Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 1 | /* |
Gian Marco | 20d7848 | 2018-01-11 15:10:58 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [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, |
| 21 | * OUT OF OR IN CONCLCTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 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" |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 28 | #include "arm_compute/runtime/CL/functions/CLGEMMConvolutionLayer.h" |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 29 | #include "tests/CL/CLAccessor.h" |
| 30 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 31 | #include "tests/datasets/LargeConvolutionLayerDataset.h" |
| 32 | #include "tests/datasets/SmallConvolutionLayerDataset.h" |
Anthony Barbier | 1c0d0ff | 2018-01-31 13:05:09 +0000 | [diff] [blame] | 33 | #include "tests/datasets/TinyConvolutionLayerDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 34 | #include "tests/framework/Asserts.h" |
| 35 | #include "tests/framework/Macros.h" |
| 36 | #include "tests/framework/datasets/Datasets.h" |
| 37 | #include "tests/validation/Validation.h" |
| 38 | #include "tests/validation/fixtures/ConvolutionLayerFixture.h" |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 39 | |
| 40 | namespace arm_compute |
| 41 | { |
| 42 | namespace test |
| 43 | { |
| 44 | namespace validation |
| 45 | { |
| 46 | namespace |
| 47 | { |
Georgios Pinitas | 5e20753 | 2018-04-27 14:38:16 +0100 | [diff] [blame] | 48 | constexpr AbsoluteTolerance<float> absolute_tolerance_float(0.0001f); /**< Absolute Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
steniu01 | f81652d | 2017-09-11 15:29:12 +0100 | [diff] [blame] | 49 | RelativeTolerance<float> tolerance_f32(0.05f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
| 50 | RelativeTolerance<half_float::half> tolerance_f16(half_float::half(0.2)); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ |
Georgios Pinitas | 51e53a3 | 2018-10-22 13:49:08 +0100 | [diff] [blame] | 51 | constexpr AbsoluteTolerance<float> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ |
steniu01 | f81652d | 2017-09-11 15:29:12 +0100 | [diff] [blame] | 52 | constexpr float tolerance_num = 0.07f; /**< Tolerance number */ |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 53 | |
| 54 | /** CNN data types */ |
| 55 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 56 | { |
| 57 | DataType::F16, |
| 58 | DataType::F32, |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 59 | DataType::QASYMM8, |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 60 | }); |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 61 | |
| 62 | /** Grouped CNN data types */ |
| 63 | const auto GroupedCNNDataTypes = framework::dataset::make("DataType", |
| 64 | { |
| 65 | DataType::F16, |
| 66 | DataType::F32 |
| 67 | }); |
| 68 | |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 69 | const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo", |
| 70 | { |
| 71 | ActivationLayerInfo(), |
| 72 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 73 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.5f), |
| 74 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 0.5f) |
| 75 | }); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 76 | } // namespace |
| 77 | |
| 78 | TEST_SUITE(CL) |
| 79 | TEST_SUITE(ConvolutionLayer) |
| 80 | |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 81 | DATA_TEST_CASE(ValidateConvolutionMethod, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip( |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 82 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32), |
| 83 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32), |
| 84 | TensorInfo(TensorShape(23U, 27U, 5U, 4U), 1, DataType::F32), |
| 85 | TensorInfo(TensorShape(23U, 27U, 31U, 4U), 1, DataType::F32), |
| 86 | TensorInfo(TensorShape(3U, 3U, 2U, 1U), 1, DataType::F32), |
| 87 | TensorInfo(TensorShape(33U, 27U, 7U, 4U), 1, DataType::F32), |
| 88 | TensorInfo(TensorShape(17U, 31U, 32U), 1, DataType::F32), |
| 89 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 90 | }), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 91 | framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32), |
| 92 | TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32), |
| 93 | TensorInfo(TensorShape(3U, 3U, 5U, 21U), 1, DataType::F32), |
| 94 | TensorInfo(TensorShape(3U, 3U, 31U, 21U), 1, DataType::F32), |
| 95 | TensorInfo(TensorShape(3U, 3U, 5U, 21U), 1, DataType::F32), |
| 96 | TensorInfo(TensorShape(5U, 5U, 7U, 16U), 1, DataType::F16), |
| 97 | TensorInfo(TensorShape(5U, 5U, 32U, 19U), 1, DataType::F32), |
| 98 | TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 99 | })), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 100 | framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32), |
| 101 | TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32), |
| 102 | TensorInfo(TensorShape(21U, 25U, 21U, 4U), 1, DataType::F32), |
| 103 | TensorInfo(TensorShape(21U, 25U, 21U, 4U), 1, DataType::F32), |
| 104 | TensorInfo(TensorShape(11U, 25U, 21U), 1, DataType::F32), |
| 105 | TensorInfo(TensorShape(11U, 12U, 16U, 4U), 1, DataType::F32), |
| 106 | TensorInfo(TensorShape(17U, 31U, 19U), 1, DataType::F32), |
| 107 | TensorInfo(TensorShape(17U, 31U, 19U), 1, DataType::F32) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 108 | })), |
| 109 | framework::dataset::make("ConvInfo", { PadStrideInfo(1, 2, 1, 1), |
| 110 | PadStrideInfo(1, 2, 1, 1), |
| 111 | PadStrideInfo(1, 1, 0, 0), |
Gian Marco Iodice | a8aef29 | 2018-05-14 14:21:39 +0100 | [diff] [blame] | 112 | PadStrideInfo(1, 1, 0, 0), |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 113 | PadStrideInfo(2, 1, 0, 0), |
| 114 | PadStrideInfo(3, 2, 1, 0), |
| 115 | PadStrideInfo(1, 1, 2, 2), |
| 116 | PadStrideInfo(1, 1, 2, 2) |
| 117 | })), |
| 118 | framework::dataset::make("GpuTarget", { GPUTarget::BIFROST, |
| 119 | GPUTarget::MIDGARD, |
| 120 | GPUTarget::G71, |
Gian Marco Iodice | a8aef29 | 2018-05-14 14:21:39 +0100 | [diff] [blame] | 121 | GPUTarget::G71, |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 122 | GPUTarget::MIDGARD, |
| 123 | GPUTarget::BIFROST, |
| 124 | GPUTarget::BIFROST, |
| 125 | GPUTarget::BIFROST |
| 126 | })), |
| 127 | framework::dataset::make("Dilation", |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 128 | { |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 129 | Size2D(1U, 1U), |
| 130 | Size2D(1U, 1U), |
| 131 | Size2D(1U, 1U), |
| 132 | Size2D(1U, 1U), |
| 133 | Size2D(1U, 1U), |
| 134 | Size2D(1U, 1U), |
Gian Marco Iodice | a8aef29 | 2018-05-14 14:21:39 +0100 | [diff] [blame] | 135 | Size2D(1U, 1U), |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 136 | Size2D(2U, 1U), |
| 137 | })), |
Gian Marco Iodice | a8aef29 | 2018-05-14 14:21:39 +0100 | [diff] [blame] | 138 | framework::dataset::make("EnableFastMath", { false, false, false, false, false, false, true, true })), |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 139 | framework::dataset::make("Expected", |
| 140 | { |
Gian Marco Iodice | a8aef29 | 2018-05-14 14:21:39 +0100 | [diff] [blame] | 141 | ConvolutionMethod::GEMM, ConvolutionMethod::GEMM, ConvolutionMethod::GEMM, ConvolutionMethod::WINOGRAD, ConvolutionMethod::GEMM, ConvolutionMethod::GEMM, ConvolutionMethod::WINOGRAD, ConvolutionMethod::GEMM, |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 142 | })), |
| 143 | input_info, weights_info, output_info, conv_info, gpu_target, dilation, enable_fast_math, expected) |
| 144 | { |
| 145 | ConvolutionMethod is_valid = CLConvolutionLayer::get_convolution_method(&input_info.clone()->set_is_resizable(true), |
| 146 | &weights_info.clone()->set_is_resizable(true), |
| 147 | &output_info.clone()->set_is_resizable(true), conv_info, |
| 148 | WeightsInfo(), |
| 149 | ActivationLayerInfo(), |
| 150 | gpu_target, |
| 151 | dilation, |
| 152 | enable_fast_math); |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 153 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 154 | } |
| 155 | TEST_SUITE_END() |
| 156 | |
| 157 | TEST_SUITE(GEMMConvolutionLayer) |
| 158 | |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 159 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(framework::dataset::concat(datasets::SmallConvolutionLayerDataset(), datasets::LargeConvolutionLayerDataset()), |
| 160 | CNNDataTypes), |
| 161 | ActivationFunctionsDataset), |
| 162 | input_shape, weights_shape, bias_shape, output_shape, info, dilation, data_type, act_info) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 163 | { |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 164 | auto bias_data_type = is_data_type_quantized_asymmetric(data_type) ? DataType::S32 : data_type; |
| 165 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 166 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 167 | CLTensor src = create_tensor<CLTensor>(input_shape, data_type, 1, QuantizationInfo(2.f / 255.f, 127)); |
| 168 | CLTensor weights = create_tensor<CLTensor>(weights_shape, data_type, 1, QuantizationInfo(2.f / 255.f, 127)); |
| 169 | CLTensor bias = create_tensor<CLTensor>(bias_shape, bias_data_type, 1, QuantizationInfo(2.f / 255.f, 127)); |
| 170 | CLTensor dst = create_tensor<CLTensor>(output_shape, data_type, 1, QuantizationInfo(2.f / 255.f, 127)); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 171 | |
| 172 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 173 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 174 | ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 175 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 176 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 177 | const QuantizationInfo src_quantization_info = src.info()->quantization_info(); |
| 178 | const QuantizationInfo weights_quantization_info = weights.info()->quantization_info(); |
| 179 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 180 | // Create and configure function |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 181 | CLGEMMConvolutionLayer conv; |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 182 | conv.configure(&src, &weights, &bias, &dst, info, WeightsInfo(), dilation, act_info); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 183 | |
| 184 | // Validate valid region |
| 185 | const ValidRegion src_valid_region = shape_to_valid_region(input_shape); |
| 186 | const ValidRegion weights_valid_region = shape_to_valid_region(weights_shape); |
| 187 | const ValidRegion bias_valid_region = shape_to_valid_region(bias_shape); |
| 188 | const ValidRegion dst_valid_region = shape_to_valid_region(output_shape); |
| 189 | |
| 190 | validate(src.info()->valid_region(), src_valid_region); |
| 191 | validate(weights.info()->valid_region(), weights_valid_region); |
| 192 | validate(bias.info()->valid_region(), bias_valid_region); |
| 193 | validate(dst.info()->valid_region(), dst_valid_region); |
| 194 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 195 | // Validate QuantizationInfo |
| 196 | ARM_COMPUTE_EXPECT(src.info()->quantization_info() == src_quantization_info, framework::LogLevel::ERRORS); |
| 197 | ARM_COMPUTE_EXPECT(weights.info()->quantization_info() == weights_quantization_info, framework::LogLevel::ERRORS); |
| 198 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 199 | // Validate padding |
| 200 | //TODO(COMPMID-415) Need to validate padding? |
| 201 | } |
| 202 | |
| 203 | template <typename T> |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 204 | using CLGEMMConvolutionLayerFixture = ConvolutionValidationFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>; |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 205 | |
| 206 | TEST_SUITE(Float) |
| 207 | TEST_SUITE(FP16) |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 208 | |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 209 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallConvolutionLayerDataset(), |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 210 | framework::dataset::make("ReshapeWeights", { true })), |
| 211 | framework::dataset::make("DataType", |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 212 | DataType::F16)), |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 213 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 214 | ActivationFunctionsDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 215 | { |
| 216 | // Validate output |
steniu01 | 3e05e4e | 2017-08-25 17:18:01 +0100 | [diff] [blame] | 217 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 218 | } |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 219 | |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 220 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeConvolutionLayerDataset(), |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 221 | framework::dataset::make("ReshapeWeights", { true })), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 222 | framework::dataset::make("DataType", |
| 223 | DataType::F16)), |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 224 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 225 | ActivationFunctionsDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 226 | { |
| 227 | // Validate output |
steniu01 | 3e05e4e | 2017-08-25 17:18:01 +0100 | [diff] [blame] | 228 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 229 | } |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 230 | TEST_SUITE_END() // FP16 |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 231 | |
| 232 | TEST_SUITE(FP32) |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 233 | |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 234 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallConvolutionLayerDataset(), |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 235 | framework::dataset::make("ReshapeWeights", { true })), |
| 236 | framework::dataset::make("DataType", |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 237 | DataType::F32)), |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 238 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 239 | ActivationFunctionsDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 240 | { |
| 241 | // Validate output |
| 242 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 243 | } |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 244 | |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 245 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeConvolutionLayerDataset(), |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 246 | framework::dataset::make("ReshapeWeights", { true })), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 247 | framework::dataset::make("DataType", |
| 248 | DataType::F32)), |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 249 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 250 | ActivationFunctionsDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 251 | { |
| 252 | // Validate output |
Georgios Pinitas | 5e20753 | 2018-04-27 14:38:16 +0100 | [diff] [blame] | 253 | validate(CLAccessor(_target), _reference, tolerance_f32, 0.f, absolute_tolerance_float); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 254 | } |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 255 | TEST_SUITE_END() // FP32 |
| 256 | TEST_SUITE_END() // Float |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 257 | |
| 258 | template <typename T> |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 259 | using CLGEMMConvolutionLayerQuantizedFixture = ConvolutionValidationQuantizedFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>; |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 260 | |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 261 | const auto QuantizedActivationFunctionsDataset = framework::dataset::make("ActivationInfo", |
| 262 | { |
| 263 | ActivationLayerInfo(), |
| 264 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 265 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 6.f) |
| 266 | }); |
| 267 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 268 | TEST_SUITE(Quantized) |
| 269 | TEST_SUITE(QASYMM8) |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 270 | |
Gian Marco Iodice | 3139f03 | 2018-11-05 14:26:32 +0000 | [diff] [blame] | 271 | const auto QuantizationData = framework::dataset::make("QuantizationInfo", |
| 272 | { |
| 273 | QuantizationInfo(0.5f, 10), |
| 274 | QuantizationInfo(0.3f, 3), |
| 275 | QuantizationInfo(1.f, 10), |
| 276 | }); |
| 277 | |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 278 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallConvolutionLayerDataset(), |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 279 | framework::dataset::make("ReshapeWeights", { true })), |
| 280 | framework::dataset::make("DataType", DataType::QASYMM8)), |
Gian Marco Iodice | dff601d | 2018-08-09 13:28:41 +0100 | [diff] [blame] | 281 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Gian Marco Iodice | 3139f03 | 2018-11-05 14:26:32 +0000 | [diff] [blame] | 282 | QuantizationData), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 283 | QuantizedActivationFunctionsDataset)) |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 284 | { |
| 285 | // Validate output |
| 286 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 287 | } |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 288 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(datasets::LargeConvolutionLayerDataset(), |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 289 | framework::dataset::make("ReshapeWeights", { true })), |
| 290 | framework::dataset::make("DataType", DataType::QASYMM8)), |
Gian Marco Iodice | dff601d | 2018-08-09 13:28:41 +0100 | [diff] [blame] | 291 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Gian Marco Iodice | 3139f03 | 2018-11-05 14:26:32 +0000 | [diff] [blame] | 292 | QuantizationData), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 293 | QuantizedActivationFunctionsDataset)) |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 294 | { |
| 295 | // Validate output |
| 296 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 297 | } |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 298 | TEST_SUITE_END() // QASYMM8 |
| 299 | TEST_SUITE_END() // Quantized |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 300 | |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 301 | TEST_SUITE_END() // GEMMConvolutionLayer |
| 302 | |
| 303 | template <typename T> |
| 304 | using CLGEMMGroupedConvolutionLayerFixture = ConvolutionValidationFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>; |
| 305 | |
| 306 | TEST_SUITE(GroupedGEMMConvolutionLayer) |
| 307 | |
| 308 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(framework::dataset::concat(datasets::SmallGroupedConvolutionLayerDataset(), datasets::LargeGroupedConvolutionLayerDataset()), |
| 309 | GroupedCNNDataTypes), |
| 310 | ActivationFunctionsDataset), |
| 311 | input_shape, weights_shape, bias_shape, output_shape, info, dilation, data_type, act_info) |
| 312 | { |
| 313 | ARM_COMPUTE_ERROR_ON((input_shape[2] % weights_shape[2]) != 0); |
| 314 | |
| 315 | // The number of groups is calculated dividing the number of input channels of the input tensor by the number of input channels of the weights shape |
| 316 | const int num_groups = input_shape[2] / weights_shape[2]; |
| 317 | |
| 318 | // Create tensors |
| 319 | CLTensor src = create_tensor<CLTensor>(input_shape, data_type); |
| 320 | CLTensor weights = create_tensor<CLTensor>(weights_shape, data_type, 1); |
| 321 | CLTensor bias = create_tensor<CLTensor>(bias_shape, data_type, 1); |
| 322 | CLTensor dst = create_tensor<CLTensor>(output_shape, data_type, 1); |
| 323 | |
| 324 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 325 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 326 | ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 327 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 328 | |
| 329 | // Create and configure function |
| 330 | CLGEMMConvolutionLayer conv; |
| 331 | conv.configure(&src, &weights, &bias, &dst, info, WeightsInfo(), dilation, act_info, num_groups); |
| 332 | |
| 333 | // Validate valid region |
| 334 | const ValidRegion src_valid_region = shape_to_valid_region(input_shape); |
| 335 | const ValidRegion weights_valid_region = shape_to_valid_region(weights_shape); |
| 336 | const ValidRegion bias_valid_region = shape_to_valid_region(bias_shape); |
| 337 | const ValidRegion dst_valid_region = shape_to_valid_region(output_shape); |
| 338 | |
| 339 | validate(src.info()->valid_region(), src_valid_region); |
| 340 | validate(weights.info()->valid_region(), weights_valid_region); |
| 341 | validate(bias.info()->valid_region(), bias_valid_region); |
| 342 | validate(dst.info()->valid_region(), dst_valid_region); |
| 343 | |
| 344 | // Validate padding |
| 345 | //TODO(COMPMID-415) Need to validate padding? |
| 346 | } |
| 347 | |
| 348 | TEST_SUITE(Float) |
| 349 | TEST_SUITE(FP32) |
| 350 | |
| 351 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMGroupedConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallGroupedConvolutionLayerDataset(), |
| 352 | framework::dataset::make("ReshapeWeights", { true })), |
| 353 | framework::dataset::make("DataType", DataType::F32)), |
| 354 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 355 | ActivationFunctionsDataset)) |
| 356 | { |
| 357 | // Validate output |
| 358 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 359 | } |
| 360 | |
| 361 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMGroupedConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeGroupedConvolutionLayerDataset(), |
| 362 | framework::dataset::make("ReshapeWeights", { true })), |
| 363 | framework::dataset::make("DataType", DataType::F32)), |
| 364 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 365 | ActivationFunctionsDataset)) |
| 366 | { |
| 367 | // Validate output |
| 368 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 369 | } |
| 370 | TEST_SUITE_END() // FP32 |
| 371 | |
| 372 | TEST_SUITE(FP16) |
| 373 | |
| 374 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMGroupedConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallGroupedConvolutionLayerDataset(), |
| 375 | framework::dataset::make("ReshapeWeights", { true })), |
| 376 | framework::dataset::make("DataType", DataType::F16)), |
| 377 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 378 | ActivationFunctionsDataset)) |
| 379 | { |
| 380 | // Validate output |
| 381 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 382 | } |
| 383 | |
| 384 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMGroupedConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeGroupedConvolutionLayerDataset(), |
| 385 | framework::dataset::make("ReshapeWeights", { true })), |
| 386 | framework::dataset::make("DataType", DataType::F16)), |
| 387 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 388 | ActivationFunctionsDataset)) |
| 389 | { |
| 390 | // Validate output |
| 391 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 392 | } |
| 393 | TEST_SUITE_END() // FP16 |
| 394 | TEST_SUITE_END() // Float |
| 395 | |
| 396 | TEST_SUITE_END() // GroupedGEMMConvolutionLayer |
| 397 | TEST_SUITE_END() // CL |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 398 | } // namespace validation |
| 399 | } // namespace test |
| 400 | } // namespace arm_compute |