2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
6 #include "ClContextControlFixture.hpp"
7 #include "ClWorkloadFactoryHelper.hpp"
9 #include "test/TensorHelpers.hpp"
10 #include "test/UnitTests.hpp"
12 #include <backendsCommon/CpuTensorHandle.hpp>
13 #include <cl/ClLayerSupport.hpp>
14 #include <cl/ClWorkloadFactory.hpp>
15 #include <cl/workloads/ClWorkloadUtils.hpp>
16 #include <backendsCommon/test/ActivationFixture.hpp>
17 #include <backendsCommon/test/LayerTests.hpp>
18 #include <backendsCommon/test/PermuteTestImpl.hpp>
19 #include <backendsCommon/test/TransposeConvolution2dTestImpl.hpp>
21 #include <arm_compute/core/CL/CLKernelLibrary.h>
22 #include <arm_compute/runtime/CL/CLScheduler.h>
24 #include <boost/test/unit_test.hpp>
29 BOOST_FIXTURE_TEST_SUITE(Compute_ArmComputeCl, ClContextControlFixture)
31 using namespace armnn;
33 using FactoryType = ClWorkloadFactory;
35 // ============================================================================
39 ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
41 ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
42 ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
44 ARMNN_AUTO_TEST_CASE(Logistic, SimpleSigmoidTest)
45 ARMNN_AUTO_TEST_CASE(LogisticUint8, SimpleSigmoidUint8Test)
48 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat321, BatchToSpaceNdNhwcTest1<DataType::Float32>)
49 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat322, BatchToSpaceNdNhwcTest2<DataType::Float32>)
50 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat323, BatchToSpaceNdNhwcTest3<DataType::Float32>)
52 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat321, BatchToSpaceNdNchwTest1<DataType::Float32>)
53 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat322, BatchToSpaceNdNchwTest2<DataType::Float32>)
54 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat323, BatchToSpaceNdNchwTest3<DataType::Float32>)
56 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint1, BatchToSpaceNdNhwcTest1<DataType::QuantisedAsymm8>)
57 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint2, BatchToSpaceNdNhwcTest2<DataType::QuantisedAsymm8>)
58 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint3, BatchToSpaceNdNhwcTest3<DataType::QuantisedAsymm8>)
60 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint1, BatchToSpaceNdNchwTest1<DataType::QuantisedAsymm8>)
61 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint2, BatchToSpaceNdNchwTest2<DataType::QuantisedAsymm8>)
62 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint3, BatchToSpaceNdNchwTest3<DataType::QuantisedAsymm8>)
65 ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
66 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
67 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
68 ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, false)
69 ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, true)
71 ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
72 ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
75 ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
77 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, DataLayout::NCHW)
78 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, DataLayout::NHWC)
79 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NCHW)
80 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NHWC)
81 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, DataLayout::NCHW)
82 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, DataLayout::NHWC)
83 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dStride2x2Nhwc,
84 SimpleConvolution2d3x3Stride2x2Test, false, DataLayout::NHWC)
86 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, DataLayout::NCHW)
87 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, DataLayout::NCHW)
89 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, DataLayout::NHWC)
90 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc,
91 Convolution2dAsymmetricPaddingTest,
94 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false)
96 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3,
97 Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
100 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Nhwc,
101 Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
104 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Uint8,
105 Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
108 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3NhwcUint8,
109 Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
112 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3,
113 Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
116 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Nhwc,
117 Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
120 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Uint8,
121 Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
124 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3NhwcUint8,
125 Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
128 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3,
129 Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::Float32, DataType::Float32>,
132 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Nhwc,
133 Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::Float32, DataType::Float32>,
136 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Uint8,
137 Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
140 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3NhwcUint8,
141 Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
145 // Depthwise Convolution
146 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1,
147 DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NCHW)
148 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1,
149 DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NCHW)
150 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8,
151 DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NCHW)
152 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8,
153 DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NCHW)
155 // NHWC Depthwise Convolution
156 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Nhwc,
157 DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NHWC)
158 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc,
159 DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NHWC)
160 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc,
161 DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NHWC)
162 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc,
163 DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NHWC)
164 ARMNN_AUTO_TEST_CASE(SimpleDepthwiseConvolution2d3x3Dilation3x3Nhwc,
165 SimpleDepthwiseConvolution2d3x3Dilation3x3NhwcTest)
168 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false)
170 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric,
171 DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NCHW)
172 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric,
173 DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NCHW)
174 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc,
175 DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NHWC)
176 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc,
177 DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NHWC)
179 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul64, DepthwiseConvolution2dDepthMul64Test);
182 ARMNN_AUTO_TEST_CASE(SimpleSplitter, SplitterTest)
183 ARMNN_AUTO_TEST_CASE(SimpleSplitterUint8, SplitterUint8Test)
185 ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest)
186 ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test)
189 ARMNN_AUTO_TEST_CASE(SimpleConcat, ConcatTest)
190 ARMNN_AUTO_TEST_CASE(ConcatUint8, ConcatUint8Test)
191 ARMNN_AUTO_TEST_CASE(ConcatUint8DifferentInputOutputQParam,
192 ConcatDifferentInputOutputQParamTest<DataType::QuantisedAsymm8>, false)
195 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest)
196 ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest)
197 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcrossNhwc, SimpleNormalizationAcrossNhwcTest)
200 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true)
201 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true)
203 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest)
204 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test)
205 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test)
206 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test)
208 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest)
209 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test)
210 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest)
211 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8,
212 IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test)
213 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test)
214 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test)
216 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest)
217 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test)
218 ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test)
219 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test)
221 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, DataLayout::NCHW)
222 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, DataLayout::NHWC)
223 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, DataLayout::NCHW)
224 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, DataLayout::NHWC)
226 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, DataLayout::NCHW)
227 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, DataLayout::NHWC)
228 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, DataLayout::NCHW)
229 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, DataLayout::NHWC)
231 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2,
232 IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
234 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding,
235 IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
237 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest)
238 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test)
240 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, DataLayout::NCHW)
241 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNhwc, SimpleL2Pooling2dTest, DataLayout::NHWC)
242 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, DataLayout::NCHW)
244 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride1, L2Pooling2dSize3Stride1Test)
245 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride1Uint8, L2Pooling2dSize3Stride1Uint8Test)
246 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride3, L2Pooling2dSize3Stride3Test)
247 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride3Uint8, L2Pooling2dSize3Stride3Uint8Test)
248 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride4, L2Pooling2dSize3Stride4Test)
249 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride4Uint8, L2Pooling2dSize3Stride4Uint8Test)
250 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test)
251 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test)
252 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize9, L2Pooling2dSize9Test)
253 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize9Uint8, L2Pooling2dSize9Uint8Test)
256 ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest)
257 ARMNN_AUTO_TEST_CASE(Add5d, Addition5dTest)
258 ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest)
259 ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest)
261 ARMNN_AUTO_TEST_CASE(AdditionUint8, AdditionUint8Test)
262 ARMNN_AUTO_TEST_CASE(AddBroadcastUint8, AdditionBroadcastUint8Test)
263 ARMNN_AUTO_TEST_CASE(AddBroadcast1ElementUint8, AdditionBroadcast1ElementUint8Test)
266 ARMNN_AUTO_TEST_CASE(SimpleSub, SubtractionTest)
267 ARMNN_AUTO_TEST_CASE(SubBroadcast1Element, SubtractionBroadcast1ElementTest)
268 ARMNN_AUTO_TEST_CASE(SubBroadcast, SubtractionBroadcastTest)
270 ARMNN_AUTO_TEST_CASE(SubtractionUint8, SubtractionUint8Test)
271 ARMNN_AUTO_TEST_CASE(SubBroadcastUint8, SubtractionBroadcastUint8Test)
272 ARMNN_AUTO_TEST_CASE(SubBroadcast1ElementUint8, SubtractionBroadcast1ElementUint8Test)
275 ARMNN_AUTO_TEST_CASE(SimpleDivision, DivisionTest)
276 ARMNN_AUTO_TEST_CASE(DivisionByZero, DivisionByZeroTest)
277 ARMNN_AUTO_TEST_CASE(DivisionBroadcast1Element, DivisionBroadcast1ElementTest)
278 ARMNN_AUTO_TEST_CASE(DivisionBroadcast1DVector, DivisionBroadcast1DVectorTest)
279 // NOTE: quantized division is not supported by CL and not required by the
283 ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest)
284 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1Element, MultiplicationBroadcast1ElementTest)
285 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVector, MultiplicationBroadcast1DVectorTest)
286 ARMNN_AUTO_TEST_CASE(MultiplicationUint8, MultiplicationUint8Test)
287 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1ElementUint8, MultiplicationBroadcast1ElementUint8Test)
288 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVectorUint8, MultiplicationBroadcast1DVectorUint8Test)
289 ARMNN_AUTO_TEST_CASE(Multiplication5d, Multiplication5dTest)
292 ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest)
293 ARMNN_AUTO_TEST_CASE(BatchNormNhwc, BatchNormNhwcTest)
296 ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest, DataLayout::NCHW)
297 ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest, DataLayout::NCHW)
298 ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest, DataLayout::NCHW)
299 ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest, DataLayout::NCHW)
301 ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dTest, DataLayout::NHWC)
302 ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dTest, DataLayout::NHWC)
303 ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dTest, DataLayout::NHWC)
304 ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dTest, DataLayout::NHWC)
306 ARMNN_AUTO_TEST_CASE(L2Normalization2dShape, L2Normalization2dShapeTest);
308 ARMNN_AUTO_TEST_CASE(L2NormalizationDefaultEpsilon, L2NormalizationDefaultEpsilonTest, DataLayout::NCHW)
309 ARMNN_AUTO_TEST_CASE(L2NormalizationNonDefaultEpsilon, L2NormalizationNonDefaultEpsilonTest, DataLayout::NCHW)
312 ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
313 ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8SimpleQuantizationScaleNoOffsetTest)
316 ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
317 ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
319 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
320 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
321 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
322 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
324 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
325 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
326 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
327 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
329 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
330 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
331 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
332 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
333 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test, false)
334 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test, false)
336 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
337 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
338 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
339 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
340 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest, false)
341 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test, false)
343 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0, Concatenation4dDim0Test)
344 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1, Concatenation4dDim1Test)
345 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3, Concatenation4dDim3Test, false)
346 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0Uint8, Concatenation4dDim0Uint8Test)
347 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1Uint8, Concatenation4dDim1Uint8Test)
348 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3Uint8, Concatenation4dDim3Uint8Test, false)
350 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0, Concatenation4dDiffShapeDim0Test)
351 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1, Concatenation4dDiffShapeDim1Test)
352 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3, Concatenation4dDiffShapeDim3Test, false)
353 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0Uint8, Concatenation4dDiffShapeDim0Uint8Test)
354 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1Uint8, Concatenation4dDiffShapeDim1Uint8Test)
355 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3Uint8, Concatenation4dDiffShapeDim3Uint8Test, false)
358 ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest<DataType::Float32>)
361 ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeTest<DataType::Float32>)
362 ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeTest<DataType::QuantisedAsymm8>)
363 ARMNN_AUTO_TEST_CASE(Reshape5d, Reshape5dTest<DataType::Float32>)
366 ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest)
367 ARMNN_AUTO_TEST_CASE(PadFloat322dCustomPadding, PadFloat322dCustomPaddingTest)
368 ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest)
369 ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest)
371 ARMNN_AUTO_TEST_CASE(PadUint82d, PadUint82dTest)
372 ARMNN_AUTO_TEST_CASE(PadUint82dCustomPadding, PadUint82dCustomPaddingTest)
373 ARMNN_AUTO_TEST_CASE(PadUint83d, PadUint83dTest)
374 ARMNN_AUTO_TEST_CASE(PadUint84d, PadUint84dTest)
376 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 0.0f)
377 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16CustomPadding, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 1.0f)
378 ARMNN_AUTO_TEST_CASE(Pad3dQSymm16, Pad3dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
379 ARMNN_AUTO_TEST_CASE(Pad4dQSymm16, Pad4dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
382 ARMNN_AUTO_TEST_CASE(PreluFloat32, PreluTest<DataType::Float32>)
383 ARMNN_AUTO_TEST_CASE(PreluUint8, PreluTest<DataType::QuantisedAsymm8>)
386 ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteTest<DataType::Float32>)
387 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1Test, PermuteValueSet1Test<DataType::Float32>)
388 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2Test, PermuteValueSet2Test<DataType::Float32>)
389 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3Test, PermuteValueSet3Test<DataType::Float32>)
390 ARMNN_AUTO_TEST_CASE(SimplePermuteQASymm8, SimplePermuteTest<DataType::QuantisedAsymm8>)
391 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet1Test, PermuteValueSet1Test<DataType::QuantisedAsymm8>)
392 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet2Test, PermuteValueSet2Test<DataType::QuantisedAsymm8>)
393 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet3Test, PermuteValueSet3Test<DataType::QuantisedAsymm8>)
396 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection,
397 LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest)
398 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection,
399 LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest)
400 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection,
401 LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest)
403 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNorm,
404 LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNormTest)
406 ARMNN_AUTO_TEST_CASE(QuantizedLstm, QuantizedLstmTest)
408 // Convert from Float16 to Float32
409 ARMNN_AUTO_TEST_CASE(SimpleConvertFp16ToFp32, SimpleConvertFp16ToFp32Test)
410 // Convert from Float32 to Float16
411 ARMNN_AUTO_TEST_CASE(SimpleConvertFp32ToFp16, SimpleConvertFp32ToFp16Test)
413 ARMNN_AUTO_TEST_CASE(AdditionAfterMaxPool, AdditionAfterMaxPoolTest)
416 ARMNN_AUTO_TEST_CASE(MaximumSimple, MaximumSimpleTest)
417 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1Element, MaximumBroadcast1ElementTest)
418 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVector, MaximumBroadcast1DVectorTest)
419 ARMNN_AUTO_TEST_CASE(MaximumUint8, MaximumUint8Test)
420 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1ElementUint8, MaximumBroadcast1ElementUint8Test)
421 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVectorUint8, MaximumBroadcast1DVectorUint8Test)
424 ARMNN_AUTO_TEST_CASE(MeanSimpleFloat32, MeanSimpleTest<DataType::Float32>)
425 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisFloat32, MeanSimpleAxisTest<DataType::Float32>)
426 ARMNN_AUTO_TEST_CASE(MeanKeepDimsFloat32, MeanKeepDimsTest<DataType::Float32>)
427 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsFloat32, MeanMultipleDimsTest<DataType::Float32>)
428 ARMNN_AUTO_TEST_CASE(MeanVts1Float32, MeanVts1Test<DataType::Float32>)
429 ARMNN_AUTO_TEST_CASE(MeanVts2Float32, MeanVts2Test<DataType::Float32>)
430 ARMNN_AUTO_TEST_CASE(MeanVts3Float32, MeanVts3Test<DataType::Float32>)
432 ARMNN_AUTO_TEST_CASE(MeanSimpleQuantisedAsymm8, MeanSimpleTest<DataType::QuantisedAsymm8>)
433 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisQuantisedAsymm8, MeanSimpleAxisTest<DataType::QuantisedAsymm8>)
434 ARMNN_AUTO_TEST_CASE(MeanKeepDimsQuantisedAsymm8, MeanKeepDimsTest<DataType::QuantisedAsymm8>)
435 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsQuantisedAsymm8, MeanMultipleDimsTest<DataType::QuantisedAsymm8>)
436 ARMNN_AUTO_TEST_CASE(MeanVts1QuantisedAsymm8, MeanVts1Test<DataType::QuantisedAsymm8>)
437 ARMNN_AUTO_TEST_CASE(MeanVts2QuantisedAsymm8, MeanVts2Test<DataType::QuantisedAsymm8>)
438 ARMNN_AUTO_TEST_CASE(MeanVts3QuantisedAsymm8, MeanVts3Test<DataType::QuantisedAsymm8>)
441 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element1, MinimumBroadcast1ElementTest1)
442 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element2, MinimumBroadcast1ElementTest2)
443 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1DVectorUint8, MinimumBroadcast1DVectorUint8Test)
446 ARMNN_AUTO_TEST_CASE(SimpleGreater, GreaterSimpleTest)
447 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1Element, GreaterBroadcast1ElementTest)
448 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVector, GreaterBroadcast1DVectorTest)
449 ARMNN_AUTO_TEST_CASE(GreaterUint8, GreaterUint8Test)
450 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1ElementUint8, GreaterBroadcast1ElementUint8Test)
451 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVectorUint8, GreaterBroadcast1DVectorUint8Test)
454 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
455 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
456 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
457 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
459 ARMNN_AUTO_TEST_CASE(Simple3dSoftmax, Simple3dSoftmaxTest, 1.0f)
460 ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxUint8, Simple3dSoftmaxUint8Test, 1.0f)
462 ARMNN_AUTO_TEST_CASE(Simple4dSoftmax, Simple4dSoftmaxTest, 1.0f)
463 ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxUint8, Simple4dSoftmaxUint8Test, 1.0f)
466 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleFloat32, SpaceToBatchNdSimpleFloat32Test)
467 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsFloat32, SpaceToBatchNdMultiChannelsFloat32Test)
468 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockFloat32, SpaceToBatchNdMultiBlockFloat32Test)
469 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingFloat32, SpaceToBatchNdPaddingFloat32Test)
471 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleUint8, SpaceToBatchNdSimpleUint8Test)
472 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsUint8, SpaceToBatchNdMultiChannelsUint8Test)
473 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockUint8, SpaceToBatchNdMultiBlockUint8Test)
474 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingUint8, SpaceToBatchNdPaddingUint8Test)
476 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCFloat32, SpaceToBatchNdSimpleNHWCFloat32Test)
477 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCFloat32, SpaceToBatchNdMultiChannelsNHWCFloat32Test)
478 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCFloat32, SpaceToBatchNdMultiBlockNHWCFloat32Test)
479 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCFloat32, SpaceToBatchNdPaddingNHWCFloat32Test)
481 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCUint8, SpaceToBatchNdSimpleNHWCUint8Test)
482 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCUint8, SpaceToBatchNdMultiChannelsNHWCUint8Test)
483 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCUint8, SpaceToBatchNdMultiBlockNHWCUint8Test)
484 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCUint8, SpaceToBatchNdPaddingNHWCUint8Test)
487 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWAsymmQ8, SpaceToDepthNCHWAsymmQ8Test)
488 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCAsymmQ8, SpaceToDepthNHWCAsymmQ8Test)
490 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC1Float32, SpaceToDepthNHWCFloat32Test1)
491 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW1Float32, SpaceToDepthNCHWFloat32Test1)
493 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC2Float32, SpaceToDepthNHWCFloat32Test2)
494 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW2Float32, SpaceToDepthNCHWFloat32Test2)
496 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCQSymm16, SpaceToDepthNHWCQSymm16Test)
497 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWQSymm16, SpaceToDepthNCHWQSymm16Test)
500 ARMNN_AUTO_TEST_CASE(Stack0Axis, Stack0AxisTest<DataType::Float32>)
501 ARMNN_AUTO_TEST_CASE(Stack4dOutput1Axis, Stack4dOutput1AxisTest<DataType::Float32>)
502 ARMNN_AUTO_TEST_CASE(Stack4dOutput2Axis, Stack4dOutput2AxisTest<DataType::Float32>)
503 ARMNN_AUTO_TEST_CASE(Stack4dOutput3Axis, Stack4dOutput3AxisTest<DataType::Float32>)
504 ARMNN_AUTO_TEST_CASE(Stack3dOutput1Axis3Input, Stack3dOutput1Axis3InputTest<DataType::Float32>)
505 ARMNN_AUTO_TEST_CASE(Stack5dOutput, Stack5dOutputTest<DataType::Float32>)
508 ARMNN_AUTO_TEST_CASE(StridedSlice4DFloat32, StridedSlice4DFloat32Test)
509 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseFloat32, StridedSlice4DReverseFloat32Test)
510 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideFloat32, StridedSliceSimpleStrideFloat32Test)
511 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskFloat32, StridedSliceSimpleRangeMaskFloat32Test)
512 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskFloat32, StridedSliceShrinkAxisMaskFloat32Test)
513 ARMNN_AUTO_TEST_CASE(StridedSlice3DFloat32, StridedSlice3DFloat32Test)
514 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseFloat32, StridedSlice3DReverseFloat32Test)
515 ARMNN_AUTO_TEST_CASE(StridedSlice2DFloat32, StridedSlice2DFloat32Test)
516 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseFloat32, StridedSlice2DReverseFloat32Test)
518 ARMNN_AUTO_TEST_CASE(StridedSlice4DUint8, StridedSlice4DUint8Test)
519 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseUint8, StridedSlice4DReverseUint8Test)
520 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideUint8, StridedSliceSimpleStrideUint8Test)
521 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskUint8, StridedSliceSimpleRangeMaskUint8Test)
522 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskUint8, StridedSliceShrinkAxisMaskUint8Test)
523 ARMNN_AUTO_TEST_CASE(StridedSlice3DUint8, StridedSlice3DUint8Test)
524 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseUint8, StridedSlice3DReverseUint8Test)
525 ARMNN_AUTO_TEST_CASE(StridedSlice2DUint8, StridedSlice2DUint8Test)
526 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseUint8, StridedSlice2DReverseUint8Test)
528 // Resize Bilinear - NCHW
529 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear,
530 SimpleResizeBilinearTest<DataType::Float32>,
532 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8,
533 SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
535 ARMNN_AUTO_TEST_CASE(ResizeBilinearNop,
536 ResizeBilinearNopTest<DataType::Float32>,
538 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8,
539 ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
541 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin,
542 ResizeBilinearSqMinTest<DataType::Float32>,
544 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8,
545 ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
547 ARMNN_AUTO_TEST_CASE(ResizeBilinearMin,
548 ResizeBilinearMinTest<DataType::Float32>,
550 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8,
551 ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
554 // Resize Bilinear - NHWC
555 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc,
556 ResizeBilinearNopTest<DataType::Float32>,
558 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8Nhwc,
559 ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
561 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc,
562 SimpleResizeBilinearTest<DataType::Float32>,
564 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8Nhwc,
565 SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
567 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc,
568 ResizeBilinearSqMinTest<DataType::Float32>,
570 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8Nhwc,
571 ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
573 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc,
574 ResizeBilinearMinTest<DataType::Float32>,
576 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8Nhwc,
577 ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
580 // Resize NearestNeighbor - NCHW
581 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighbor,
582 SimpleResizeNearestNeighborTest<DataType::Float32>,
584 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8,
585 SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
587 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNop,
588 ResizeNearestNeighborNopTest<DataType::Float32>,
590 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8,
591 ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
593 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMin,
594 ResizeNearestNeighborSqMinTest<DataType::Float32>,
596 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8,
597 ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
599 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMin,
600 ResizeNearestNeighborMinTest<DataType::Float32>,
602 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8,
603 ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
605 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMag,
606 ResizeNearestNeighborMagTest<DataType::Float32>,
607 DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
608 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8,
609 ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
610 DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
612 // Resize NearestNeighbor - NHWC
613 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopNhwc,
614 ResizeNearestNeighborNopTest<DataType::Float32>,
616 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8Nhwc,
617 ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
619 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborNhwc,
620 SimpleResizeNearestNeighborTest<DataType::Float32>,
622 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8Nhwc,
623 SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
625 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinNhwc,
626 ResizeNearestNeighborSqMinTest<DataType::Float32>,
628 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8Nhwc,
629 ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
631 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinNhwc,
632 ResizeNearestNeighborMinTest<DataType::Float32>,
634 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8Nhwc,
635 ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
637 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagNhwc,
638 ResizeNearestNeighborMagTest<DataType::Float32>,
639 DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
640 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8Nhwc,
641 ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
642 DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
645 ARMNN_AUTO_TEST_CASE(QuantizeSimpleUint8, QuantizeSimpleUint8Test)
646 ARMNN_AUTO_TEST_CASE(QuantizeClampUint8, QuantizeClampUint8Test)
649 // NOTE: current clframework (46a49a0a8206f0efa7afd514940e180a88ffd732)
650 // CLDequantizationLayerKernel accepts DataType::QASYMM8 input
651 // and can output DataType::F16 or DataType::F32
652 ARMNN_AUTO_TEST_CASE(DequantizeSimpleUint8, DequantizeSimpleUint8Test)
653 ARMNN_AUTO_TEST_CASE(DequantizeOffsetUint8, DequantizeOffsetUint8Test)
655 // TransposeConvolution2d
656 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNchw,
657 SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
660 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNhwc,
661 SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
664 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nchw,
665 SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
668 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nhwc,
669 SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
673 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNchw,
674 SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
677 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNhwc,
678 SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
681 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nchw,
682 SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
685 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nhwc,
686 SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
690 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNchw,
691 PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
694 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNhwc,
695 PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
698 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nchw,
699 PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
702 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nhwc,
703 PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
707 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNchw,
708 PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
711 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNhwc,
712 PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
715 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nchw,
716 PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
719 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nhwc,
720 PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
724 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNchw,
725 StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
728 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNhwc,
729 StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
732 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nchw,
733 StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
736 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nhwc,
737 StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
741 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNchw,
742 StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
745 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNhwc,
746 StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
749 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nchw,
750 StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
753 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nhwc,
754 StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
758 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNchw,
759 MultiChannelTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
761 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNhwc,
762 MultiChannelTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
764 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nchw,
765 MultiChannelTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
767 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nhwc,
768 MultiChannelTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
771 #if defined(ARMCOMPUTEREF_ENABLED)
773 // The ARMNN_COMPARE_REF_AUTO_TEST_CASE and the ARMNN_COMPARE_REF_FIXTURE_TEST_CASE test units are not available
774 // if the reference backend is not built
776 // ============================================================================
779 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f)
780 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f)
781 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8, CompareSoftmaxUint8Test, 1.0f)
783 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest)
785 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32,
786 CompareDepthwiseConvolution2dFloatTest,
788 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8,
789 CompareDepthwiseConvolution2dUint8Test,
792 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc,
793 CompareDepthwiseConvolution2dFloatTest,
795 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc,
796 CompareDepthwiseConvolution2dUint8Test,
799 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest,
800 NormalizationAlgorithmChannel::Within,
801 NormalizationAlgorithmMethod::LocalBrightness)
802 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest,
803 NormalizationAlgorithmChannel::Across,
804 NormalizationAlgorithmMethod::LocalBrightness)
806 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::Max)
808 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::Average)
809 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRefUint8, ComparePooling2dUint8Test,
810 PoolingAlgorithm::Average)
812 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::L2)
814 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest)
816 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithRef, CompareMultiplicationTest)
818 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest)
820 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu1, CompareBoundedReLuTest, 1.0f, -1.0f)
821 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu6, CompareBoundedReLuTest, 6.0f, 0.0f)
823 // ============================================================================
826 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture,
827 CompareActivationTest, ActivationFunction::Sigmoid, 5u)
829 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture,
830 CompareActivationTest, ActivationFunction::TanH, 5u)
832 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture,
833 CompareActivationTest, ActivationFunction::Linear, 5u)
835 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture,
836 CompareActivationTest, ActivationFunction::ReLu, 5u)
838 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture,
839 CompareActivationTest, ActivationFunction::BoundedReLu, 5u)
840 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture,
841 CompareActivationUint8Test, ActivationFunction::BoundedReLu)
843 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture,
844 CompareActivationTest, ActivationFunction::SoftReLu, 5u)
846 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture,
847 CompareActivationTest, ActivationFunction::LeakyReLu, 5u)
849 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture,
850 CompareActivationTest, ActivationFunction::Abs, 5u)
852 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture,
853 CompareActivationTest, ActivationFunction::Sqrt, 5u)
855 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture,
856 CompareActivationTest, ActivationFunction::Square, 5u)
860 BOOST_AUTO_TEST_SUITE_END()