2.f,
191  // Batch 0, Height 1, Width 1 x Channel (2)
192  0.f, 4.f,
193 
194  // Batch 1, Height 0, Width 0 x Channel (2)
195  1.f, -1.f,
196  // Batch 1, Height 0, Width 1 x Channel (2)
197  -1.f, 2.f,
198 
199  // Batch 1, Height 1, Width 0 x Channel (2)
200  -1.f, -2.f,
201  // Batch 1, Height 1, Width 1 x Channel (2)
202  1.f, 4.f
203  });
204 
205  std::vector<float> expectedOutputData = std::vector<float>(
206  {
207  // Batch 0, Height 0, Width 0 x Channel (2)
208  0.f, -1.1470304f,
209  // Batch 0, Height 0, Width 1 x Channel (2)
210  0.f, -0.22940612f,
211  // Batch 0, Height 1, Width 0 x Channel (2)
212  0.f, -0.22940612f,
213  // Batch 0, Height 1, Width 1 x Channel (2)
214  0.f, 1.6058424f,
215 
216  // Batch 1, Height 0, Width 0 x Channel (2)
217  0.99995005f, -0.7337929f,
218  // Batch 1, Height 0, Width 1 x Channel (2)
219  -0.99995005f, 0.52413774f,
220 
221  // Batch 1, Height 1, Width 0 x Channel (2)
222  -0.99995005f, -1.1531031f,
223  // Batch 1, Height 1, Width 1 x Channel (2)
224  0.99995005f, 1.3627582f
225  });
226 
227 
228  InstanceNormalizationEndToEnd(defaultBackends,
229  DataLayout::NCHW,
230  inputTensorInfo,
231  outputTensorInfo,
232  inputData,
233  expectedOutputData,
234  gamma,
235  beta,
236  eps);
237 }
armnn
Copyright (c) 2021 ARM Limited and Contributors.
Definition: 01_00_software_tools.dox:6
defaultBackends
std::vector< armnn::BackendId > defaultBackends
Definition: ClEndToEndTests.cpp:28

◆ InstanceNormalizationNchwEndToEndTest2()

void InstanceNormalizationNchwEndToEndTest2 ( const std::vector< armnn::BackendId > &  defaultBackends)

Definition at line 310 of file InstanceNormalizationEndToEndTestImpl.cpp.

References armnn::Float32, and armnn::NCHW.

Referenced by BOOST_AUTO_TEST_CASE().

311 {
312  using namespace armnn;
313 
314  const float eps = 0.0001f;
315  const float beta = 10.0f;
316  const float gamma = 2.0f;
317 
318  TensorShape inputShape{2, 2, 2, 2};
319  TensorShape outputShape{2, 2, 2, 2};
320 
321  TensorInfo outputTensorInfo(outputShape, DataType::Float32);
322  TensorInfo inputTensorInfo(inputShape, DataType::Float32);
323 
324  std::vector<float> inputData = std::vector<float>(
325  {
326  // Batch 0, Height 0, Width 0 x Channel (2)
327  0.f, 1.f,
328  // Batch 0, Height 0, Width 1 x Channel (2)
329  0.f, 2.f,
330 
331  // Batch 0, Height 1, Width 0 x Channel (2)
332  0.f, 2.f,
333  // Batch 0, Height 1, Width 1 x Channel (2)
334  0.f, 4.f,
335 
336  // Batch 1, Height 0, Width 0 x Channel (2)
337  1.f, -1.f,
338  // Batch 1, Height 0, Width 1 x Channel (2)
339  -1.f, 2.f,
340 
341  // Batch 1, Height 1, Width 0 x Channel (2)
342  -1.f, -2.f,
343  // Batch 1, Height 1, Width 1 x Channel (2)
344  1.f, 4.f
345  });
346 
347  std::vector<float> expectedOutputData = std::vector<float>(
348  {
349  // Batch 0, Height 0, Width 0 x Channel (2)
350  10.f, 7.7059393f,
351  // Batch 0, Height 0, Width 1 x Channel (2)
352  10.f, 9.541187f,
353 
354  // Batch 0, Height 1, Width 0 x Channel (2)
355  10.f, 9.541187f,
356  // Batch 0, Height 1, Width 1 x Channel (2)
357  10.f, 13.211685f,
358 
359  // Batch 1, Height 0, Width 0 x Channel (2)
360  11.9999f, 8.532414f,
361  // Batch 1, Height 0, Width 1 x Channel (2)
362  8.0001f, 11.048275f,
363 
364  // Batch 1, Height 1, Width 0 x Channel (2)
365  8.0001f, 7.693794f,
366  // Batch 1, Height 1, Width 1 x Channel (2)
367  11.9999f, 12.725516f
368  });
369 
370  InstanceNormalizationEndToEnd(defaultBackends,
371  DataLayout::NCHW,
372  inputTensorInfo,
373  outputTensorInfo,
374  inputData,
375  expectedOutputData,
376  gamma,
377  beta,
378  eps);
379 }
armnn
Copyright (c) 2021 ARM Limited and Contributors.
Definition: 01_00_software_tools.dox:6
defaultBackends
std::vector< armnn::BackendId > defaultBackends
Definition: ClEndToEndTests.cpp:28

◆ InstanceNormalizationNhwcEndToEndTest1()

void InstanceNormalizationNhwcEndToEndTest1 ( const std::vector< armnn::BackendId > &  defaultBackends)

Definition at line 98 of file InstanceNormalizationEndToEndTestImpl.cpp.

References armnn::Float32, and armnn::NHWC.

Referenced by BOOST_AUTO_TEST_CASE().

99 {
100  using namespace armnn;
101 
102  const float eps = 0.0001f;
103  const float beta = 0.0f;
104  const float gamma = 1.0f;
105 
106  TensorShape inputShape{2, 2, 2, 2};
107  TensorInfo inputTensorInfo(inputShape, DataType::Float32);
108 
109  TensorShape outputShape{2, 2, 2, 2};
110  TensorInfo outputTensorInfo(outputShape, DataType::Float32);
111 
112  std::vector<float> inputData = std::vector<float>(
113  {
114  // Batch 0, Height 0, Width 0 x Channel (2)
115  0.f, 1.f,
116  // Batch 0, Height 0, Width 1 x Channel (2)
117  0.f, 2.f,
118 
119  // Batch 0, Height 1, Width 0 x Channel (2)
120  0.f, 2.f,
121  // Batch 0, Height 1, Width 1 x Channel (2)
122  0.f, 4.f,
123 
124  // Batch 1, Height 0, Width 0 x Channel (2)
125  1.f, -1.f,
126  // Batch 1, Height 0, Width 1 x Channel (2)
127  -1.f, 2.f,
128 
129  // Batch 1, Height 1, Width 0 x Channel (2)
130  -1.f, -2.f,
131  // Batch 1, Height 1, Width 1 x Channel (2)
132  1.f, 4.f
133  });
134 
135  std::vector<float> expectedOutputData = std::vector<float>(
136  {
137  // Batch 0, Height 0, Width 0 x Channel (2)
138  0.f, -1.1470304f,
139  // Batch 0, Height 0, Width 1 x Channel (2)
140  0.f, -0.22940612f,
141  // Batch 0, Height 1, Width 0 x Channel (2)
142  0.f, -0.22940612f,
143  // Batch 0, Height 1, Width 1 x Channel (2)
144  0.f, 1.6058424f,
145 
146  // Batch 1, Height 0, Width 0 x Channel (2)
147  0.99995005f, -0.7337929f,
148  // Batch 1, Height 0, Width 1 x Channel (2)
149  -0.99995005f, 0.52413774f,
150 
151  // Batch 1, Height 1, Width 0 x Channel (2)
152  -0.99995005f, -1.1531031f,
153  // Batch 1, Height 1, Width 1 x Channel (2)
154  0.99995005f, 1.3627582f
155  });
156 
157  InstanceNormalizationEndToEnd(defaultBackends,
158  DataLayout::NHWC,
159  inputTensorInfo,
160  outputTensorInfo,
161  inputData,
162  expectedOutputData,
163  gamma,
164  beta,
165  eps);
166 }
armnn
Copyright (c) 2021 ARM Limited and Contributors.
Definition: 01_00_software_tools.dox:6
defaultBackends
std::vector< armnn::BackendId > defaultBackends
Definition: ClEndToEndTests.cpp:28

◆ InstanceNormalizationNhwcEndToEndTest2()

void InstanceNormalizationNhwcEndToEndTest2 ( const std::vector< armnn::BackendId > &  defaultBackends)

Definition at line 239 of file InstanceNormalizationEndToEndTestImpl.cpp.

References armnn::Float32, and armnn::NHWC.

Referenced by BOOST_AUTO_TEST_CASE().

240 {
241  using namespace armnn;
242 
243  const float eps = 0.0001f;
244  const float beta = 10.0f;
245  const float gamma = 2.0f;
246 
247  TensorShape inputShape{2, 2, 2, 2};
248  TensorShape outputShape{2, 2, 2, 2};
249 
250  TensorInfo outputTensorInfo(outputShape, DataType::Float32);
251  TensorInfo inputTensorInfo(inputShape, DataType::Float32);
252 
253  std::vector<float> inputData = std::vector<float>(
254  {
255  // Batch 0, Height 0, Width 0 x Channel (2)
256  0.f, 1.f,
257  // Batch 0, Height 0, Width 1 x Channel (2)
258  0.f, 2.f,
259 
260  // Batch 0, Height 1, Width 0 x Channel (2)
261  0.f, 2.f,
262  // Batch 0, Height 1, Width 1 x Channel (2)
263  0.f, 4.f,
264 
265  // Batch 1, Height 0, Width 0 x Channel (2)
266  1.f, -1.f,
267  // Batch 1, Height 0, Width 1 x Channel (2)
268  -1.f, 2.f,
269 
270  // Batch 1, Height 1, Width 0 x Channel (2)
271  -1.f, -2.f,
272  // Batch 1, Height 1, Width 1 x Channel (2)
273  1.f, 4.f
274  });
275 
276  std::vector<float> expectedOutputData = std::vector<float>(
277  {
278  // Batch 0, Height 0, Width 0 x Channel (2)
279  10.f, 7.7059393f,
280  // Batch 0, Height 0, Width 1 x Channel (2)
281  10.f, 9.541187f,
282 
283  // Batch 0, Height 1, Width 0 x Channel (2)
284  10.f, 9.541187f,
285  // Batch 0, Height 1, Width 1 x Channel (2)
286  10.f, 13.211685f,
287 
288  // Batch 1, Height 0, Width 0 x Channel (2)
289  11.9999f, 8.532414f,
290  // Batch 1, Height 0, Width 1 x Channel (2)
291  8.0001f, 11.048275f,
292 
293  // Batch 1, Height 1, Width 0 x Channel (2)
294  8.0001f, 7.693794f,
295  // Batch 1, Height 1, Width 1 x Channel (2)
296  11.9999f, 12.725516f
297  });
298 
299  InstanceNormalizationEndToEnd(defaultBackends,
300  DataLayout::NHWC,
301  inputTensorInfo,
302  outputTensorInfo,
303  inputData,
304  expectedOutputData,
305  gamma,
306  beta,
307  eps);
308 }
armnn
Copyright (c) 2021 ARM Limited and Contributors.
Definition: 01_00_software_tools.dox:6
defaultBackends
std::vector< armnn::BackendId > defaultBackends
Definition: ClEndToEndTests.cpp:28