Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 1 | /* |
Dana Zlotnik | 9ae5a4e | 2022-01-03 16:22:47 +0200 | [diff] [blame] | 2 | * Copyright (c) 2019-2022 Arm Limited. |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +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 CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 24 | #include "src/core/NEON/kernels/NEROIAlignLayerKernel.h" |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 25 | |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/Helpers.h" |
| 27 | #include "arm_compute/core/TensorInfo.h" |
| 28 | #include "arm_compute/core/Utils.h" |
| 29 | #include "arm_compute/core/Window.h" |
| 30 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
| 31 | #include "arm_compute/core/utils/misc/Utility.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 32 | #include "src/core/CPP/Validate.h" |
Dana Zlotnik | 9ae5a4e | 2022-01-03 16:22:47 +0200 | [diff] [blame] | 33 | #include "src/core/common/Registrars.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 34 | #include "src/core/helpers/AutoConfiguration.h" |
| 35 | #include "src/core/helpers/WindowHelpers.h" |
Dana Zlotnik | 9ae5a4e | 2022-01-03 16:22:47 +0200 | [diff] [blame] | 36 | #include "src/cpu/kernels/roialign/list.h" |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 37 | |
| 38 | #include <arm_neon.h> |
| 39 | |
| 40 | using namespace arm_compute::misc::shape_calculator; |
| 41 | |
| 42 | namespace arm_compute |
| 43 | { |
| 44 | namespace |
| 45 | { |
Dana Zlotnik | 9ae5a4e | 2022-01-03 16:22:47 +0200 | [diff] [blame] | 46 | struct ROIAlignSelectorData |
| 47 | { |
| 48 | DataType dt; |
| 49 | }; |
| 50 | |
| 51 | using ROIAlignSelctorPtr = std::add_pointer<bool(const ROIAlignSelectorData &data)>::type; |
| 52 | using ROIAlignUKernelPtr = std::add_pointer<void(const ITensor *input, ITensor *output, const ITensor *rois, ROIPoolingLayerInfo pool_info, const Window &window, const ThreadInfo &info)>::type; |
| 53 | |
| 54 | struct ROIAlignKernel |
| 55 | { |
| 56 | const char *name; |
| 57 | const ROIAlignSelctorPtr is_selected; |
| 58 | ROIAlignUKernelPtr ukernel; |
| 59 | }; |
| 60 | |
| 61 | static const ROIAlignKernel available_kernels[] = |
| 62 | { |
| 63 | { |
| 64 | "fp32_neon_roialign", |
| 65 | [](const ROIAlignSelectorData & data) { return data.dt == DataType::F32; }, |
| 66 | REGISTER_FP32_NEON(arm_compute::cpu::neon_fp32_roialign) |
| 67 | }, |
| 68 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 69 | { |
| 70 | "fp16_neon_roialign", |
| 71 | [](const ROIAlignSelectorData & data) { return data.dt == DataType::F16; }, |
| 72 | REGISTER_FP16_NEON(arm_compute::cpu::neon_fp16_roialign) |
| 73 | }, |
| 74 | #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 75 | #if defined(ARM_COMPUTE_ENABLE_NEON) |
| 76 | { |
| 77 | "qu8_neon_roialign", |
| 78 | [](const ROIAlignSelectorData & data) { return data.dt == DataType::QASYMM8; }, |
| 79 | REGISTER_QASYMM8_NEON(arm_compute::cpu::neon_qu8_roialign) |
| 80 | }, |
| 81 | { |
| 82 | "qs8_neon_roialign", |
| 83 | [](const ROIAlignSelectorData & data) { return data.dt == DataType::QASYMM8_SIGNED; }, |
| 84 | REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::neon_qs8_roialign) |
| 85 | }, |
| 86 | #endif //defined(ARM_COMPUTE_ENABLE_NEON) |
| 87 | }; |
| 88 | |
| 89 | /** Micro-kernel selector |
| 90 | * |
| 91 | * @param[in] data Selection data passed to help pick the appropriate micro-kernel |
| 92 | * |
| 93 | * @return A matching micro-kernel else nullptr |
| 94 | */ |
| 95 | const ROIAlignKernel *get_implementation(const ROIAlignSelectorData &data) |
| 96 | { |
| 97 | for(const auto &uk : available_kernels) |
| 98 | { |
| 99 | if(uk.is_selected(data)) |
| 100 | { |
| 101 | return &uk; |
| 102 | } |
| 103 | } |
| 104 | return nullptr; |
| 105 | } |
| 106 | |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 107 | Status validate_arguments(const ITensorInfo *input, const ITensorInfo *rois, ITensorInfo *output, const ROIPoolingLayerInfo &pool_info) |
| 108 | { |
| 109 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, rois, output); |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 110 | ARM_COMPUTE_RETURN_ERROR_ON(rois->dimension(0) != 5); |
| 111 | ARM_COMPUTE_RETURN_ERROR_ON(rois->num_dimensions() > 2); |
Sheri Zhang | 3327def | 2020-09-22 15:51:37 +0100 | [diff] [blame] | 112 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::F32, DataType::F16); |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 113 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(input, DataLayout::NHWC, DataLayout::NCHW); |
| 114 | ARM_COMPUTE_RETURN_ERROR_ON((pool_info.pooled_width() == 0) || (pool_info.pooled_height() == 0)); |
| 115 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(input); |
| 116 | |
| 117 | if(output->total_size() != 0) |
| 118 | { |
| 119 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); |
| 120 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(input, output); |
| 121 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(compute_roi_align_shape(*input, *rois, pool_info), output->tensor_shape()); |
| 122 | } |
Pablo Tello | ebe2e8c | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 123 | |
Sheri Zhang | 3327def | 2020-09-22 15:51:37 +0100 | [diff] [blame] | 124 | if(input->data_type() == DataType::QASYMM8 || input->data_type() == DataType::QASYMM8_SIGNED) |
Pablo Tello | ebe2e8c | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 125 | { |
| 126 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(rois, 1, DataType::QASYMM16); |
| 127 | |
| 128 | const UniformQuantizationInfo rois_qinfo = rois->quantization_info().uniform(); |
| 129 | ARM_COMPUTE_RETURN_ERROR_ON(rois_qinfo.scale != 0.125f); |
| 130 | ARM_COMPUTE_RETURN_ERROR_ON(rois_qinfo.offset != 0); |
| 131 | } |
| 132 | else |
| 133 | { |
| 134 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, rois); |
| 135 | } |
| 136 | |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 137 | return Status{}; |
| 138 | } |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 139 | } // namespace |
| 140 | |
| 141 | NEROIAlignLayerKernel::NEROIAlignLayerKernel() |
| 142 | : _input(nullptr), _output(nullptr), _rois(nullptr), _pool_info(0, 0, 0.f) |
| 143 | { |
| 144 | } |
| 145 | |
| 146 | void NEROIAlignLayerKernel::configure(const ITensor *input, const ITensor *rois, ITensor *output, const ROIPoolingLayerInfo &pool_info) |
| 147 | { |
| 148 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output, rois); |
| 149 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), rois->info(), output->info(), pool_info)); |
Manuel Bottini | 16bd6dd | 2020-06-01 14:40:54 +0100 | [diff] [blame] | 150 | // Output auto inizialitation if not yet initialized |
| 151 | const TensorShape output_shape = compute_roi_align_shape(*input->info(), *rois->info(), pool_info); |
| 152 | auto_init_if_empty((*output->info()), output_shape, 1, input->info()->data_type(), input->info()->quantization_info()); |
| 153 | output->info()->set_data_layout(input->info()->data_layout()); |
| 154 | |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 155 | // Configure kernel window |
Manuel Bottini | 16bd6dd | 2020-06-01 14:40:54 +0100 | [diff] [blame] | 156 | const unsigned int num_rois = rois->info()->dimension(1); |
| 157 | Window window; |
| 158 | window.set(Window::DimX, Window::Dimension(0, num_rois)); |
| 159 | window.set(Window::DimY, Window::Dimension(0, 1)); |
| 160 | |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 161 | // Set instance variables |
| 162 | _input = input; |
| 163 | _rois = rois; |
| 164 | _output = output; |
| 165 | _pool_info = pool_info; |
| 166 | |
Manuel Bottini | 16bd6dd | 2020-06-01 14:40:54 +0100 | [diff] [blame] | 167 | INEKernel::configure(window); |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 168 | } |
| 169 | |
| 170 | Status NEROIAlignLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *rois, ITensorInfo *output, const ROIPoolingLayerInfo &pool_info) |
| 171 | { |
| 172 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, rois, output, pool_info)); |
| 173 | return Status{}; |
| 174 | } |
| 175 | |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 176 | void NEROIAlignLayerKernel::run(const Window &window, const ThreadInfo &info) |
| 177 | { |
Sheri Zhang | 3327def | 2020-09-22 15:51:37 +0100 | [diff] [blame] | 178 | const DataLayout data_layout = _input->info()->data_layout(); |
| 179 | if(data_layout == DataLayout::NCHW || data_layout == DataLayout::NHWC) |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 180 | { |
Dana Zlotnik | 9ae5a4e | 2022-01-03 16:22:47 +0200 | [diff] [blame] | 181 | const auto *uk = get_implementation(ROIAlignSelectorData{ _input->info()->data_type() }); |
| 182 | ARM_COMPUTE_ERROR_ON(uk == nullptr || uk->ukernel == nullptr); |
| 183 | |
| 184 | uk->ukernel(_input, _output, _rois, _pool_info, window, info); |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 185 | } |
| 186 | else |
| 187 | { |
| 188 | ARM_COMPUTE_ERROR("Invalid layout"); |
| 189 | } |
| 190 | } |
Pablo Tello | d75f9e9 | 2019-08-23 16:26:26 +0100 | [diff] [blame] | 191 | } // namespace arm_compute |