Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2017-2019 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, |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [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" |
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 | }); |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 76 | const auto ActivationFunctionsSmallDataset = framework::dataset::make("ActivationInfo", |
| 77 | { |
| 78 | ActivationLayerInfo(), |
| 79 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 0.5f) |
| 80 | }); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 81 | } // namespace |
| 82 | |
| 83 | TEST_SUITE(CL) |
| 84 | TEST_SUITE(ConvolutionLayer) |
| 85 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 86 | // *INDENT-OFF* |
| 87 | // clang-format off |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 88 | DATA_TEST_CASE(ValidateConvolutionMethod, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip( |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 89 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32), // Select GEMM |
| 90 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32), // Select GEMM |
| 91 | TensorInfo(TensorShape(23U, 27U, 5U, 4U), 1, DataType::F32), // Select GEMM |
| 92 | TensorInfo(TensorShape(23U, 27U, 31U, 4U), 1, DataType::F32), // Select WINOGRAD |
| 93 | TensorInfo(TensorShape(3U, 3U, 2U, 1U), 1, DataType::F32), // Select GEMM |
| 94 | TensorInfo(TensorShape(33U, 27U, 7U, 4U), 1, DataType::F32), // Select GEMM |
| 95 | TensorInfo(TensorShape(17U, 31U, 32U), 1, DataType::F32), // Select WINOGRAD |
| 96 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32) // Select GEMM |
| 97 | }), |
| 98 | framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32), |
| 99 | TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32), |
| 100 | TensorInfo(TensorShape(3U, 3U, 5U, 21U), 1, DataType::F32), |
| 101 | TensorInfo(TensorShape(3U, 3U, 31U, 21U), 1, DataType::F32), |
| 102 | TensorInfo(TensorShape(3U, 3U, 5U, 21U), 1, DataType::F32), |
| 103 | TensorInfo(TensorShape(5U, 5U, 7U, 16U), 1, DataType::F16), |
| 104 | TensorInfo(TensorShape(5U, 5U, 32U, 19U), 1, DataType::F32), |
| 105 | TensorInfo(TensorShape(5U, 5U, 2U, 19U), 1, DataType::F32) |
| 106 | })), |
| 107 | framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32), |
| 108 | TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32), |
| 109 | TensorInfo(TensorShape(21U, 25U, 21U, 4U), 1, DataType::F32), |
| 110 | TensorInfo(TensorShape(21U, 25U, 21U, 4U), 1, DataType::F32), |
| 111 | TensorInfo(TensorShape(11U, 25U, 21U), 1, DataType::F32), |
| 112 | TensorInfo(TensorShape(11U, 12U, 16U, 4U), 1, DataType::F32), |
| 113 | TensorInfo(TensorShape(17U, 31U, 19U), 1, DataType::F32), |
| 114 | TensorInfo(TensorShape(17U, 31U, 19U), 1, DataType::F32) |
| 115 | })), |
| 116 | framework::dataset::make("ConvInfo", { PadStrideInfo(1, 2, 1, 1), |
| 117 | PadStrideInfo(1, 2, 1, 1), |
| 118 | PadStrideInfo(1, 1, 0, 0), |
| 119 | PadStrideInfo(1, 1, 0, 0), |
| 120 | PadStrideInfo(2, 1, 0, 0), |
| 121 | PadStrideInfo(3, 2, 1, 0), |
| 122 | PadStrideInfo(1, 1, 2, 2), |
| 123 | PadStrideInfo(1, 1, 2, 2) |
| 124 | })), |
| 125 | framework::dataset::make("GpuTarget", { GPUTarget::BIFROST, |
| 126 | GPUTarget::MIDGARD, |
| 127 | GPUTarget::G71, |
| 128 | GPUTarget::G71, |
| 129 | GPUTarget::MIDGARD, |
| 130 | GPUTarget::BIFROST, |
| 131 | GPUTarget::BIFROST, |
| 132 | GPUTarget::BIFROST |
| 133 | })), |
| 134 | framework::dataset::make("Dilation", { Size2D(1U, 1U), |
| 135 | Size2D(1U, 1U), |
| 136 | Size2D(1U, 1U), |
| 137 | Size2D(1U, 1U), |
| 138 | Size2D(1U, 1U), |
| 139 | Size2D(1U, 1U), |
| 140 | Size2D(1U, 1U), |
| 141 | Size2D(2U, 1U), |
| 142 | })), |
| 143 | framework::dataset::make("EnableFastMath", { false, false, false, false, false, false, true, true })), |
| 144 | framework::dataset::make("Expected",{ ConvolutionMethod::GEMM, |
| 145 | ConvolutionMethod::GEMM, |
| 146 | ConvolutionMethod::GEMM, |
| 147 | ConvolutionMethod::WINOGRAD, |
| 148 | ConvolutionMethod::GEMM, |
| 149 | ConvolutionMethod::GEMM, |
| 150 | ConvolutionMethod::WINOGRAD, |
| 151 | ConvolutionMethod::GEMM, |
| 152 | })), |
| 153 | input_info, weights_info, output_info, conv_info, gpu_target, dilation, enable_fast_math, expected) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 154 | { |
| 155 | ConvolutionMethod is_valid = CLConvolutionLayer::get_convolution_method(&input_info.clone()->set_is_resizable(true), |
| 156 | &weights_info.clone()->set_is_resizable(true), |
| 157 | &output_info.clone()->set_is_resizable(true), conv_info, |
| 158 | WeightsInfo(), |
| 159 | ActivationLayerInfo(), |
| 160 | gpu_target, |
| 161 | dilation, |
| 162 | enable_fast_math); |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 163 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 164 | } |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 165 | // clang-format on |
| 166 | // *INDENT-ON* |
| 167 | TEST_SUITE_END() // ConvolutionLayer |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 168 | |
| 169 | TEST_SUITE(GEMMConvolutionLayer) |
| 170 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 171 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallConvolutionLayerDataset(), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 172 | CNNDataTypes), |
| 173 | ActivationFunctionsDataset), |
| 174 | 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] | 175 | { |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 176 | auto bias_data_type = is_data_type_quantized_asymmetric(data_type) ? DataType::S32 : data_type; |
| 177 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 178 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 179 | CLTensor src = create_tensor<CLTensor>(input_shape, data_type, 1, QuantizationInfo(2.f / 255.f, 127)); |
| 180 | CLTensor weights = create_tensor<CLTensor>(weights_shape, data_type, 1, QuantizationInfo(2.f / 255.f, 127)); |
| 181 | CLTensor bias = create_tensor<CLTensor>(bias_shape, bias_data_type, 1, QuantizationInfo(2.f / 255.f, 127)); |
| 182 | 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] | 183 | |
| 184 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 185 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 186 | ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 187 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 188 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 189 | const QuantizationInfo src_quantization_info = src.info()->quantization_info(); |
| 190 | const QuantizationInfo weights_quantization_info = weights.info()->quantization_info(); |
| 191 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 192 | // Create and configure function |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 193 | CLGEMMConvolutionLayer conv; |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 194 | conv.configure(&src, &weights, &bias, &dst, info, WeightsInfo(), dilation, act_info); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 195 | |
| 196 | // Validate valid region |
| 197 | const ValidRegion src_valid_region = shape_to_valid_region(input_shape); |
| 198 | const ValidRegion weights_valid_region = shape_to_valid_region(weights_shape); |
| 199 | const ValidRegion bias_valid_region = shape_to_valid_region(bias_shape); |
| 200 | const ValidRegion dst_valid_region = shape_to_valid_region(output_shape); |
| 201 | |
| 202 | validate(src.info()->valid_region(), src_valid_region); |
| 203 | validate(weights.info()->valid_region(), weights_valid_region); |
| 204 | validate(bias.info()->valid_region(), bias_valid_region); |
| 205 | validate(dst.info()->valid_region(), dst_valid_region); |
| 206 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 207 | // Validate QuantizationInfo |
| 208 | ARM_COMPUTE_EXPECT(src.info()->quantization_info() == src_quantization_info, framework::LogLevel::ERRORS); |
| 209 | ARM_COMPUTE_EXPECT(weights.info()->quantization_info() == weights_quantization_info, framework::LogLevel::ERRORS); |
| 210 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 211 | // Validate padding |
| 212 | //TODO(COMPMID-415) Need to validate padding? |
| 213 | } |
| 214 | |
| 215 | template <typename T> |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 216 | using CLGEMMConvolutionLayerFixture = ConvolutionValidationFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>; |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 217 | |
| 218 | TEST_SUITE(Float) |
| 219 | TEST_SUITE(FP16) |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 220 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 221 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallConvolutionLayerReducedDataset(), |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 222 | framework::dataset::make("ReshapeWeights", { true })), |
| 223 | framework::dataset::make("DataType", |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 224 | DataType::F16)), |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 225 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 226 | ActivationFunctionsSmallDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 227 | { |
| 228 | // Validate output |
steniu01 | 3e05e4e | 2017-08-25 17:18:01 +0100 | [diff] [blame] | 229 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 230 | } |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 231 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 232 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, |
| 233 | combine(combine(combine(combine(framework::dataset::concat(datasets::SmallGroupedConvolutionLayerDataset(), datasets::LargeGroupedConvolutionLayerDataset()), |
| 234 | framework::dataset::make("ReshapeWeights", { true })), |
| 235 | framework::dataset::make("DataType", |
| 236 | DataType::F16)), |
| 237 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 238 | ActivationFunctionsDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 239 | { |
| 240 | // Validate output |
steniu01 | 3e05e4e | 2017-08-25 17:18:01 +0100 | [diff] [blame] | 241 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 242 | } |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 243 | TEST_SUITE_END() // FP16 |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 244 | |
| 245 | TEST_SUITE(FP32) |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 246 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 247 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallConvolutionLayerReducedDataset(), |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 248 | framework::dataset::make("ReshapeWeights", { true })), |
| 249 | framework::dataset::make("DataType", |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 250 | DataType::F32)), |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 251 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 252 | ActivationFunctionsSmallDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 253 | { |
| 254 | // Validate output |
| 255 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 256 | } |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 257 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 258 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, |
| 259 | combine(combine(combine(combine(framework::dataset::concat(datasets::SmallGroupedConvolutionLayerDataset(), datasets::LargeGroupedConvolutionLayerDataset()), |
| 260 | framework::dataset::make("ReshapeWeights", { true })), |
| 261 | framework::dataset::make("DataType", |
| 262 | DataType::F32)), |
| 263 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 264 | ActivationFunctionsDataset)) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 265 | { |
| 266 | // Validate output |
Georgios Pinitas | 5e20753 | 2018-04-27 14:38:16 +0100 | [diff] [blame] | 267 | validate(CLAccessor(_target), _reference, tolerance_f32, 0.f, absolute_tolerance_float); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 268 | } |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 269 | TEST_SUITE_END() // FP32 |
| 270 | TEST_SUITE_END() // Float |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 271 | |
| 272 | template <typename T> |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 273 | using CLGEMMConvolutionLayerQuantizedFixture = ConvolutionValidationQuantizedFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>; |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 274 | |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 275 | const auto QuantizedActivationFunctionsDataset = framework::dataset::make("ActivationInfo", |
| 276 | { |
| 277 | ActivationLayerInfo(), |
| 278 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 279 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 6.f) |
| 280 | }); |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 281 | const auto QuantizedActivationFunctionsSmallDataset = framework::dataset::make("ActivationInfo", |
| 282 | { |
| 283 | ActivationLayerInfo(), |
| 284 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 6.f) |
| 285 | }); |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 286 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 287 | TEST_SUITE(Quantized) |
| 288 | TEST_SUITE(QASYMM8) |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 289 | |
Gian Marco Iodice | 3139f03 | 2018-11-05 14:26:32 +0000 | [diff] [blame] | 290 | const auto QuantizationData = framework::dataset::make("QuantizationInfo", |
| 291 | { |
| 292 | QuantizationInfo(0.5f, 10), |
| 293 | QuantizationInfo(0.3f, 3), |
| 294 | QuantizationInfo(1.f, 10), |
| 295 | }); |
| 296 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 297 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, |
| 298 | combine(combine(combine(combine(combine(datasets::SmallConvolutionLayerReducedDataset(), |
| 299 | framework::dataset::make("ReshapeWeights", { true })), |
| 300 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 301 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 302 | QuantizationData), |
| 303 | QuantizedActivationFunctionsSmallDataset)) |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 304 | { |
| 305 | // Validate output |
| 306 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 307 | } |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 308 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, |
| 309 | combine(combine(combine(combine(combine(framework::dataset::concat(datasets::SmallGroupedConvolutionLayerDataset(), datasets::LargeGroupedConvolutionLayerDataset()), |
| 310 | framework::dataset::make("ReshapeWeights", { true })), |
| 311 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 312 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 313 | QuantizationData), |
| 314 | QuantizedActivationFunctionsDataset)) |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 315 | { |
| 316 | // Validate output |
| 317 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 318 | } |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 319 | TEST_SUITE_END() // QASYMM8 |
| 320 | TEST_SUITE_END() // Quantized |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 321 | |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 322 | TEST_SUITE_END() // GEMMConvolutionLayer |
| 323 | |
| 324 | template <typename T> |
| 325 | using CLGEMMGroupedConvolutionLayerFixture = ConvolutionValidationFixture<CLTensor, CLAccessor, CLGEMMConvolutionLayer, T>; |
| 326 | |
| 327 | TEST_SUITE(GroupedGEMMConvolutionLayer) |
| 328 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 329 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallConvolutionLayerReducedDataset(), |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 330 | GroupedCNNDataTypes), |
| 331 | ActivationFunctionsDataset), |
| 332 | input_shape, weights_shape, bias_shape, output_shape, info, dilation, data_type, act_info) |
| 333 | { |
| 334 | ARM_COMPUTE_ERROR_ON((input_shape[2] % weights_shape[2]) != 0); |
| 335 | |
| 336 | // 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 |
| 337 | const int num_groups = input_shape[2] / weights_shape[2]; |
| 338 | |
| 339 | // Create tensors |
| 340 | CLTensor src = create_tensor<CLTensor>(input_shape, data_type); |
| 341 | CLTensor weights = create_tensor<CLTensor>(weights_shape, data_type, 1); |
| 342 | CLTensor bias = create_tensor<CLTensor>(bias_shape, data_type, 1); |
| 343 | CLTensor dst = create_tensor<CLTensor>(output_shape, data_type, 1); |
| 344 | |
| 345 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 346 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 347 | ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 348 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 349 | |
| 350 | // Create and configure function |
| 351 | CLGEMMConvolutionLayer conv; |
| 352 | conv.configure(&src, &weights, &bias, &dst, info, WeightsInfo(), dilation, act_info, num_groups); |
| 353 | |
| 354 | // Validate valid region |
| 355 | const ValidRegion src_valid_region = shape_to_valid_region(input_shape); |
| 356 | const ValidRegion weights_valid_region = shape_to_valid_region(weights_shape); |
| 357 | const ValidRegion bias_valid_region = shape_to_valid_region(bias_shape); |
| 358 | const ValidRegion dst_valid_region = shape_to_valid_region(output_shape); |
| 359 | |
| 360 | validate(src.info()->valid_region(), src_valid_region); |
| 361 | validate(weights.info()->valid_region(), weights_valid_region); |
| 362 | validate(bias.info()->valid_region(), bias_valid_region); |
| 363 | validate(dst.info()->valid_region(), dst_valid_region); |
| 364 | |
| 365 | // Validate padding |
| 366 | //TODO(COMPMID-415) Need to validate padding? |
| 367 | } |
| 368 | |
| 369 | TEST_SUITE(Float) |
| 370 | TEST_SUITE(FP32) |
| 371 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 372 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMGroupedConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallConvolutionLayerReducedDataset(), |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 373 | framework::dataset::make("ReshapeWeights", { true })), |
| 374 | framework::dataset::make("DataType", DataType::F32)), |
| 375 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 376 | ActivationFunctionsSmallDataset)) |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 377 | { |
| 378 | // Validate output |
| 379 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 380 | } |
| 381 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 382 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMGroupedConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, |
| 383 | combine(combine(combine(combine(framework::dataset::concat(datasets::SmallGroupedConvolutionLayerDataset(), datasets::LargeGroupedConvolutionLayerDataset()), |
| 384 | framework::dataset::make("ReshapeWeights", { true })), |
| 385 | framework::dataset::make("DataType", DataType::F32)), |
| 386 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 387 | ActivationFunctionsDataset)) |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 388 | { |
| 389 | // Validate output |
| 390 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 391 | } |
| 392 | TEST_SUITE_END() // FP32 |
| 393 | |
| 394 | TEST_SUITE(FP16) |
| 395 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 396 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMGroupedConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallConvolutionLayerReducedDataset(), |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 397 | framework::dataset::make("ReshapeWeights", { true })), |
| 398 | framework::dataset::make("DataType", DataType::F16)), |
| 399 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 400 | ActivationFunctionsSmallDataset)) |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 401 | { |
| 402 | // Validate output |
| 403 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 404 | } |
| 405 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame^] | 406 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMGroupedConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, |
| 407 | combine(combine(combine(combine(framework::dataset::concat(datasets::SmallGroupedConvolutionLayerDataset(), datasets::LargeGroupedConvolutionLayerDataset()), |
| 408 | framework::dataset::make("ReshapeWeights", { true })), |
| 409 | framework::dataset::make("DataType", DataType::F16)), |
| 410 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 411 | ActivationFunctionsDataset)) |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 412 | { |
| 413 | // Validate output |
| 414 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 415 | } |
| 416 | TEST_SUITE_END() // FP16 |
| 417 | TEST_SUITE_END() // Float |
| 418 | |
| 419 | TEST_SUITE_END() // GroupedGEMMConvolutionLayer |
| 420 | TEST_SUITE_END() // CL |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 421 | } // namespace validation |
| 422 | } // namespace test |
| 423 | } // namespace arm_compute |