Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 1 | /* |
Georgios Pinitas | dff2935 | 2020-12-31 15:35:17 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +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, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | #include "arm_compute/core/Types.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 25 | #include "src/cpu/kernels/CpuIm2ColKernel.h" |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 26 | #include "tests/NEON/Accessor.h" |
Georgios Pinitas | f7c5a41 | 2020-12-03 14:38:33 +0000 | [diff] [blame] | 27 | #include "tests/NEON/Helper.h" |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 28 | #include "tests/datasets/ShapeDatasets.h" |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 29 | #include "tests/framework/Asserts.h" |
| 30 | #include "tests/framework/Macros.h" |
| 31 | #include "tests/framework/datasets/Datasets.h" |
| 32 | #include "tests/validation/Validation.h" |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 33 | #include "tests/validation/fixtures/Im2ColFixture.h" |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 34 | |
| 35 | namespace arm_compute |
| 36 | { |
| 37 | namespace test |
| 38 | { |
| 39 | namespace validation |
| 40 | { |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 41 | namespace |
| 42 | { |
Georgios Pinitas | dff2935 | 2020-12-31 15:35:17 +0000 | [diff] [blame] | 43 | const auto im2col_shapes = framework::dataset::make("Shape", { TensorShape{ 11U, 11U, 11U }, TensorShape{ 16U, 16U, 16U }, TensorShape{ 27U, 13U, 7U }, TensorShape{ 31U, 27U, 17U, 2U }, TensorShape{ 27U, 13U, 5U, 4U }, TensorShape{ 11U, 11U, 5U, 5U } }); |
| 44 | |
Pablo Tello | 4a626a7 | 2018-04-04 10:01:14 +0100 | [diff] [blame] | 45 | const auto conv_filter_sizes = framework::dataset::make("KernelDims", { Size2D(3U, 3U), Size2D(3U, 1U), Size2D(1U, 5U), Size2D(5U, 5U), Size2D(7U, 7U) }); |
Giorgio Arena | 0f17039 | 2018-07-18 16:13:12 +0100 | [diff] [blame] | 46 | const auto conv_args = combine(combine(combine(combine(conv_filter_sizes, framework::dataset::make("PadStride", { PadStrideInfo(1U, 1U, 0U, 0U), PadStrideInfo(1U, 1U, 1U, 1U), PadStrideInfo(2U, 2U, 0U, 2U) })), |
| 47 | framework::dataset::make("QuantizationInfo", QuantizationInfo(0.5f, 10))), |
| 48 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 49 | framework::dataset::make("NumGroups", { 1 })); |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 50 | |
| 51 | const auto conv_filter_sizes_small = framework::dataset::make("KernelDims", { Size2D(3U, 3U), Size2D(3U, 1U), Size2D(1U, 5U) }); |
| 52 | const auto conv_args_small = combine(combine(combine(combine(conv_filter_sizes_small, framework::dataset::make("PadStride", { PadStrideInfo(1U, 1U, 0U, 0U), PadStrideInfo(1U, 1U, 1U, 1U) })), |
| 53 | framework::dataset::make("QuantizationInfo", QuantizationInfo(0.5f, 10))), |
| 54 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 55 | framework::dataset::make("NumGroups", { 1 })); |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 56 | } // namespace |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 57 | TEST_SUITE(NEON) |
| 58 | TEST_SUITE(Im2Col) |
| 59 | |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 60 | using CpuIm2Col = NESynthetizeFunctionWithZeroConstantKernelBorder<cpu::kernels::CpuIm2ColKernel>; |
Georgios Pinitas | f7c5a41 | 2020-12-03 14:38:33 +0000 | [diff] [blame] | 61 | |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 62 | // *INDENT-OFF* |
| 63 | // clang-format off |
| 64 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 65 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(10U, 12U, 2U), 1, DataType::U8), // Unsupported data type |
| 66 | TensorInfo(TensorShape(10U, 12U, 2U), 1, DataType::F32), // Mismatching data type |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 67 | TensorInfo(TensorShape(10U, 12U, 2U), 1, DataType::QASYMM8), // Bias not supported with QASYMM8 |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 68 | TensorInfo(TensorShape(10U, 12U, 2U), 1, DataType::QASYMM8), // Mismatching shapes |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 69 | TensorInfo(TensorShape(10U, 12U, 2U, 2U), 1, DataType::QASYMM8), |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 70 | }), |
| 71 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(3U, 4U, 10U, 2U), 1, DataType::F16), |
| 72 | TensorInfo(TensorShape(3U, 4U, 10U, 2U), 1, DataType::F16), |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 73 | TensorInfo(TensorShape(3U, 3U, 10U, 2U), 1, DataType::QASYMM8), |
| 74 | TensorInfo(TensorShape(3U, 4U, 10U, 2U), 1, DataType::QASYMM8), |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 75 | TensorInfo(TensorShape(18U, 80U, 1U, 2U), 1, DataType::QASYMM8), |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 76 | })), |
Vidhya Sudhan Loganathan | 0fc2545 | 2018-06-18 14:40:56 +0100 | [diff] [blame] | 77 | framework::dataset::make("HasBias", { true, true, true, false, false })), |
| 78 | framework::dataset::make("Expected", { false, false, false, false, true })), |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 79 | input_info, output_info, has_bias, expected) |
| 80 | { |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 81 | bool status = bool(cpu::kernels::CpuIm2ColKernel::validate(&input_info, &output_info, Size2D(3U, 3U), PadStrideInfo(), has_bias)); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 82 | ARM_COMPUTE_EXPECT(status == expected, framework::LogLevel::ERRORS); |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 83 | } |
| 84 | // clang-format on |
| 85 | // *INDENT-ON* |
| 86 | |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 87 | template <typename T> |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 88 | using CpuIm2ColFixture = Im2ColOpValidationFixture<Tensor, Accessor, CpuIm2Col, T, false>; |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 89 | |
| 90 | TEST_SUITE(Float) |
| 91 | TEST_SUITE(FP32) |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 92 | FIXTURE_DATA_TEST_CASE(RunSmall, CpuIm2ColFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(im2col_shapes, framework::dataset::make("DataType", DataType::F32)), |
| 93 | conv_args_small)) |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 94 | { |
| 95 | // Validate output |
| 96 | validate(Accessor(_target), _reference); |
| 97 | } |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 98 | FIXTURE_DATA_TEST_CASE(RunLarge, CpuIm2ColFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(concat(im2col_shapes, datasets::LargeShapes()), framework::dataset::make("DataType", |
| 99 | DataType::F32)), |
| 100 | conv_args)) |
Pablo Tello | 4a626a7 | 2018-04-04 10:01:14 +0100 | [diff] [blame] | 101 | { |
| 102 | // Validate output |
| 103 | validate(Accessor(_target), _reference); |
| 104 | } |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 105 | TEST_SUITE_END() // FP32 |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 106 | |
| 107 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 108 | |
| 109 | TEST_SUITE(FP16) |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 110 | FIXTURE_DATA_TEST_CASE(RunSmall, CpuIm2ColFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(im2col_shapes, framework::dataset::make("DataType", DataType::F16)), |
| 111 | conv_args_small)) |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 112 | { |
| 113 | // Validate output |
| 114 | validate(Accessor(_target), _reference); |
| 115 | } |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 116 | FIXTURE_DATA_TEST_CASE(RunLarge, CpuIm2ColFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(concat(im2col_shapes, datasets::LargeShapes()), framework::dataset::make("DataType", |
| 117 | DataType::F16)), |
| 118 | conv_args)) |
Pablo Tello | 4a626a7 | 2018-04-04 10:01:14 +0100 | [diff] [blame] | 119 | { |
| 120 | // Validate output |
| 121 | validate(Accessor(_target), _reference); |
| 122 | } |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 123 | TEST_SUITE_END() // FP16 |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 124 | |
| 125 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 126 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 127 | TEST_SUITE_END() // Float |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 128 | |
| 129 | TEST_SUITE(QASYMM8) |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 130 | FIXTURE_DATA_TEST_CASE(RunSmall, CpuIm2ColFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(im2col_shapes, framework::dataset::make("DataType", DataType::QASYMM8)), |
| 131 | conv_args_small)) |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 132 | { |
| 133 | // Validate output |
| 134 | validate(Accessor(_target), _reference); |
| 135 | } |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 136 | FIXTURE_DATA_TEST_CASE(RunLarge, CpuIm2ColFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(concat(im2col_shapes, datasets::LargeShapes()), |
| 137 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 138 | conv_args)) |
Pablo Tello | 4a626a7 | 2018-04-04 10:01:14 +0100 | [diff] [blame] | 139 | { |
| 140 | // Validate output |
| 141 | validate(Accessor(_target), _reference); |
| 142 | } |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 143 | TEST_SUITE_END() // QASYMM8 |
Giorgio Arena | 156fcf3 | 2018-03-09 15:30:43 +0000 | [diff] [blame] | 144 | |
Georgios Pinitas | 75bde5e | 2019-06-07 11:52:01 +0100 | [diff] [blame] | 145 | TEST_SUITE(SpecialCases) |
| 146 | TEST_CASE(PaddedChannelNHWC, framework::DatasetMode::PRECOMMIT) |
| 147 | { |
| 148 | // Const data |
| 149 | const TensorShape src_shape = TensorShape(7U, 27U, 13U); |
| 150 | const DataType data_type = DataType::F32; |
| 151 | const DataLayout data_layout = DataLayout::NHWC; |
| 152 | const bool has_bias = false; |
| 153 | const unsigned int num_groups = 1; |
| 154 | const Size2D spatial_kernel(3, 3); |
| 155 | const QuantizationInfo qinfo{}; |
| 156 | const PadStrideInfo conv_info(1U, 1U, 0U, 0U); |
| 157 | |
| 158 | // Calculate destination shape |
| 159 | TensorInfo src_info(src_shape, 1, data_type); |
| 160 | src_info.set_data_layout(data_layout); |
| 161 | const TensorShape dst_shape = compute_im2col_conv_shape(&src_info, spatial_kernel, conv_info, has_bias, Size2D(1U, 1U), false, num_groups); |
| 162 | |
| 163 | // Compute target |
| 164 | Tensor src_target = create_tensor<Tensor>(src_shape, data_type, 1, qinfo, data_layout); |
| 165 | Tensor dst_target = create_tensor<Tensor>(dst_shape, data_type, 1, qinfo); |
| 166 | |
| 167 | // Configure target function |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 168 | CpuIm2Col im2col_func; |
| 169 | im2col_func.configure(src_target.info(), dst_target.info(), spatial_kernel, conv_info, has_bias); |
Georgios Pinitas | 75bde5e | 2019-06-07 11:52:01 +0100 | [diff] [blame] | 170 | |
| 171 | // Extend padding |
| 172 | src_target.info()->extend_padding(PaddingSize(3, 5, 9, 1)); |
| 173 | dst_target.info()->extend_padding(PaddingSize(8, 1, 1, 3)); |
| 174 | |
| 175 | // Validate and allocate tensors |
| 176 | ARM_COMPUTE_EXPECT(src_target.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 177 | ARM_COMPUTE_EXPECT(dst_target.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 178 | |
| 179 | src_target.allocator()->allocate(); |
| 180 | dst_target.allocator()->allocate(); |
| 181 | |
| 182 | ARM_COMPUTE_EXPECT(!src_target.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 183 | ARM_COMPUTE_EXPECT(!dst_target.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 184 | |
| 185 | // Fill target source |
| 186 | library->fill_tensor_uniform(Accessor(src_target), 0); |
| 187 | |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 188 | ITensorPack pack = |
| 189 | { |
| 190 | { TensorType::ACL_SRC, &src_target }, |
| 191 | { TensorType::ACL_DST, &dst_target } |
| 192 | }; |
Georgios Pinitas | 75bde5e | 2019-06-07 11:52:01 +0100 | [diff] [blame] | 193 | // Run target function |
Manuel Bottini | 9002899 | 2021-06-30 18:29:18 +0100 | [diff] [blame] | 194 | im2col_func.run(pack); |
Georgios Pinitas | 75bde5e | 2019-06-07 11:52:01 +0100 | [diff] [blame] | 195 | |
| 196 | // Calculate Reference |
| 197 | SimpleTensor<float> src_ref{ src_shape, data_type, 1, qinfo, data_layout }; |
| 198 | SimpleTensor<float> dst_ref{ dst_shape, data_type, 1, qinfo, DataLayout::NCHW }; |
| 199 | |
| 200 | // Fill reference source |
| 201 | library->fill_tensor_uniform(src_ref, 0); |
| 202 | |
| 203 | #ifndef DOXYGEN_SKIP_THIS |
| 204 | // Run reference function |
| 205 | reference::im2col(src_ref, dst_ref, spatial_kernel, conv_info, has_bias, num_groups); |
| 206 | #endif // DOXYGEN_SKIP_THIS |
| 207 | |
| 208 | // Validate |
| 209 | validate(Accessor(dst_target), dst_ref); |
| 210 | } |
| 211 | TEST_SUITE_END() // Special Cases |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 212 | TEST_SUITE_END() // Im2Col |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 213 | TEST_SUITE_END() // Neon |
Georgios Pinitas | d912fd8 | 2017-11-27 21:00:13 +0000 | [diff] [blame] | 214 | } // namespace validation |
| 215 | } // namespace test |
| 216 | } // namespace arm_compute |