Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/cpu/kernels/CpuPool2dKernel.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 25 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/Helpers.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/TensorInfo.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 28 | #include "arm_compute/core/Validate.h" |
| 29 | #include "arm_compute/core/Window.h" |
Giorgio Arena | 9fb6c7e | 2018-08-22 12:15:25 +0100 | [diff] [blame] | 30 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 31 | #include "src/core/AccessWindowStatic.h" |
| 32 | #include "src/core/CPP/Validate.h" |
Georgios Pinitas | ddb93bb | 2020-10-02 16:38:59 +0100 | [diff] [blame] | 33 | #include "src/core/NEON/NEAsymm.h" |
| 34 | #include "src/core/NEON/NEFixedPoint.h" |
| 35 | #include "src/core/NEON/NEMath.h" |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 36 | #include "src/core/common/Registrars.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 37 | #include "src/core/helpers/AutoConfiguration.h" |
| 38 | #include "src/core/helpers/WindowHelpers.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 39 | #include "src/cpu/kernels/pool2d/neon/list.h" |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 40 | #include "support/ToolchainSupport.h" |
| 41 | |
Georgios Pinitas | ddb93bb | 2020-10-02 16:38:59 +0100 | [diff] [blame] | 42 | #include "src/core/NEON/wrapper/wrapper.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 43 | #include <arm_neon.h> |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 44 | |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 45 | namespace arm_compute |
| 46 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 47 | namespace cpu |
| 48 | { |
| 49 | namespace kernels |
| 50 | { |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 51 | namespace |
| 52 | { |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 53 | using namespace misc::shape_calculator; |
| 54 | |
| 55 | struct PoolingSelectorData |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 56 | { |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 57 | DataType dt; |
| 58 | DataLayout dl; |
| 59 | int pool_stride_x; |
| 60 | Size2D pool_size; |
| 61 | }; |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 62 | |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 63 | using PoolingSelectorPtr = std::add_pointer<bool(const PoolingSelectorData &data)>::type; |
| 64 | using PoolingKernelPtr = std::add_pointer<void(const ITensor *, ITensor *, ITensor *, PoolingLayerInfo &, const Window &, const Window &)>::type; |
| 65 | struct PoolingKernel |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 66 | { |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 67 | const char *name; |
| 68 | const PoolingSelectorPtr is_selected; |
| 69 | PoolingKernelPtr ukernel; |
| 70 | }; |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 71 | |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 72 | static const PoolingKernel available_kernels[] = |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 73 | { |
Georgios Pinitas | adaae7e | 2017-10-30 15:56:32 +0000 | [diff] [blame] | 74 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 75 | "neon_qu8_nhwc_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 76 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NHWC) && (data.dt == DataType::QASYMM8)); }, |
| 77 | REGISTER_QASYMM8_NEON(arm_compute::cpu::poolingMxN_qasymm8_neon_nhwc) |
| 78 | }, |
| 79 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 80 | "neon_qs8_nhwc_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 81 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NHWC) && (data.dt == DataType::QASYMM8_SIGNED)); }, |
| 82 | REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::poolingMxN_qasymm8_signed_neon_nhwc) |
| 83 | }, |
| 84 | #if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) |
| 85 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 86 | "neon_f16_nhwc_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 87 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NHWC) && (data.dt == DataType::F16)); }, |
| 88 | REGISTER_FP16_NEON(arm_compute::cpu::poolingMxN_fp16_neon_nhwc) |
| 89 | }, |
| 90 | #endif /* defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) */ |
| 91 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 92 | "neon_fp32_nhwc_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 93 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NHWC) && (data.dt == DataType::F32)); }, |
| 94 | REGISTER_FP32_NEON(arm_compute::cpu::poolingMxN_fp32_neon_nhwc) |
| 95 | }, |
| 96 | #if defined(ENABLE_NCHW_KERNELS) |
| 97 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 98 | "neon_qu8_nchw_pool2", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 99 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::QASYMM8) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 2) && (data.pool_stride_x < 3)); }, |
| 100 | REGISTER_QASYMM8_NEON(arm_compute::cpu::pooling2_quantized_neon_nchw<uint8_t>) |
| 101 | }, |
| 102 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 103 | "neon_qu8_nchw_pool3", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 104 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::QASYMM8) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 3) && (data.pool_stride_x < 3)); }, |
| 105 | REGISTER_QASYMM8_NEON(arm_compute::cpu::pooling3_quantized_neon_nchw<uint8_t>) |
| 106 | }, |
| 107 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 108 | "neon_qu8_nchw_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 109 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::QASYMM8)); }, |
| 110 | REGISTER_QASYMM8_NEON(arm_compute::cpu::poolingMxN_quantized_neon_nchw<uint8_t>) |
| 111 | }, |
| 112 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 113 | "neon_qs8_nchw_pool2", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 114 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::QASYMM8_SIGNED) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 2) && (data.pool_stride_x < 3)); }, |
| 115 | REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::pooling2_quantized_neon_nchw<int8_t>) |
| 116 | }, |
| 117 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 118 | "neon_qs8_nchw_pool3", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 119 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::QASYMM8_SIGNED) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 3) && (data.pool_stride_x < 3)); }, |
| 120 | REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::pooling3_quantized_neon_nchw<int8_t>) |
| 121 | }, |
| 122 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 123 | "neon_qs8_nchw_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 124 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::QASYMM8_SIGNED)); }, |
| 125 | REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::poolingMxN_quantized_neon_nchw<int8_t>) |
| 126 | }, |
| 127 | #if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) |
| 128 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 129 | "neon_fp16_nchw_pool2", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 130 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::F16) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 2)); }, |
| 131 | REGISTER_FP16_NEON(arm_compute::cpu::pooling2_fp16_neon_nchw) |
| 132 | }, |
| 133 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 134 | "neon_fp16_nchw_pool3", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 135 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::F16) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 3)); }, |
| 136 | REGISTER_FP16_NEON(arm_compute::cpu::pooling3_fp16_neon_nchw) |
| 137 | }, |
| 138 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 139 | "neon_fp16_nchw_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 140 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::F16)); }, |
| 141 | REGISTER_FP16_NEON(arm_compute::cpu::poolingMxN_fp16_neon_nchw) |
| 142 | }, |
| 143 | #endif /* defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) */ |
| 144 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 145 | "neon_fp32_nchw_pool2", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 146 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::F32) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 2)); }, |
| 147 | REGISTER_FP32_NEON(arm_compute::cpu::pooling2_fp32_neon_nchw) |
| 148 | }, |
| 149 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 150 | "neon_fp32_nchw_pool3", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 151 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::F32) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 3)); }, |
| 152 | REGISTER_FP32_NEON(arm_compute::cpu::pooling3_fp32_neon_nchw) |
| 153 | }, |
| 154 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 155 | "neon_fp32_nchw_pool7", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 156 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::F32) && (data.pool_size.x() == data.pool_size.y()) && (data.pool_size.x() == 7)); }, |
| 157 | REGISTER_FP32_NEON(arm_compute::cpu::pooling7_fp32_neon_nchw) |
| 158 | }, |
| 159 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 160 | "neon_fp32_nchw_poolMxN", |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 161 | [](const PoolingSelectorData & data) { return ((data.dl == DataLayout::NCHW) && (data.dt == DataType::F32)); }, |
| 162 | REGISTER_FP32_NEON(arm_compute::cpu::poolingMxN_fp32_neon_nchw) |
| 163 | }, |
| 164 | #endif /* defined(ENABLE_NCHW_KERNELS) */ |
| 165 | }; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 166 | |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 167 | /** Micro-kernel selector |
| 168 | * |
| 169 | * @param[in] data Selection data passed to help pick the appropriate micro-kernel |
| 170 | * |
| 171 | * @return A matching micro-kernel else nullptr |
| 172 | */ |
| 173 | const PoolingKernel *get_implementation(DataType dt, DataLayout dl, int pool_stride_x, Size2D pool_size) |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 174 | { |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 175 | for(const auto &uk : available_kernels) |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 176 | { |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 177 | if(uk.is_selected({ dt, dl, pool_stride_x, pool_size })) |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 178 | { |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 179 | return &uk; |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 180 | } |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 181 | } |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 182 | return nullptr; |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 183 | } |
| 184 | |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 185 | Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const PoolingLayerInfo &pool_info, |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 186 | const ITensorInfo *indices, Size2D pool_size) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 187 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 188 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 189 | ARM_COMPUTE_RETURN_ERROR_ON(pool_size.x() == 0); |
| 190 | ARM_COMPUTE_RETURN_ERROR_ON(pool_size.y() == 0); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 191 | |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 192 | int pool_stride_x = 0; |
| 193 | int pool_stride_y = 0; |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 194 | int output_width = 0; |
| 195 | int output_height = 0; |
Sang-Hoon Park | 0cb3da6 | 2020-01-15 12:39:56 +0000 | [diff] [blame] | 196 | PoolingType pool_type = pool_info.pool_type; |
| 197 | const PadStrideInfo pad_stride_info = pool_info.pad_stride_info; |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 198 | const auto data_layout = pool_info.data_layout == DataLayout::UNKNOWN ? src->data_layout() : pool_info.data_layout; |
| 199 | const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH); |
| 200 | const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT); |
| 201 | |
| 202 | std::tie(output_width, output_height) = scaled_dimensions_signed(src->tensor_shape()[idx_width], src->tensor_shape()[idx_height], |
| 203 | pool_size.x(), pool_size.y(), pool_info.pad_stride_info); |
| 204 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((output_width < 1 || output_height < 1), "Calculated output dimension size is invalid"); |
| 205 | |
| 206 | TensorInfo out_info(TensorInfo(compute_pool_shape(*src, pool_info), 1, dst->data_type())); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 207 | std::tie(pool_stride_x, pool_stride_y) = pad_stride_info.stride(); |
Michele Di Giorgio | 8af2dd6 | 2017-06-19 15:19:29 +0100 | [diff] [blame] | 208 | |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 209 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(src); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 210 | if(indices) |
| 211 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 212 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::F32, DataType::F16); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 213 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(indices, 1, DataType::U32); |
| 214 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(pool_type != PoolingType::MAX, "Pooling indices only supported for MAX pooling method"); |
| 215 | } |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 216 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::F16, DataType::F32); |
| 217 | ARM_COMPUTE_RETURN_ERROR_ON(pool_type == PoolingType::L2 && is_data_type_quantized(src->data_type())); |
| 218 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(is_data_type_quantized(src->data_type()) && !pool_info.exclude_padding && (pool_info.pool_type == PoolingType::AVG) && pool_info.pad_stride_info.has_padding() |
| 219 | && (src->data_layout() == DataLayout::NHWC), |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 220 | "exclude_padding equal false is not supported for AVG Pooling with padding on quantized types"); |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 221 | |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 222 | if(dst->total_size() != 0) |
Georgios Pinitas | 1dad50e | 2017-07-03 17:51:34 +0100 | [diff] [blame] | 223 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 224 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst); |
| 225 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(src, dst); |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 226 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(dst, &out_info); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 227 | if(indices) |
| 228 | { |
| 229 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((pool_size != Size2D(2, 2)), "Pooling indices only supported for pool size 2x2"); |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 230 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(indices, &out_info); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 231 | } |
Georgios Pinitas | 1dad50e | 2017-07-03 17:51:34 +0100 | [diff] [blame] | 232 | } |
| 233 | |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 234 | const auto *uk = get_implementation(src->data_type(), src->data_layout(), pool_stride_x, pool_size); |
| 235 | ARM_COMPUTE_RETURN_ERROR_ON(uk == nullptr || uk->ukernel == nullptr); |
| 236 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 237 | return Status{}; |
| 238 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 239 | |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 240 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *src, ITensorInfo *dst, ITensorInfo *indices, const PoolingLayerInfo &pool_info, |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 241 | unsigned int &num_elems_processed_per_iteration, |
| 242 | BorderSize &border_size, |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 243 | int pool_size_x, int pool_size_y) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 244 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 245 | // dst auto inizialitation if not yet initialized |
| 246 | auto_init_if_empty(*dst, src->clone()->set_tensor_shape(compute_pool_shape(*src, pool_info))); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 247 | if(indices) |
| 248 | { |
| 249 | // Indices auto inizialitation if not yet initialized |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 250 | auto_init_if_empty(*indices, (src->clone()->set_tensor_shape(compute_pool_shape(*src, |
| 251 | pool_info))) |
morgolock | e383c35 | 2020-04-03 16:57:46 +0100 | [diff] [blame] | 252 | .set_data_type(DataType::U32) /* we store the offset to the element */); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 253 | } |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 254 | const auto data_layout = pool_info.data_layout == DataLayout::UNKNOWN ? src->data_layout() : pool_info.data_layout; |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 255 | unsigned int num_elems_read_per_iteration = 0; |
| 256 | unsigned int num_elems_horizontal_window = 0; |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 257 | int pool_stride_x = 0; |
| 258 | int pool_stride_y = 0; |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 259 | const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH); |
| 260 | const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 261 | const int src_width = src->dimension(idx_width); |
| 262 | const int src_height = src->dimension(idx_height); |
Sang-Hoon Park | 0cb3da6 | 2020-01-15 12:39:56 +0000 | [diff] [blame] | 263 | const PadStrideInfo pad_stride_info = pool_info.pad_stride_info; |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 264 | std::tie(pool_stride_x, pool_stride_y) = pad_stride_info.stride(); |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 265 | const int pool_pad_right = pad_stride_info.pad_right(); |
| 266 | const int pool_pad_top = pad_stride_info.pad_top(); |
| 267 | const int pool_pad_left = pad_stride_info.pad_left(); |
| 268 | const int pool_pad_bottom = pad_stride_info.pad_bottom(); |
| 269 | const bool is_square = pool_size_x == pool_size_y; |
| 270 | const unsigned int pooled_w = dst->dimension(idx_width); |
| 271 | const unsigned int pooled_h = dst->dimension(idx_height); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 272 | |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 273 | //If it's not squared and optimized will be executed the MxN |
| 274 | num_elems_read_per_iteration = 1; |
| 275 | num_elems_processed_per_iteration = 1; |
| 276 | num_elems_horizontal_window = 1; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 277 | |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 278 | if(is_square) |
| 279 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 280 | switch(src->data_type()) |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 281 | { |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 282 | case DataType::QASYMM8: |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 283 | case DataType::QASYMM8_SIGNED: |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 284 | switch(pool_size_x) |
| 285 | { |
| 286 | case 2: |
| 287 | num_elems_read_per_iteration = 16; |
| 288 | num_elems_processed_per_iteration = (pool_stride_x == 2) ? 8 : 15; |
| 289 | num_elems_horizontal_window = (pool_stride_x == 2) ? 8 : 16; |
| 290 | break; |
| 291 | case 3: |
| 292 | num_elems_read_per_iteration = 16; |
| 293 | num_elems_processed_per_iteration = (pool_stride_x == 2) ? 7 : 14; |
| 294 | num_elems_horizontal_window = (pool_stride_x == 2) ? 8 : 16; |
| 295 | break; |
| 296 | default: |
| 297 | break; |
| 298 | } |
| 299 | break; |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 300 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 301 | case DataType::F16: |
| 302 | switch(pool_size_x) |
| 303 | { |
| 304 | case 2: |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 305 | case 3: |
| 306 | num_elems_read_per_iteration = 4; |
| 307 | num_elems_processed_per_iteration = 1; |
| 308 | num_elems_horizontal_window = 1; |
| 309 | break; |
| 310 | default: |
| 311 | break; |
| 312 | } |
| 313 | break; |
| 314 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 315 | case DataType::F32: |
| 316 | switch(pool_size_x) |
| 317 | { |
| 318 | case 2: |
| 319 | num_elems_read_per_iteration = 2; |
| 320 | break; |
| 321 | case 3: |
| 322 | num_elems_read_per_iteration = 4; // We use vload4 for pooling3 |
| 323 | break; |
| 324 | case 7: |
| 325 | num_elems_read_per_iteration = 8; // We use vload8 for pooling7 |
| 326 | break; |
| 327 | default: |
| 328 | break; |
| 329 | } |
| 330 | num_elems_processed_per_iteration = 1; |
| 331 | num_elems_horizontal_window = 1; |
| 332 | break; |
| 333 | default: |
| 334 | ARM_COMPUTE_ERROR("Element size not supported"); |
| 335 | break; |
| 336 | } |
| 337 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 338 | |
| 339 | bool window_changed = false; |
| 340 | Window win{}; |
| 341 | if(data_layout == DataLayout::NCHW) |
| 342 | { |
| 343 | // Number of iterations in X dimension |
| 344 | const int num_iterations_x = (pooled_w + num_elems_processed_per_iteration - 1) / num_elems_processed_per_iteration; |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 345 | // Upper limit for the number of right/bottom border elements that are accessed |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 346 | const int upper_bound_w = ((num_iterations_x - 1) * num_elems_processed_per_iteration * pool_stride_x - pool_pad_left + num_elems_read_per_iteration) - src_width; |
| 347 | const int upper_bound_h = ((pooled_h - 1) * pool_stride_y - pool_pad_top + pool_size_y) - src_height; |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 348 | border_size = BorderSize(pool_pad_top, pool_pad_right, pool_pad_bottom, pool_pad_left); |
| 349 | border_size.right = std::max(upper_bound_w, pool_pad_right); |
| 350 | border_size.bottom = std::max(upper_bound_h, pool_pad_bottom); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 351 | TensorShape dst_shape{ src->tensor_shape() }; |
| 352 | dst_shape.set(0, pooled_w); |
| 353 | dst_shape.set(1, pooled_h); |
| 354 | TensorInfo dst_info(src->clone()->set_tensor_shape(dst_shape)); |
| 355 | win = calculate_max_window(dst_info, Steps(num_elems_processed_per_iteration)); |
Michele Di Giorgio | bae2237 | 2021-02-12 17:34:17 +0000 | [diff] [blame] | 356 | AccessWindowStatic src_access(src, -pool_pad_left, -pool_pad_top, ceil_to_multiple(src_width + border_size.right, pool_size_x), src_height + border_size.bottom); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 357 | AccessWindowHorizontal dst_access(dst, 0, num_elems_horizontal_window); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 358 | if(indices) |
| 359 | { |
| 360 | AccessWindowHorizontal indices_access(indices, 0, num_elems_horizontal_window); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 361 | window_changed = update_window_and_padding(win, src_access, dst_access, indices_access); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 362 | } |
| 363 | else |
| 364 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 365 | window_changed = update_window_and_padding(win, src_access, dst_access); |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 366 | } |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 367 | dst_access.set_valid_region(win, ValidRegion(Coordinates(), dst->tensor_shape())); |
Michele Di Giorgio | bae2237 | 2021-02-12 17:34:17 +0000 | [diff] [blame] | 368 | |
| 369 | border_size = src->padding(); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 370 | } |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 371 | |
| 372 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 373 | return std::make_pair(err, win); |
| 374 | } |
| 375 | } // namespace |
| 376 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 377 | BorderSize CpuPool2dKernel::border_size() const |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 378 | { |
| 379 | return _border_size; |
| 380 | } |
| 381 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 382 | void CpuPool2dKernel::configure(ITensorInfo *src, ITensorInfo *dst, const PoolingLayerInfo &pool_info, ITensorInfo *indices) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 383 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 384 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); |
Sang-Hoon Park | 0cb3da6 | 2020-01-15 12:39:56 +0000 | [diff] [blame] | 385 | const PadStrideInfo pad_stride_info = pool_info.pad_stride_info; |
| 386 | const bool is_global_pooling = pool_info.is_global_pooling; |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 387 | |
| 388 | // Get data layout |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 389 | const auto data_layout = pool_info.data_layout == DataLayout::UNKNOWN ? src->data_layout() : pool_info.data_layout; |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 390 | const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH); |
| 391 | const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 392 | |
| 393 | // Update pool size in case of global pooling |
Pablo Tello | 77e6c55 | 2018-12-04 15:33:49 +0000 | [diff] [blame] | 394 | const Size2D pool_size( |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 395 | is_global_pooling ? src->dimension(idx_width) : pool_info.pool_size.width, |
| 396 | is_global_pooling ? src->dimension(idx_height) : pool_info.pool_size.height); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 397 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 398 | // Perform validation step |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 399 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, pool_info, indices, pool_size)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 400 | |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 401 | const auto *uk = get_implementation(src->data_type(), src->data_layout(), pad_stride_info.stride().first, pool_size); |
| 402 | ARM_COMPUTE_ERROR_ON(uk == nullptr); |
| 403 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 404 | // Set instance variables |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 405 | _pool_info = pool_info; |
| 406 | _data_layout = src->data_layout(); |
| 407 | _pool_size = pool_size; |
| 408 | _pool_stride_x = pad_stride_info.stride().first; |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 409 | _run_method = uk->ukernel; |
| 410 | _name = std::string("CpuPool2dKernel").append("/").append(uk->name); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 411 | |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 412 | if(_data_layout == DataLayout::NHWC) |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 413 | { |
| 414 | // Configure kernel window |
SiCongLi | b88272e | 2021-02-24 15:40:57 +0000 | [diff] [blame] | 415 | Window win = calculate_max_window(*dst, Steps()); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 416 | ICpuKernel::configure(win); |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 417 | } |
| 418 | else |
| 419 | { |
| 420 | // Configure kernel window |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 421 | auto win_config = validate_and_configure_window(src, dst, indices, pool_info, _num_elems_processed_per_iteration, |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 422 | _border_size, pool_size.x(), pool_size.y()); |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 423 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 424 | ICpuKernel::configure(win_config.second); |
Michalis Spyrou | cffb2a3 | 2020-09-08 16:26:38 +0100 | [diff] [blame] | 425 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 426 | } |
| 427 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 428 | Status CpuPool2dKernel::validate(const ITensorInfo *src, const ITensorInfo *dst, const PoolingLayerInfo &pool_info, const ITensorInfo *indices) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 429 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 430 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 431 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 432 | unsigned int num_elems_processed_per_iteration = 0; |
| 433 | BorderSize border_size(0); |
| 434 | |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 435 | const bool is_global_pooling = pool_info.is_global_pooling; |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 436 | |
| 437 | // Get data layout |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 438 | const auto data_layout = pool_info.data_layout == DataLayout::UNKNOWN ? src->data_layout() : pool_info.data_layout; |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 439 | const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH); |
| 440 | const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT); |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 441 | |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 442 | unsigned int pool_size_x = is_global_pooling ? src->dimension(idx_width) : pool_info.pool_size.width; |
| 443 | unsigned int pool_size_y = is_global_pooling ? src->dimension(idx_height) : pool_info.pool_size.height; |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 444 | |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 445 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, pool_info, indices, Size2D(pool_size_x, pool_size_y))); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 446 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(src->clone().get(), dst->clone().get(), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 447 | (indices) ? indices->clone().get() : nullptr, pool_info, num_elems_processed_per_iteration, border_size, |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 448 | pool_size_x, pool_size_y) |
| 449 | .first); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 450 | |
| 451 | return Status{}; |
| 452 | } |
| 453 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 454 | void CpuPool2dKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 455 | { |
Moritz Pflanzer | c186b57 | 2017-09-07 09:48:04 +0100 | [diff] [blame] | 456 | ARM_COMPUTE_UNUSED(info); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 457 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 458 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window); |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 459 | ARM_COMPUTE_ERROR_ON(_run_method == nullptr); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 460 | |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 461 | const ITensor *src = tensors.get_const_tensor(TensorType::ACL_SRC_0); |
| 462 | ITensor *dst = tensors.get_tensor(TensorType::ACL_DST_0); |
| 463 | ITensor *indices = tensors.get_tensor(TensorType::ACL_DST_1); |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 464 | |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 465 | const unsigned int pool_stride_x = _pool_info.pad_stride_info.stride().first; |
| 466 | const unsigned int pool_stride_y = _pool_info.pad_stride_info.stride().second; |
| 467 | const unsigned int pool_size = _pool_info.pool_size.width; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 468 | |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 469 | Window window_src(window); |
Georgios Pinitas | 14d9d98 | 2019-12-13 12:33:09 +0000 | [diff] [blame] | 470 | if(_data_layout == DataLayout::NCHW) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 471 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 472 | // Set step for src in x and y direction for the src |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 473 | unsigned int window_x_inc = 0; |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 474 | switch(src->info()->data_type()) |
Pablo Tello | 0c34fe2 | 2017-06-26 17:17:42 +0100 | [diff] [blame] | 475 | { |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 476 | case DataType::QASYMM8: |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 477 | case DataType::QASYMM8_SIGNED: |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 478 | { |
| 479 | window_x_inc = pool_stride_x; |
| 480 | if((pool_size == 2 || pool_size == 3) && pool_stride_x < 3) |
| 481 | { |
| 482 | window_x_inc = (pool_stride_x == 2) ? _num_elems_processed_per_iteration * 2 : _num_elems_processed_per_iteration; |
| 483 | } |
| 484 | break; |
| 485 | } |
Pablo Tello | 77e6c55 | 2018-12-04 15:33:49 +0000 | [diff] [blame] | 486 | |
Georgios Pinitas | 13d96e0 | 2018-08-23 11:20:23 +0100 | [diff] [blame] | 487 | case DataType::F16: |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 488 | case DataType::F32: |
| 489 | { |
| 490 | window_x_inc = pool_stride_x; |
| 491 | break; |
| 492 | } |
| 493 | default: |
| 494 | { |
| 495 | ARM_COMPUTE_ERROR("Not supported"); |
| 496 | } |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 497 | } |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 498 | window_src.set(Window::DimX, Window::Dimension(window.x().start() * pool_stride_x, window.x().end() * pool_stride_x, window_x_inc)); |
| 499 | window_src.set(Window::DimY, Window::Dimension(window.y().start() * pool_stride_y, window.y().end() * pool_stride_y, pool_stride_y)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 500 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 501 | else |
| 502 | { |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 503 | window_src.set(Window::DimX, Window::Dimension(0, 1, 1)); |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 504 | window_src.set(Window::DimY, Window::Dimension(0, src->info()->dimension(1), pool_stride_x)); |
| 505 | window_src.set(Window::DimZ, Window::Dimension(0, src->info()->dimension(2), pool_stride_y)); |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 506 | } |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 507 | _run_method(src, dst, indices, _pool_info, window_src, window); |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 508 | } |
| 509 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 510 | const char *CpuPool2dKernel::name() const |
Sheri Zhang | 79144a6 | 2021-02-08 17:43:04 +0000 | [diff] [blame] | 511 | { |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 512 | return _name.c_str(); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 513 | } |
Michele Di Giorgio | 1928904 | 2021-02-03 16:05:00 +0000 | [diff] [blame] | 514 | } // namespace kernels |
| 515 | } // namespace cpu |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 516 | } // namespace arm_compute |