Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2019 ARM Limited. |
| 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 CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 24 | #include "arm_compute/core/NEON/kernels/NEDepthwiseConvolutionLayerNativeKernel.h" |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 25 | #include "tests/NEON/Accessor.h" |
| 26 | #include "tests/NEON/Helper.h" |
| 27 | #include "tests/framework/Macros.h" |
| 28 | #include "tests/framework/datasets/Datasets.h" |
| 29 | #include "tests/validation/Validation.h" |
| 30 | #include "tests/validation/fixtures/DepthwiseConvolutionLayerFixture.h" |
| 31 | |
| 32 | namespace arm_compute |
| 33 | { |
| 34 | namespace test |
| 35 | { |
| 36 | namespace validation |
| 37 | { |
| 38 | using namespace arm_compute::misc::shape_calculator; |
| 39 | |
| 40 | // Create function for NEDepthwiseConvolutionLayerKernel |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 41 | using NEDepthwiseConvolutionLayerNative = NESynthetizeFunctionWithZeroConstantKernelBorder<NEDepthwiseConvolutionLayerNativeKernel>; |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 42 | |
| 43 | // Fixture for NEDepthwiseConvolutionLayerKernel |
| 44 | template <typename T> |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 45 | using NEDepthwiseConvolutionLayerNativeFixture = DepthwiseConvolutionLayerNativeValidationFixture<Tensor, Accessor, NEDepthwiseConvolutionLayerNative, T>; |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 46 | |
| 47 | namespace |
| 48 | { |
| 49 | // *INDENT-OFF* |
| 50 | // clang-format off |
| 51 | RelativeTolerance<float> rel_tolerance_f32(0.001f); |
| 52 | constexpr float abs_tolerance_f32(0.0001f); |
| 53 | |
| 54 | /** Width values to test - Precommit */ |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 55 | const auto width_values_precommit = framework::dataset::make("width", { 17U } ); |
| 56 | |
| 57 | /** Width values to test - Nightly */ |
| 58 | const auto width_values_nightly = framework::dataset::make("width", { 53U, 47U } ); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 59 | |
| 60 | /** Height values to test - Precommit */ |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 61 | const auto height_values_precommit = framework::dataset::make("height", { 19U } ); |
| 62 | |
| 63 | /** Height values to test - Nightly */ |
| 64 | const auto height_values_nightly = framework::dataset::make("height", { 39U, 43U } ); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 65 | |
| 66 | /** Channel values to test - Precommit */ |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 67 | const auto channel_values_precommit = framework::dataset::make("channels", { 15U }); |
| 68 | |
| 69 | /** Channel values to test - Nightly */ |
| 70 | const auto channel_values_nightly = framework::dataset::make("channels", { 33U, 19U }); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 71 | |
| 72 | /** Batch values to test - Precommit */ |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 73 | const auto batch_values_precommit = framework::dataset::make("batch", { 1U, 2U }); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 74 | |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 75 | /** Batch values to test - Nightly */ |
| 76 | const auto batch_values_nightly = framework::dataset::make("batch", { 1U, 3U }); |
| 77 | |
Giorgio Arena | 1720358 | 2019-08-02 16:00:41 +0100 | [diff] [blame] | 78 | /** Kernel size values to test - Precommit */ |
| 79 | const auto kernel_sz_values_precommit = framework::dataset::make("kernel_size", { Size2D(1U, 1U), Size2D(1U, 3U) }); |
| 80 | |
| 81 | /** Kernel size values to test - Nightly */ |
| 82 | const auto kernel_sz_values_nightly = framework::dataset::make("kernel_size", { Size2D(3U, 5U), Size2D(5U, 1U), Size2D(1U, 7U), Size2D(9U, 7U) }); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 83 | |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 84 | /** Depth multiplier values to test - All */ |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 85 | const auto depth_multiplier_values = framework::dataset::make("depth_multiplier", { 1U, 3U }); |
| 86 | |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 87 | /** Dilation values to test - All */ |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 88 | const auto dilation_values = framework::dataset::make("dilation", { Size2D(1U, 1U), Size2D(3U, 3U) }); |
| 89 | |
| 90 | /** Stride values to test - All */ |
| 91 | const auto stride_values = framework::dataset::make("stride", { Size2D(1U, 1U), Size2D(3U, 2U) }); |
| 92 | |
| 93 | /** Padding values to test - All */ |
| 94 | const auto padding_valid_values = framework::dataset::make("padding_valid", { true, false }); |
| 95 | |
| 96 | /** Data type values to test - All */ |
| 97 | const auto data_type_values = framework::dataset::make("data_type", { DataType::F32 }); |
| 98 | |
| 99 | /** Data layout values to test - All */ |
| 100 | const auto data_layout_values = framework::dataset::make("data_layout", { DataLayout::NHWC }); |
| 101 | |
| 102 | /** Configuration test */ |
| 103 | void validate_configuration(size_t width_value, size_t height_value, size_t channel_value, size_t batch_value, Size2D kernel_sz_value, size_t depth_multiplier_value, Size2D dilation_value, Size2D stride_value, bool padding_valid_value, DataType data_type_value, DataLayout data_layout_value) |
| 104 | { |
| 105 | TensorShape src_shape(width_value, height_value, channel_value, batch_value); |
| 106 | TensorShape weights_shape(kernel_sz_value.width, kernel_sz_value.height, channel_value * depth_multiplier_value); |
| 107 | TensorShape biases_shape(channel_value * depth_multiplier_value); |
| 108 | |
| 109 | if(data_layout_value == DataLayout::NHWC) |
| 110 | { |
| 111 | permute(src_shape, PermutationVector(2U, 0U, 1U, 3U)); |
| 112 | permute(weights_shape, PermutationVector(2U, 0U, 1U)); |
| 113 | } |
| 114 | |
| 115 | TensorInfo src_info(src_shape, 1, data_type_value); |
| 116 | TensorInfo weights_info(weights_shape, 1, data_type_value); |
| 117 | TensorInfo biases_info(biases_shape, 1, data_type_value); |
| 118 | |
| 119 | src_info.set_data_layout(data_layout_value); |
| 120 | weights_info.set_data_layout(data_layout_value); |
| 121 | biases_info.set_data_layout(data_layout_value); |
| 122 | |
| 123 | PadStrideInfo conv_info; |
| 124 | if(padding_valid_value) |
| 125 | { |
| 126 | conv_info = PadStrideInfo(); |
| 127 | } |
| 128 | else |
| 129 | { |
| 130 | conv_info = calculate_same_pad(src_shape, weights_shape, PadStrideInfo(stride_value.width, stride_value.height), data_layout_value, dilation_value); |
| 131 | } |
| 132 | |
| 133 | const TensorShape dst_shape = compute_depthwise_convolution_shape(src_info, weights_info, conv_info, depth_multiplier_value, dilation_value); |
| 134 | |
| 135 | // Create tensors |
| 136 | Tensor src = create_tensor<Tensor>(src_shape, data_type_value, 1, QuantizationInfo(), data_layout_value); |
| 137 | Tensor weights = create_tensor<Tensor>(weights_shape, data_type_value, 1, QuantizationInfo(), data_layout_value); |
| 138 | Tensor biases = create_tensor<Tensor>(biases_shape, data_type_value, 1, QuantizationInfo(), data_layout_value); |
| 139 | Tensor dst = create_tensor<Tensor>(dst_shape, data_type_value, 1, QuantizationInfo(), data_layout_value); |
| 140 | |
| 141 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 142 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 143 | ARM_COMPUTE_EXPECT(biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 144 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 145 | |
| 146 | // Create and configure function |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 147 | NEDepthwiseConvolutionLayerNative dwc; |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 148 | dwc.configure(&src, &weights, &biases, &dst, conv_info, depth_multiplier_value, dilation_value); |
| 149 | } |
| 150 | } // namespace |
| 151 | |
| 152 | TEST_SUITE(NEON) |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 153 | TEST_SUITE(DepthwiseConvolutionLayerNative) |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 154 | TEST_SUITE(Float) |
| 155 | TEST_SUITE(FP32) |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 156 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(width_values_precommit, |
| 157 | height_values_precommit), |
| 158 | channel_values_precommit), |
| 159 | batch_values_precommit), |
Giorgio Arena | 1720358 | 2019-08-02 16:00:41 +0100 | [diff] [blame] | 160 | kernel_sz_values_precommit), |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 161 | depth_multiplier_values), |
| 162 | dilation_values), |
| 163 | stride_values), |
| 164 | padding_valid_values), |
| 165 | data_type_values), |
| 166 | data_layout_values), |
| 167 | width_value, height_value, channel_value, batch_value, kernel_sz_value, depth_multiplier_value, dilation_value, stride_value, padding_valid_value, data_type_value, data_layout_value) |
| 168 | { |
| 169 | validate_configuration(width_value, height_value, channel_value, batch_value, kernel_sz_value, depth_multiplier_value, dilation_value, stride_value, padding_valid_value, data_type_value, data_layout_value); |
| 170 | } |
| 171 | |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 172 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, |
| 173 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(width_values_precommit, |
| 174 | height_values_precommit), |
| 175 | channel_values_precommit), |
| 176 | batch_values_precommit), |
Giorgio Arena | 1720358 | 2019-08-02 16:00:41 +0100 | [diff] [blame] | 177 | kernel_sz_values_precommit), |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 178 | depth_multiplier_values), |
| 179 | dilation_values), |
| 180 | stride_values), |
| 181 | padding_valid_values), |
| 182 | data_type_values), |
| 183 | data_layout_values)) |
| 184 | { |
| 185 | // Validate output |
| 186 | validate(Accessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 187 | } |
| 188 | |
| 189 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::NIGHTLY, |
| 190 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(width_values_nightly, |
| 191 | height_values_nightly), |
| 192 | channel_values_nightly), |
| 193 | batch_values_nightly), |
Giorgio Arena | 1720358 | 2019-08-02 16:00:41 +0100 | [diff] [blame] | 194 | kernel_sz_values_nightly), |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 195 | depth_multiplier_values), |
| 196 | dilation_values), |
| 197 | stride_values), |
| 198 | padding_valid_values), |
| 199 | data_type_values), |
| 200 | data_layout_values)) |
| 201 | { |
| 202 | // Validate output |
| 203 | validate(Accessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 204 | } |
| 205 | |
| 206 | TEST_SUITE_END() // FP32 |
| 207 | TEST_SUITE_END() // Float |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 208 | TEST_SUITE_END() // DepthwiseConvolutionLayerNative |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 209 | TEST_SUITE_END() // NEON |
| 210 | } // namespace validation |
| 211 | } // namespace test |
| 212 | } // namespace arm_compute |