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review.mlplatform.org / ml / ComputeLibrary / cac09dc7c9b9fed58f8c9c2a611840592be40bf9 / . / tests / validation / CL / DilatedConvolutionLayer.cpp
blob: 9a9df2c7e4c98d92ffbac30d59492a72bc909af0 [file] [log] [blame]
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]1/*
Michalis Spyroud175ece2020-07-30 23:39:32 +0100[diff] [blame]2 * Copyright (c) 2018-2020 Arm Limited.
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]3 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
Michalis Spyrou80943252019-01-10 17:19:50 +0000[diff] [blame]21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]22 * SOFTWARE.
23 */
24#include "arm_compute/core/Types.h"
25#include "arm_compute/runtime/CL/CLTensor.h"
26#include "arm_compute/runtime/CL/CLTensorAllocator.h"
27#include "arm_compute/runtime/CL/functions/CLConvolutionLayer.h"
28#include "arm_compute/runtime/CL/functions/CLGEMMConvolutionLayer.h"
29#include "tests/CL/CLAccessor.h"
30#include "tests/PaddingCalculator.h"
31#include "tests/datasets/DilatedConvolutionLayerDataset.h"
32#include "tests/framework/Asserts.h"
33#include "tests/framework/Macros.h"
34#include "tests/framework/datasets/Datasets.h"
35#include "tests/validation/Validation.h"
36#include "tests/validation/fixtures/ConvolutionLayerFixture.h"
37
38namespace arm_compute
39{
40namespace test
41{
42namespace validation
43{
44namespace
45{
Gian Marco Iodice84cb75d2018-08-21 11:57:17 +0100[diff] [blame]46RelativeTolerance<float> rel_tolerance_f32(0.05f); /**< Relative tolerance value for comparing reference's output against implementation's output for DataType::F32 */
47RelativeTolerance<half_float::half> rel_tolerance_f16(half_float::half(0.2)); /**< Relative tolerance value for comparing reference's output against implementation's output for DataType::F16 */
Georgios Pinitas51e53a32018-10-22 13:49:08 +0100[diff] [blame]48constexpr AbsoluteTolerance<float> abs_tolerance_qasymm8(1); /**< Relative tolerance value for comparing reference's output against implementation's output for quantized data types */
Gian Marco Iodice84cb75d2018-08-21 11:57:17 +0100[diff] [blame]49constexpr float abs_tolerance_f32 = 0.001f; /**< Absolute tolerance value for comparing reference's output against implementation's output for DataType::F32 */
50constexpr float abs_tolerance_f16 = 0.3f; /**< Absolute tolerance value for comparing reference's output against implementation's output for DataType::F16 */
51constexpr float tolerance_num_f16 = 0.07f; /**< Tolerance number for FP16 */
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]52
53/** CNN data types */
54const auto CNNDataTypes = framework::dataset::make("DataType",
55{
56 DataType::F16,
57 DataType::F32,
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]58 DataType::QASYMM8,
59});
60} // namespace
61
62TEST_SUITE(CL)
63TEST_SUITE(DilatedConvolutionLayer)
64
Gian Marco Iodicee52a3002018-04-11 15:59:10 +0100[diff] [blame]65DATA_TEST_CASE(ValidateConvolutionMethod, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +0100[diff] [blame]66 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32),
67 TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32),
68 TensorInfo(TensorShape(23U, 27U, 23U, 4U), 1, DataType::F32),
69 TensorInfo(TensorShape(3U, 3U, 2U, 1U), 1, DataType::F32),
70 TensorInfo(TensorShape(33U, 27U, 7U, 4U), 1, DataType::F32)
Gian Marco Iodicee52a3002018-04-11 15:59:10 +0100[diff] [blame]71 }),
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +0100[diff] [blame]72 framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32),
73 TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32),
74 TensorInfo(TensorShape(3U, 3U, 23U, 21U), 1, DataType::F32),
75 TensorInfo(TensorShape(3U, 3U, 5U, 21U), 1, DataType::F32),
76 TensorInfo(TensorShape(5U, 5U, 7U, 16U), 1, DataType::F16)
Gian Marco Iodicee52a3002018-04-11 15:59:10 +0100[diff] [blame]77 })),
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +0100[diff] [blame]78 framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32),
79 TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32),
80 TensorInfo(TensorShape(21U, 25U, 21U, 4U), 1, DataType::F32),
81 TensorInfo(TensorShape(11U, 25U, 21U), 1, DataType::F32),
82 TensorInfo(TensorShape(11U, 12U, 16U, 4U), 1, DataType::F32)
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]83 })),
84 framework::dataset::make("ConvInfo", { PadStrideInfo(1, 2, 1, 1),
85 PadStrideInfo(1, 2, 1, 1),
86 PadStrideInfo(1, 1, 0, 0),
87 PadStrideInfo(2, 1, 0, 0),
88 PadStrideInfo(3, 2, 1, 0)
89 })),
90 framework::dataset::make("GpuTarget", { GPUTarget::BIFROST,
91 GPUTarget::MIDGARD,
92 GPUTarget::G71,
93 GPUTarget::MIDGARD,
94 GPUTarget::BIFROST
95 })),
96 framework::dataset::make("Dilation", { Size2D(1U, 1U),
97 Size2D(1U, 1U),
98 Size2D(1U, 1U),
99 Size2D(2U, 2U),
100 Size2D(3U, 3U)
101 })),
102
Gian Marco Iodicee52a3002018-04-11 15:59:10 +0100[diff] [blame]103 framework::dataset::make("Expected", { ConvolutionMethod::GEMM, ConvolutionMethod::GEMM, ConvolutionMethod::WINOGRAD, ConvolutionMethod::GEMM, ConvolutionMethod::GEMM })),
104 input_info, weights_info, output_info, conv_info, gpu_target, dilation, expected)
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]105{
Gian Marco Iodice2213d4b2018-04-27 10:39:06 +0100[diff] [blame]106 ConvolutionMethod is_valid = CLConvolutionLayer::get_convolution_method(&input_info.clone()->set_is_resizable(true),
107 &weights_info.clone()->set_is_resizable(true),
108 &output_info.clone()->set_is_resizable(true), conv_info, WeightsInfo(), ActivationLayerInfo(), gpu_target, dilation);
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]109 ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
110}
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]111
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]112TEST_SUITE_END()
113
114TEST_SUITE(GEMMDilatedConvolutionLayer)
115
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]116template <typename T>
117using CLGEMMDilatedConvolutionLayerFixture = ConvolutionValidationFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>;
118
119TEST_SUITE(Float)
120TEST_SUITE(FP16)
Michalis Spyroue2503892018-04-23 15:17:31 +0100[diff] [blame]121FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMDilatedConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDilatedConvolutionLayerDataset(),
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]122 framework::dataset::make("ReshapeWeights", { true })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]123 framework::dataset::make("DataType", DataType::F16)),
Georgios Pinitas19ea4192018-06-19 13:09:53 +0100[diff] [blame]124 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]125 framework::dataset::make("ActivationLayerInfo", ActivationLayerInfo())))
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]126{
127 // Validate output
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]128 validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.0f, abs_tolerance_f16);
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]129}
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]130
Michalis Spyroue2503892018-04-23 15:17:31 +0100[diff] [blame]131FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMDilatedConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDilatedConvolutionLayerDataset(),
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]132 framework::dataset::make("ReshapeWeights", { true })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]133 framework::dataset::make("DataType", DataType::F16)),
Georgios Pinitas19ea4192018-06-19 13:09:53 +0100[diff] [blame]134 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]135 framework::dataset::make("ActivationLayerInfo", ActivationLayerInfo())))
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]136{
137 // Validate output
Gian Marco Iodice84cb75d2018-08-21 11:57:17 +0100[diff] [blame]138 validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]139}
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]140
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]141TEST_SUITE_END()
142
143TEST_SUITE(FP32)
Michalis Spyroue2503892018-04-23 15:17:31 +0100[diff] [blame]144FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMDilatedConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDilatedConvolutionLayerDataset(),
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]145 framework::dataset::make("ReshapeWeights", { true })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]146 framework::dataset::make("DataType", DataType::F32)),
Georgios Pinitas19ea4192018-06-19 13:09:53 +0100[diff] [blame]147 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]148 framework::dataset::make("ActivationLayerInfo", ActivationLayerInfo())))
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]149{
150 // Validate output
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]151 validate(CLAccessor(_target), _reference, rel_tolerance_f32);
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]152}
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]153
Michalis Spyroue2503892018-04-23 15:17:31 +0100[diff] [blame]154FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMDilatedConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDilatedConvolutionLayerDataset(),
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]155 framework::dataset::make("ReshapeWeights", { true })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]156 framework::dataset::make("DataType", DataType::F32)),
Georgios Pinitas19ea4192018-06-19 13:09:53 +0100[diff] [blame]157 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]158 framework::dataset::make("ActivationLayerInfo", ActivationLayerInfo())))
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]159{
160 // Validate output
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]161 validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]162}
163TEST_SUITE_END()
164TEST_SUITE_END()
165
166template <typename T>
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]167using CLGEMMDilatedConvolutionLayerQuantizedFixture = ConvolutionValidationQuantizedFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>;
168
169TEST_SUITE(Quantized)
170TEST_SUITE(QASYMM8)
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]171FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMDilatedConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
Georgios Pinitas19ea4192018-06-19 13:09:53 +0100[diff] [blame]172 combine(combine(combine(combine(combine(datasets::SmallDilatedConvolutionLayerDataset(),
173 framework::dataset::make("ReshapeWeights", { true })),
174 framework::dataset::make("DataType", DataType::QASYMM8)),
175 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]176 framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 10) })),
177 framework::dataset::make("ActivationLayerInfo", { ActivationLayerInfo() })))
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]178{
179 // Validate output
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]180 validate(CLAccessor(_target), _reference, abs_tolerance_qasymm8);
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]181}
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]182
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]183FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMDilatedConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY,
Georgios Pinitas19ea4192018-06-19 13:09:53 +0100[diff] [blame]184 combine(combine(combine(combine(combine(datasets::LargeDilatedConvolutionLayerDataset(),
185 framework::dataset::make("ReshapeWeights", { true })),
186 framework::dataset::make("DataType", DataType::QASYMM8)),
187 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
Isabella Gottardi3f217ec2018-02-12 14:59:19 +0000[diff] [blame]188 framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 0) })),
189 framework::dataset::make("ActivationLayerInfo", { ActivationLayerInfo() })))
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]190{
191 // Validate output
Gian Marco Iodicebcafc4d2018-08-17 11:02:54 +0100[diff] [blame]192 validate(CLAccessor(_target), _reference, abs_tolerance_qasymm8);
Alex Gilday7da29b62018-03-23 14:16:00 +0000[diff] [blame]193}
194TEST_SUITE_END()
195TEST_SUITE_END()
196
197TEST_SUITE_END()
198TEST_SUITE_END()
199} // namespace validation
200} // namespace test
201} // namespace arm_compute