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|---|---|---|---|
| 1 | // SPDX-FileCopyrightText: 2023 - 2026 Arm Limited and/or its affiliates <open-source-office@arm.com> | ||
| 2 | // | ||
| 3 | // SPDX-License-Identifier: Apache-2.0 | ||
| 4 | |||
| 5 | #ifndef KLEIDICV_MORPHOLOGY_WORKSPACE_H | ||
| 6 | #define KLEIDICV_MORPHOLOGY_WORKSPACE_H | ||
| 7 | |||
| 8 | #include <algorithm> | ||
| 9 | #include <array> | ||
| 10 | #include <cstddef> | ||
| 11 | #include <cstdint> | ||
| 12 | #include <cstdlib> | ||
| 13 | #include <memory> | ||
| 14 | #include <optional> | ||
| 15 | #include <variant> | ||
| 16 | |||
| 17 | #include "kleidicv/kleidicv.h" | ||
| 18 | #include "kleidicv/types.h" | ||
| 19 | |||
| 20 | #if KLEIDICV_TARGET_SME | ||
| 21 | #include <arm_sme.h> | ||
| 22 | #endif | ||
| 23 | |||
| 24 | namespace KLEIDICV_TARGET_NAMESPACE { | ||
| 25 | |||
| 26 | // Workspace for morphological operations. | ||
| 27 | class MorphologyWorkspace final { | ||
| 28 | public: | ||
| 29 | enum class BorderType { | ||
| 30 | CONSTANT, | ||
| 31 | REPLICATE, | ||
| 32 | }; | ||
| 33 | |||
| 34 | 1472 | static std::optional<BorderType> get_border_type( | |
| 35 | kleidicv_border_type_t border_type) KLEIDICV_STREAMING { | ||
| 36 |
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1472 | switch (border_type) { |
| 37 | case KLEIDICV_BORDER_TYPE_REPLICATE: | ||
| 38 | 1008 | return BorderType::REPLICATE; | |
| 39 | case KLEIDICV_BORDER_TYPE_CONSTANT: | ||
| 40 | 424 | return BorderType::CONSTANT; | |
| 41 | default: | ||
| 42 | 40 | return std::optional<BorderType>(); | |
| 43 | } | ||
| 44 | 1472 | } | |
| 45 | |||
| 46 | template <typename T> | ||
| 47 | class CopyDataMemcpy { | ||
| 48 | public: | ||
| 49 | 4744 | constexpr void operator()(Rows<const T> src_rows, Rows<T> dst_rows, | |
| 50 | size_t length) const KLEIDICV_STREAMING { | ||
| 51 | #if KLEIDICV_TARGET_SME | ||
| 52 | __arm_sc_memcpy(static_cast<void *>(&dst_rows[0]), | ||
| 53 | static_cast<const void *>(&src_rows[0]), | ||
| 54 | length * sizeof(T) * dst_rows.channels()); | ||
| 55 | #else | ||
| 56 | 9488 | std::memcpy(static_cast<void *>(&dst_rows[0]), | |
| 57 | 4744 | static_cast<const void *>(&src_rows[0]), | |
| 58 | 4744 | length * sizeof(T) * dst_rows.channels()); | |
| 59 | #endif | ||
| 60 | 4744 | } | |
| 61 | }; | ||
| 62 | |||
| 63 | // MorphologyWorkspace is only constructible with create(). | ||
| 64 | MorphologyWorkspace() = delete; | ||
| 65 | |||
| 66 | 1368 | static std::variant<MorphologyWorkspace, kleidicv_error_t> create( | |
| 67 | Rectangle kernel, Point anchor, BorderType border_type, | ||
| 68 | const uint8_t *border_value, size_t channels, size_t type_size, | ||
| 69 | Rectangle image_size) KLEIDICV_STREAMING { | ||
| 70 |
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1368 | if (anchor.x() >= kernel.width() || anchor.y() >= kernel.height()) { |
| 71 | 24 | return KLEIDICV_ERROR_RANGE; | |
| 72 | } | ||
| 73 | |||
| 74 |
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1344 | if (border_type == BorderType::CONSTANT && border_value == nullptr) { |
| 75 | 8 | return KLEIDICV_ERROR_NULL_POINTER; | |
| 76 | } | ||
| 77 | |||
| 78 | // These values are arbitrarily choosen. | ||
| 79 | 2672 | const size_t rows_per_iteration = | |
| 80 | 1336 | std::max(2 * kernel.height(), static_cast<size_t>(32ULL)); | |
| 81 | // To avoid load/store penalties. | ||
| 82 | 1336 | const size_t kAlignment = 16; | |
| 83 | 1336 | Margin margin{kernel, anchor}; | |
| 84 | |||
| 85 | // A single wide row which can hold one row worth of data in addition | ||
| 86 | // to left and right margins. | ||
| 87 | 2672 | size_t wide_rows_width = | |
| 88 | 1336 | margin.left() + image_size.width() + margin.right(); | |
| 89 | 1336 | size_t wide_rows_stride = wide_rows_width * channels; | |
| 90 | 1336 | wide_rows_stride = align_up(wide_rows_stride, kAlignment); | |
| 91 | 1336 | size_t wide_rows_height = 1UL; // There is only one wide row. | |
| 92 | 1336 | size_t wide_rows_size = wide_rows_stride * wide_rows_height; | |
| 93 | 1336 | wide_rows_size += kAlignment - 1; | |
| 94 | |||
| 95 | // Multiple buffer rows to hold rows without any borders. | ||
| 96 | 1336 | size_t buffer_rows_width = type_size * image_size.width(); | |
| 97 | 1336 | size_t buffer_rows_stride = buffer_rows_width * channels; | |
| 98 | 1336 | buffer_rows_stride = align_up(buffer_rows_stride, kAlignment); | |
| 99 | 1336 | size_t buffer_rows_height = 2 * rows_per_iteration; | |
| 100 | 1336 | size_t buffer_rows_size = 0UL; | |
| 101 |
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1336 | if (__builtin_mul_overflow(buffer_rows_stride, buffer_rows_height, |
| 102 | &buffer_rows_size)) { | ||
| 103 | 8 | return KLEIDICV_ERROR_RANGE; | |
| 104 | } | ||
| 105 | 1328 | buffer_rows_size += kAlignment - 1; | |
| 106 | |||
| 107 | // Storage for indirect row access. | ||
| 108 | 1328 | size_t indirect_row_storage_size = 3 * rows_per_iteration * sizeof(void *); | |
| 109 | |||
| 110 | // Try to allocate the buffers at once. | ||
| 111 | 2656 | size_t allocation_size = | |
| 112 | 1328 | indirect_row_storage_size + buffer_rows_size + wide_rows_size; | |
| 113 | 2656 | uint8_t *allocation = | |
| 114 | 1328 | reinterpret_cast<uint8_t *>(std::malloc(allocation_size)); | |
| 115 |
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1328 | if (!allocation) { |
| 116 | 8 | return KLEIDICV_ERROR_ALLOCATION; | |
| 117 | } | ||
| 118 | |||
| 119 | 1320 | size_t wide_rows_src_width = image_size.width(); | |
| 120 | |||
| 121 | 1320 | auto *buffer_rows_address = &allocation[indirect_row_storage_size]; | |
| 122 | 1320 | buffer_rows_address = align_up(buffer_rows_address, kAlignment); | |
| 123 | 1320 | ptrdiff_t buffer_rows_offset = buffer_rows_address - allocation; | |
| 124 | |||
| 125 | 2640 | auto *wide_rows_address = | |
| 126 | 1320 | &allocation[indirect_row_storage_size + buffer_rows_size]; | |
| 127 | 1320 | wide_rows_address += margin.left() * channels; | |
| 128 | 1320 | wide_rows_address = align_up(wide_rows_address, kAlignment); | |
| 129 | 1320 | wide_rows_address -= margin.left() * channels; | |
| 130 | 1320 | ptrdiff_t wide_rows_offset = wide_rows_address - allocation; | |
| 131 | |||
| 132 | 1320 | std::array<uint8_t, KLEIDICV_MAXIMUM_CHANNEL_COUNT> border_values{}; | |
| 133 |
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1320 | if (border_type == BorderType::CONSTANT) { |
| 134 |
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1000 | for (size_t i = 0; i < channels; ++i) { |
| 135 | 584 | border_values[i] = border_value[i]; | |
| 136 | 584 | } | |
| 137 | 416 | } | |
| 138 | |||
| 139 | 2640 | return MorphologyWorkspace{image_size, | |
| 140 | 1320 | margin, | |
| 141 | 1320 | border_type, | |
| 142 | 1320 | border_values, | |
| 143 | 1320 | rows_per_iteration, | |
| 144 | 1320 | wide_rows_src_width, | |
| 145 | 1320 | channels, | |
| 146 | 0, | ||
| 147 | 0, | ||
| 148 | 1320 | buffer_rows_offset, | |
| 149 | 1320 | buffer_rows_stride, | |
| 150 | 1320 | wide_rows_offset, | |
| 151 | 1320 | wide_rows_stride, | |
| 152 | 1320 | allocation}; | |
| 153 | 1368 | } | |
| 154 | |||
| 155 | private: | ||
| 156 | 1320 | MorphologyWorkspace( | |
| 157 | Rectangle image_size, Margin margin, BorderType border_type, | ||
| 158 | std::array<uint8_t, KLEIDICV_MAXIMUM_CHANNEL_COUNT> border_values, | ||
| 159 | size_t rows_per_iteration, size_t wide_rows_src_width, size_t channels, | ||
| 160 | size_t horizontal_height, size_t vertical_height, | ||
| 161 | ptrdiff_t buffer_rows_offset, size_t buffer_rows_stride, | ||
| 162 | ptrdiff_t wide_rows_offset, size_t wide_rows_stride, | ||
| 163 | uint8_t *allocation) KLEIDICV_STREAMING | ||
| 164 | 1320 | : image_size_{image_size}, | |
| 165 | 1320 | margin_{margin}, | |
| 166 | 1320 | border_type_{border_type}, | |
| 167 | 1320 | border_value_{border_values}, | |
| 168 | 1320 | rows_per_iteration_{rows_per_iteration}, | |
| 169 | 1320 | wide_rows_src_width_{wide_rows_src_width}, | |
| 170 | 1320 | channels_{channels}, | |
| 171 | 1320 | horizontal_height_{horizontal_height}, | |
| 172 | 1320 | vertical_height_{vertical_height}, | |
| 173 | 1320 | buffer_rows_offset_{buffer_rows_offset}, | |
| 174 | 1320 | buffer_rows_stride_{buffer_rows_stride}, | |
| 175 | 1320 | wide_rows_offset_{wide_rows_offset}, | |
| 176 | 1320 | wide_rows_stride_{wide_rows_stride}, | |
| 177 | 1320 | data_{allocation, &std::free} {} | |
| 178 | |||
| 179 | public: | ||
| 180 | // This function is too complex, but disable the warning for now. | ||
| 181 | // NOLINTBEGIN(readability-function-cognitive-complexity) | ||
| 182 | template <typename O> | ||
| 183 | 1512 | void process(Rows<const typename O::SourceType> src_rows, | |
| 184 | Rows<typename O::DestinationType> dst_rows, | ||
| 185 | O operation) KLEIDICV_STREAMING { | ||
| 186 | using S = typename O::SourceType; | ||
| 187 | using B = typename O::BufferType; | ||
| 188 | 1512 | typename O::CopyData copy_data{}; | |
| 189 | |||
| 190 |
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1512 | if (KLEIDICV_UNLIKELY(image_size_.width() == 0 || |
| 191 | 1504 | image_size_.height() == 0)) { | |
| 192 | 16 | return; | |
| 193 | } | ||
| 194 | |||
| 195 | // Wide rows which can hold data with left and right margins. | ||
| 196 | 1496 | auto wide_rows = | |
| 197 | 2992 | Rows{reinterpret_cast<S *>(&data_.get()[wide_rows_offset_]), | |
| 198 | 1496 | wide_rows_stride_, channels_}; | |
| 199 | |||
| 200 | // Double buffered indirect rows to access the buffer rows. | ||
| 201 | 2992 | auto db_indirect_rows = DoubleBufferedIndirectRows{ | |
| 202 | 1496 | reinterpret_cast<B **>(&data_.get()[0]), rows_per_iteration_, | |
| 203 | 2992 | Rows{reinterpret_cast<B *>(&data_.get()[buffer_rows_offset_]), | |
| 204 | 1496 | buffer_rows_stride_, channels_}}; | |
| 205 | |||
| 206 | // [Step 1] Initialize workspace. | ||
| 207 | 1496 | horizontal_height_ = | |
| 208 | 1496 | margin_.top() + image_size_.height() + margin_.bottom(); | |
| 209 | 1496 | vertical_height_ = image_size_.height(); | |
| 210 | 1496 | size_t row_index = 0; | |
| 211 | |||
| 212 | // Used by replicate border type. | ||
| 213 | 1496 | auto first_src_rows = src_rows; | |
| 214 | 1496 | auto last_src_rows = src_rows.at(image_size_.height() - 1); | |
| 215 | |||
| 216 | 1496 | size_t horizontal_height = get_next_horizontal_height(); | |
| 217 |
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12240 | for (size_t index = 0; index < horizontal_height; ++index) { |
| 218 |
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10744 | switch (border_type_) { |
| 219 | case BorderType::CONSTANT: { | ||
| 220 | 2536 | make_constant_border(wide_rows, 0, margin_.left()); | |
| 221 | |||
| 222 |
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2536 | if (row_index < margin_.top() || |
| 223 | 2024 | row_index >= margin_.top() + image_size_.height()) { | |
| 224 | 2016 | make_constant_border(wide_rows, margin_.left(), | |
| 225 | 1008 | wide_rows_src_width_); | |
| 226 | 1008 | } else { | |
| 227 | 3056 | copy_data(src_rows, wide_rows.at(0, margin_.left()), | |
| 228 | 1528 | wide_rows_src_width_); | |
| 229 | // Advance source rows. | ||
| 230 | 1528 | ++src_rows; | |
| 231 | } | ||
| 232 | |||
| 233 | 5072 | make_constant_border(wide_rows, margin_.left() + wide_rows_src_width_, | |
| 234 | 2536 | margin_.right()); | |
| 235 | |||
| 236 | // Advance counters. | ||
| 237 | 2536 | ++row_index; | |
| 238 | 2536 | } break; | |
| 239 | |||
| 240 | case BorderType::REPLICATE: { | ||
| 241 | 8208 | Rows<const S> current_src_row; | |
| 242 | |||
| 243 |
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8208 | if (row_index < margin_.top()) { |
| 244 | 1760 | current_src_row = first_src_rows; | |
| 245 |
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8208 | } else if (row_index < (margin_.top() + image_size_.height())) { |
| 246 | 5064 | current_src_row = src_rows; | |
| 247 | // Advance source rows. | ||
| 248 | 5064 | ++src_rows; | |
| 249 | 5064 | } else { | |
| 250 | 1384 | current_src_row = last_src_rows; | |
| 251 | } | ||
| 252 | |||
| 253 | 8208 | replicate_border(current_src_row, wide_rows, 0, 0, margin_.left()); | |
| 254 | 16416 | copy_data(current_src_row, wide_rows.at(0, margin_.left()), | |
| 255 | 8208 | wide_rows_src_width_); | |
| 256 | 16416 | replicate_border(current_src_row, wide_rows, wide_rows_src_width_ - 1, | |
| 257 | 8208 | margin_.left() + wide_rows_src_width_, | |
| 258 | 8208 | margin_.right()); | |
| 259 | |||
| 260 | // Advance counters. | ||
| 261 | 8208 | ++row_index; | |
| 262 | 8208 | } break; | |
| 263 | } // switch (border_type_) | ||
| 264 | |||
| 265 | // [Step 2] Process the preloaded data. | ||
| 266 | 21488 | operation.process_horizontal(Rectangle{image_size_.width(), 1UL}, | |
| 267 | 10744 | wide_rows, | |
| 268 | 10744 | db_indirect_rows.write_at().at(index)); | |
| 269 | 10744 | } // for (...; index < horizontal_height; ...) | |
| 270 | |||
| 271 | 1496 | db_indirect_rows.swap(); | |
| 272 | |||
| 273 | // [Step 3] Process any remaining data. | ||
| 274 |
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3096 | while (vertical_height_) { |
| 275 | 1600 | size_t horizontal_height = get_next_horizontal_height(); | |
| 276 |
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4056 | for (size_t index = 0; index < horizontal_height; ++index) { |
| 277 |
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2456 | switch (border_type_) { |
| 278 | case BorderType::CONSTANT: { | ||
| 279 |
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816 | if (row_index < (margin_.top() + image_size_.height())) { |
| 280 | // Constant left and right borders with source data. | ||
| 281 | 1600 | copy_data(src_rows, wide_rows.at(0, margin_.left()), | |
| 282 | 800 | wide_rows_src_width_); | |
| 283 | // Advance source rows. | ||
| 284 | 800 | ++src_rows; | |
| 285 | 800 | } else { | |
| 286 | 32 | make_constant_border(wide_rows, margin_.left(), | |
| 287 | 16 | wide_rows_src_width_); | |
| 288 | } | ||
| 289 | |||
| 290 | // Advance row counter. | ||
| 291 | 816 | ++row_index; | |
| 292 | 816 | } break; | |
| 293 | |||
| 294 | case BorderType::REPLICATE: { | ||
| 295 | 1640 | Rows<const S> current_src_row; | |
| 296 | |||
| 297 |
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1640 | if (row_index < (margin_.top() + image_size_.height())) { |
| 298 | 1600 | current_src_row = src_rows; | |
| 299 | // Advance source rows. | ||
| 300 | 1600 | ++src_rows; | |
| 301 | 1600 | } else { | |
| 302 | 40 | current_src_row = last_src_rows; | |
| 303 | } | ||
| 304 | |||
| 305 | 1640 | replicate_border(current_src_row, wide_rows, 0, 0, margin_.left()); | |
| 306 | 3280 | copy_data(current_src_row, wide_rows.at(0, margin_.left()), | |
| 307 | 1640 | wide_rows_src_width_); | |
| 308 | 1640 | replicate_border( | |
| 309 | 1640 | current_src_row, wide_rows, wide_rows_src_width_ - 1, | |
| 310 | 1640 | margin_.left() + wide_rows_src_width_, margin_.right()); | |
| 311 | |||
| 312 | // Advance counters. | ||
| 313 | 1640 | ++row_index; | |
| 314 | 1640 | } break; | |
| 315 | } // switch (border_type_) | ||
| 316 | |||
| 317 | 4912 | operation.process_horizontal(Rectangle{image_size_.width(), 1UL}, | |
| 318 | 2456 | wide_rows, | |
| 319 | 2456 | db_indirect_rows.write_at().at(index)); | |
| 320 | 2456 | } // for (...; index < horizontal_height; ...) | |
| 321 | |||
| 322 | 1600 | size_t next_vertical_height = get_next_vertical_height(); | |
| 323 | 1600 | operation.process_vertical( | |
| 324 | 1600 | Rectangle{image_size_.width(), next_vertical_height}, | |
| 325 | 1600 | db_indirect_rows.read_at(), dst_rows); | |
| 326 | 1600 | dst_rows += next_vertical_height; | |
| 327 | |||
| 328 | 1600 | db_indirect_rows.swap(); | |
| 329 | 1600 | } | |
| 330 | 1512 | } | |
| 331 | // NOLINTEND(readability-function-cognitive-complexity) | ||
| 332 | |||
| 333 | private: | ||
| 334 | // The number of wide rows to process in the next iteration. | ||
| 335 | 3096 | [[nodiscard]] size_t get_next_horizontal_height() KLEIDICV_STREAMING { | |
| 336 | 3096 | size_t height = std::min(horizontal_height_, rows_per_iteration_); | |
| 337 | 3096 | horizontal_height_ -= height; | |
| 338 | 6192 | return height; | |
| 339 | 3096 | } | |
| 340 | |||
| 341 | // The number of indirect rows to process in the next iteration. | ||
| 342 | 1600 | [[nodiscard]] size_t get_next_vertical_height() KLEIDICV_STREAMING { | |
| 343 | 1600 | size_t height = std::min(vertical_height_, rows_per_iteration_); | |
| 344 | 1600 | vertical_height_ -= height; | |
| 345 | 3200 | return height; | |
| 346 | 1600 | } | |
| 347 | |||
| 348 | template <typename T> | ||
| 349 | 6096 | void make_constant_border(Rows<T> dst_rows, size_t dst_index, | |
| 350 | size_t count) KLEIDICV_STREAMING { | ||
| 351 | 6096 | auto dst = &dst_rows.at(0, dst_index)[0]; | |
| 352 |
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26624 | for (size_t index = 0; index < count; ++index) { |
| 353 |
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43360 | for (size_t channel = 0; channel < dst_rows.channels(); ++channel) { |
| 354 | 22832 | dst[index * dst_rows.channels() + channel] = border_value_[channel]; | |
| 355 | 22832 | } | |
| 356 | 20528 | } | |
| 357 | 6096 | } | |
| 358 | |||
| 359 | template <typename T> | ||
| 360 | 19696 | void replicate_border(Rows<const T> src_rows, Rows<T> dst_rows, | |
| 361 | size_t src_index, size_t dst_index, | ||
| 362 | size_t count) KLEIDICV_STREAMING { | ||
| 363 |
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19696 | if (!count) { |
| 364 | 4440 | return; | |
| 365 | } | ||
| 366 | |||
| 367 |
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37168 | for (size_t channel = 0; channel < src_rows.channels(); ++channel) { |
| 368 |
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61212 | for (size_t index = dst_index; index < dst_index + count; ++index) { |
| 369 | 39300 | dst_rows.at(0, index)[channel] = src_rows.at(0, src_index)[channel]; | |
| 370 | 39300 | } | |
| 371 | 21912 | } | |
| 372 | 19696 | } | |
| 373 | |||
| 374 | Rectangle image_size_; | ||
| 375 | Margin margin_; | ||
| 376 | BorderType border_type_; | ||
| 377 | std::array<uint8_t, KLEIDICV_MAXIMUM_CHANNEL_COUNT> border_value_; | ||
| 378 | |||
| 379 | // Number of wide rows in this workspace. | ||
| 380 | size_t rows_per_iteration_; | ||
| 381 | // Size of the data in bytes within a row. | ||
| 382 | size_t wide_rows_src_width_; | ||
| 383 | // The number of channels. | ||
| 384 | size_t channels_; | ||
| 385 | // Remaining height to process in horizontal direction. | ||
| 386 | size_t horizontal_height_; | ||
| 387 | // Remaining height to process in vertical direction. | ||
| 388 | size_t vertical_height_; | ||
| 389 | // Offset in bytes to the buffer rows from &data_[0]. | ||
| 390 | ptrdiff_t buffer_rows_offset_; | ||
| 391 | // Stride of the buffer rows. | ||
| 392 | size_t buffer_rows_stride_; | ||
| 393 | // Offset in bytes to the wide rows from &data_[0]. | ||
| 394 | ptrdiff_t wide_rows_offset_; | ||
| 395 | // Stride of the wide rows. | ||
| 396 | size_t wide_rows_stride_; | ||
| 397 | // Workspace buffer | ||
| 398 | std::unique_ptr<uint8_t, decltype(&std::free)> data_; | ||
| 399 | }; // end of class MorphologyWorkspace | ||
| 400 | |||
| 401 | } // namespace KLEIDICV_TARGET_NAMESPACE | ||
| 402 | |||
| 403 | #endif // KLEIDICV_MORPHOLOGY_WORKSPACE_H | ||
| 404 |