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review.mlplatform.org / ml / armnn / f97debb95cbc7e0bbc60e66e5463ede517cac61b / . / src / backends / cl / test / ClLayerTests.cpp
blob: ade07908940f85657078285f5ea3883f0cdb32d6 [file] [log] [blame]
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]1//
2// Copyright © 2017 Arm Ltd. All rights reserved.
David Beckecb56cd2018-09-05 12:52:57 +0100[diff] [blame]3// SPDX-License-Identifier: MIT
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]4//
arovir0143095f32018-10-09 18:04:24 +0100[diff] [blame]5
6#include "ClContextControlFixture.hpp"
7
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]8#include "test/TensorHelpers.hpp"
arovir0143095f32018-10-09 18:04:24 +0100[diff] [blame]9#include "test/UnitTests.hpp"
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]10
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +0000[diff] [blame]11#include <backendsCommon/CpuTensorHandle.hpp>
12#include <cl/ClLayerSupport.hpp>
13#include <cl/ClWorkloadFactory.hpp>
14#include <cl/workloads/ClWorkloadUtils.hpp>
15#include <reference/RefWorkloadFactory.hpp>
16#include <backendsCommon/test/ActivationFixture.hpp>
17#include <backendsCommon/test/LayerTests.hpp>
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]18
19#include <arm_compute/core/CL/CLKernelLibrary.h>
20#include <arm_compute/runtime/CL/CLScheduler.h>
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]21
arovir0143095f32018-10-09 18:04:24 +0100[diff] [blame]22#include <boost/test/unit_test.hpp>
23
24#include <iostream>
25#include <string>
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]26
telsoa01c577f2c2018-08-31 09:22:23 +0100[diff] [blame]27BOOST_FIXTURE_TEST_SUITE(Compute_ArmComputeCl, ClContextControlFixture)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]28using FactoryType = armnn::ClWorkloadFactory;
29
30// ============================================================================
31// UNIT tests
32
33// Activation
34ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
35
36ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
37ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
38ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
39ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
40
41ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
42ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
43
44// Fully Connected
45ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
46ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
47ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
Matthew Benthamab8cdc12018-09-17 11:17:41 +0100[diff] [blame]48ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedUint8Test, false)
49ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedUint8Test, true)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]50
51ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
52ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
53
54// Convolution
55ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
56
jimfly010a088a62018-10-25 17:05:05 +0100[diff] [blame]57ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NCHW)
58ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NHWC)
narpra015f703182018-10-26 16:24:58 +0100[diff] [blame]59ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NCHW)
60ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NHWC)
jimfly010a088a62018-10-25 17:05:05 +0100[diff] [blame]61ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NCHW)
62ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NHWC)
63
narpra015f703182018-10-26 16:24:58 +0100[diff] [blame]64ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NCHW)
65ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, armnn::DataLayout::NCHW)
66
67ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NHWC)
narpra01f97debb2018-11-09 09:27:31 +0000[diff] [blame^]68ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc,
69 Convolution2dAsymmetricPaddingTest,
70 armnn::DataLayout::NHWC)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]71
Francis Murtaghd59116e2018-10-04 16:03:07 +0100[diff] [blame]72ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false)
73
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]74// Depthwise Convolution
jimfly01b9c89632018-10-26 16:50:13 +0100[diff] [blame]75ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1,
76 DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NCHW)
77ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1,
78 DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NCHW)
79ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8,
80 DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NCHW)
81ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8,
82 DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NCHW)
83
84// NHWC Depthwise Convolution
85ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Nhwc,
86 DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NHWC)
87ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc,
88 DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NHWC)
89ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc,
90 DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NHWC)
91ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc,
92 DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NHWC)
93
94
Nikhil Rajcec6b652018-10-12 13:51:57 +0100[diff] [blame]95ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]96
jimfly01382a91d2018-10-26 15:55:50 +0100[diff] [blame]97ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric,
98 DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NCHW)
99ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric,
100 DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NCHW)
101ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc,
102 DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NHWC)
103ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc,
104 DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NHWC)
surmeh013537c2c2018-05-18 16:31:43 +0100[diff] [blame]105
telsoa01c577f2c2018-08-31 09:22:23 +0100[diff] [blame]106// Softmax
107BOOST_AUTO_TEST_CASE(Softmax4dSupport)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]108{
telsoa01c577f2c2018-08-31 09:22:23 +0100[diff] [blame]109 const unsigned int numDimensions = 4u;
110 std::array<unsigned int, numDimensions> dimensionSizes;
111 dimensionSizes.fill(1u);
112
113 const armnn::TensorInfo inputInfo(numDimensions, &dimensionSizes.front(), armnn::DataType::Float32);
114 const armnn::TensorInfo outputInfo(numDimensions, &dimensionSizes.front(), armnn::DataType::Float32);
115
116 // 4D Softmax should be reported as unsupported on the CL backend
Aron Virginas-Tarbcf9f162018-10-15 11:47:37 +0100[diff] [blame]117 armnn::ClLayerSupport layerSupport;
118 BOOST_TEST(!layerSupport.IsSoftmaxSupported(inputInfo, outputInfo, armnn::SoftmaxDescriptor()));
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]119}
120
telsoa01c577f2c2018-08-31 09:22:23 +0100[diff] [blame]121// Splitter
122ARMNN_AUTO_TEST_CASE(SimpleSplitter, SplitterTest)
123ARMNN_AUTO_TEST_CASE(SimpleSplitterUint8, SplitterUint8Test)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]124
125ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest)
126ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test)
127
128// Merger
129ARMNN_AUTO_TEST_CASE(SimpleMerger, MergerTest)
130ARMNN_AUTO_TEST_CASE(MergerUint8, MergerUint8Test)
131
narpra0155a97bc2018-10-02 14:35:53 +0100[diff] [blame]132// Normalization
133ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest)
134ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest)
135ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcrossNhwc, SimpleNormalizationAcrossNhwcTest)
136
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]137// Pooling
138ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true)
139ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true)
140
141ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest)
142ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test)
143ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test)
144ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test)
145
146ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest)
147ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test)
148ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest)
149ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8,
surmeh01bceff2f2018-03-29 16:29:27 +0100[diff] [blame]150 IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]151ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test)
152ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test)
153
154ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest)
155ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test)
156ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test)
157ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test)
158
James Conroy45a9b772018-10-31 11:47:53 +0000[diff] [blame]159ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, armnn::DataLayout::NCHW)
160ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, armnn::DataLayout::NHWC)
161ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NCHW)
162ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NHWC)
163
164ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, armnn::DataLayout::NCHW)
165ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, armnn::DataLayout::NHWC)
166ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, armnn::DataLayout::NCHW)
167ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, armnn::DataLayout::NHWC)
168
surmeh01bceff2f2018-03-29 16:29:27 +0100[diff] [blame]169ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2,
170 IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
171 false)
172ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding,
173 IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
174 true)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]175ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest)
176ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test)
177
James Conroy45a9b772018-10-31 11:47:53 +0000[diff] [blame]178ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, armnn::DataLayout::NCHW)
179ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNhwc, SimpleL2Pooling2dTest, armnn::DataLayout::NHWC)
180ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, armnn::DataLayout::NCHW)
181
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]182ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride1, L2Pooling2dSize3Stride1Test)
183ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride1Uint8, L2Pooling2dSize3Stride1Uint8Test)
184ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride3, L2Pooling2dSize3Stride3Test)
185ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride3Uint8, L2Pooling2dSize3Stride3Uint8Test)
186ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride4, L2Pooling2dSize3Stride4Test)
187ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride4Uint8, L2Pooling2dSize3Stride4Uint8Test)
188ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test)
189ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test)
190ARMNN_AUTO_TEST_CASE(L2Pooling2dSize9, L2Pooling2dSize9Test)
191ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize9Uint8, L2Pooling2dSize9Uint8Test)
192
193// Add
194ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest)
195ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest)
David Beck4a8692c2018-09-07 16:19:24 +0100[diff] [blame]196ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest)
197
198ARMNN_AUTO_TEST_CASE(AdditionUint8, AdditionUint8Test)
199ARMNN_AUTO_TEST_CASE(AddBroadcastUint8, AdditionBroadcastUint8Test)
200ARMNN_AUTO_TEST_CASE(AddBroadcast1ElementUint8, AdditionBroadcast1ElementUint8Test)
201
202// Sub
203ARMNN_AUTO_TEST_CASE(SimpleSub, SubtractionTest)
204
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100[diff] [blame]205// Div
206ARMNN_AUTO_TEST_CASE(SimpleDivision, DivisionTest)
David Beckbc392452018-09-10 14:47:28 +0100[diff] [blame]207ARMNN_AUTO_TEST_CASE(DivisionByZero, DivisionByZeroTest)
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100[diff] [blame]208ARMNN_AUTO_TEST_CASE(DivisionBroadcast1Element, DivisionBroadcast1ElementTest)
209ARMNN_AUTO_TEST_CASE(DivisionBroadcast1DVector, DivisionBroadcast1DVectorTest)
David Beck5cd01f32018-09-12 16:00:08 +0100[diff] [blame]210// NOTE: quantized division is not supported by CL and not required by the
211// android NN api
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100[diff] [blame]212
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]213// Mul
214ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest)
surmeh01bceff2f2018-03-29 16:29:27 +0100[diff] [blame]215ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1Element, MultiplicationBroadcast1ElementTest)
216ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVector, MultiplicationBroadcast1DVectorTest)
Matthew Benthame2ec3302018-10-01 11:32:48 +0100[diff] [blame]217ARMNN_AUTO_TEST_CASE(MultiplicationUint8, MultiplicationUint8Test)
218ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1ElementUint8, MultiplicationBroadcast1ElementUint8Test)
219ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVectorUint8, MultiplicationBroadcast1DVectorUint8Test)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]220
221// Batch Norm
222ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest)
Nikhil Rajd1340932018-10-18 14:27:50 +0100[diff] [blame]223ARMNN_AUTO_TEST_CASE(BatchNormNhwc, BatchNormNhwcTest)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]224
Matteo Martincigh539b44d2018-10-01 09:26:39 +0100[diff] [blame]225// L2 Normalization
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]226ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest)
227ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest)
228ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest)
229ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest)
230
Matteo Martincighb63973e2018-10-16 16:23:33 +0100[diff] [blame]231ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dNhwcTest)
Matteo Martincigh539b44d2018-10-01 09:26:39 +0100[diff] [blame]232ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dNhwcTest)
233ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dNhwcTest)
234ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dNhwcTest)
235
James Conroy074f3712018-10-03 09:32:03 +0100[diff] [blame]236// Resize Bilinear - NCHW data layout
James Conroy6b965822018-11-01 11:33:09 +0000[diff] [blame]237ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest, armnn::DataLayout::NCHW)
238ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest, armnn::DataLayout::NCHW)
239ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest, armnn::DataLayout::NCHW)
240ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest, armnn::DataLayout::NCHW)
241ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest, armnn::DataLayout::NCHW)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]242
James Conroy074f3712018-10-03 09:32:03 +0100[diff] [blame]243// Resize Bilinear - NHWC data layout
James Conroy6b965822018-11-01 11:33:09 +0000[diff] [blame]244ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc, ResizeBilinearNopTest, armnn::DataLayout::NHWC)
245ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc, SimpleResizeBilinearTest, armnn::DataLayout::NHWC)
246ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc, ResizeBilinearSqMinTest, armnn::DataLayout::NHWC)
247ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc, ResizeBilinearMinTest, armnn::DataLayout::NHWC)
248ARMNN_AUTO_TEST_CASE(ResizeBilinearMagNhwc, ResizeBilinearMagTest, armnn::DataLayout::NHWC)
James Conroy074f3712018-10-03 09:32:03 +0100[diff] [blame]249
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]250// Constant
251ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
252ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantTestUint8)
253
254// Concat
255ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
256ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
257
258ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
259ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
260ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
261ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
262
263ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
264ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
265ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
266ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
267
268ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
269ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
270ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
271ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
272ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test)
273ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test)
274
275ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
276ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
277ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
278ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
279ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest)
280ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test)
281
282// Floor
283ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest)
284
285// Reshape
286ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeFloat32Test)
287ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeUint8Test)
288
Mohamed Nour Abouelseoud7420e552018-10-12 12:26:24 +0100[diff] [blame]289// Pad
Mohamed Nour Abouelseouddd6acea2018-10-18 12:26:19 +0100[diff] [blame]290ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest)
291ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest)
292ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest)
Mohamed Nour Abouelseoud7420e552018-10-12 12:26:24 +0100[diff] [blame]293
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]294// Permute
295ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteFloat32Test)
296ARMNN_AUTO_TEST_CASE(SimplePermuteUint8, SimplePermuteUint8Test)
surmeh01bceff2f2018-03-29 16:29:27 +0100[diff] [blame]297ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1, PermuteFloat32ValueSet1Test)
298ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2, PermuteFloat32ValueSet2Test)
299ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3, PermuteFloat32ValueSet3Test)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]300
telsoa01c577f2c2018-08-31 09:22:23 +0100[diff] [blame]301// Lstm
302ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection,
Les Bellde9011b2018-10-03 10:37:52 +0100[diff] [blame]303 LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest)
telsoa01c577f2c2018-08-31 09:22:23 +0100[diff] [blame]304ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection,
305 LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest)
306ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection,
Les Bellde9011b2018-10-03 10:37:52 +0100[diff] [blame]307 LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest)
telsoa01c577f2c2018-08-31 09:22:23 +0100[diff] [blame]308
309// Convert from Float16 to Float32
310ARMNN_AUTO_TEST_CASE(SimpleConvertFp16ToFp32, SimpleConvertFp16ToFp32Test)
311// Convert from Float32 to Float16
312ARMNN_AUTO_TEST_CASE(SimpleConvertFp32ToFp16, SimpleConvertFp32ToFp16Test)
313
Éanna Ó Catháin47c1ddb2018-10-12 14:24:13 +0100[diff] [blame]314ARMNN_AUTO_TEST_CASE(AdditionAfterMaxPool, AdditionAfterMaxPoolTest)
315
Matteo Martincigh28dcab62018-10-19 16:40:03 +0100[diff] [blame]316// Mean
317ARMNN_AUTO_TEST_CASE(MeanUint8Simple, MeanUint8SimpleTest)
318ARMNN_AUTO_TEST_CASE(MeanUint8SimpleAxis, MeanUint8SimpleAxisTest)
319ARMNN_AUTO_TEST_CASE(MeanUint8KeepDims, MeanUint8KeepDimsTest)
320ARMNN_AUTO_TEST_CASE(MeanUint8MultipleDims, MeanUint8MultipleDimsTest)
321ARMNN_AUTO_TEST_CASE(MeanVtsUint8, MeanVtsUint8Test)
322
323ARMNN_AUTO_TEST_CASE(MeanFloatSimple, MeanFloatSimpleTest)
324ARMNN_AUTO_TEST_CASE(MeanFloatSimpleAxis, MeanFloatSimpleAxisTest)
325ARMNN_AUTO_TEST_CASE(MeanFloatKeepDims, MeanFloatKeepDimsTest)
326ARMNN_AUTO_TEST_CASE(MeanFloatMultipleDims, MeanFloatMultipleDimsTest)
327ARMNN_AUTO_TEST_CASE(MeanVtsFloat1, MeanVtsFloat1Test)
328ARMNN_AUTO_TEST_CASE(MeanVtsFloat2, MeanVtsFloat2Test)
329ARMNN_AUTO_TEST_CASE(MeanVtsFloat3, MeanVtsFloat3Test)
330
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]331// ============================================================================
332// COMPARE tests
333
334ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest)
335
jimfly017af00da2018-10-31 14:43:53 +0000[diff] [blame]336ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32,
337 CompareDepthwiseConvolution2dTest<float>,
338 armnn::DataLayout::NCHW)
339ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8,
340 CompareDepthwiseConvolution2dTest<uint8_t>,
341 armnn::DataLayout::NCHW)
342
343ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc,
344 CompareDepthwiseConvolution2dTest<float>,
345 armnn::DataLayout::NHWC)
346ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc,
347 CompareDepthwiseConvolution2dTest<uint8_t>,
348 armnn::DataLayout::NHWC)
telsoa014fcda012018-03-09 14:13:49 +0000[diff] [blame]349
350ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest,
351 armnn::NormalizationAlgorithmChannel::Within,
352 armnn::NormalizationAlgorithmMethod::LocalBrightness)
353ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest,
354 armnn::NormalizationAlgorithmChannel::Across,
355 armnn::NormalizationAlgorithmMethod::LocalBrightness)
356
357ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f)
358ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f)
359ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8, CompareSoftmaxUint8Test, 1.0f)
360
361ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Max)
362
363ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Average)
364ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRefUint8, ComparePooling2dUint8Test,
365 armnn::PoolingAlgorithm::Average)
366
367ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::L2)
368
369ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest)
370
371ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithRef, CompareMultiplicationTest)
372
373ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest)
374
375ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu1, CompareBoundedReLuTest, 1.0f, -1.0f)
376ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu6, CompareBoundedReLuTest, 6.0f, 0.0f)
377
378// ============================================================================
379// FIXTURE tests
380
381ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture,
382 CompareActivationTest, armnn::ActivationFunction::Sigmoid, 5u)
383
384ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture,
385 CompareActivationTest, armnn::ActivationFunction::TanH, 5u)
386
387ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture,
388 CompareActivationTest, armnn::ActivationFunction::Linear, 5u)
389
390ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture,
391 CompareActivationTest, armnn::ActivationFunction::ReLu, 5u)
392
393ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture,
394 CompareActivationTest, armnn::ActivationFunction::BoundedReLu, 5u)
395ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture,
396 CompareActivationUint8Test, armnn::ActivationFunction::BoundedReLu)
397
398ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture,
399 CompareActivationTest, armnn::ActivationFunction::SoftReLu, 5u)
400
401ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture,
402 CompareActivationTest, armnn::ActivationFunction::LeakyReLu, 5u)
403
404ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture,
405 CompareActivationTest, armnn::ActivationFunction::Abs, 5u)
406
407ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture,
408 CompareActivationTest, armnn::ActivationFunction::Sqrt, 5u)
409
410ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture,
411 CompareActivationTest, armnn::ActivationFunction::Square, 5u)
412
413BOOST_AUTO_TEST_SUITE_END()