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| 1 | +/* |
| 2 | + * SPDX-FileCopyrightText: Copyright (c) 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. |
| 3 | + * SPDX-License-Identifier: Apache-2.0 |
| 4 | + * |
| 5 | + * Licensed under the Apache License, Version 2.0 (the "License"); |
| 6 | + * you may not use this file except in compliance with the License. |
| 7 | + * You may obtain a copy of the License at |
| 8 | + * |
| 9 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | + * |
| 11 | + * Unless required by applicable law or agreed to in writing, software |
| 12 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 13 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 14 | + * See the License for the specific language governing permissions and |
| 15 | + * limitations under the License. |
| 16 | + */ |
| 17 | + |
| 18 | +#pragma once |
| 19 | + |
| 20 | +#include <cuco/cuda_stream_ref.hpp> |
| 21 | + |
| 22 | +#include <thrust/device_malloc_allocator.h> |
| 23 | +#include <thrust/device_vector.h> |
| 24 | + |
| 25 | +#include <cuda/std/array> |
| 26 | + |
| 27 | +#include <climits> |
| 28 | +#include <cstddef> |
| 29 | + |
| 30 | +namespace cuco { |
| 31 | +namespace experimental { |
| 32 | +namespace detail { |
| 33 | + |
| 34 | +/** |
| 35 | + * @brief Struct to store ranks of bits at 256-bit intervals (or blocks) |
| 36 | + * |
| 37 | + * This struct encodes a list of four rank values using base + offset format |
| 38 | + * e.g. [1000, 1005, 1006, 1009] is stored as base = 1000, offsets = [5, 6, 9] |
| 39 | + * base uses 40 bits, split between one uint32_t and one uint8_t |
| 40 | + * each offset uses 8 bits |
| 41 | + */ |
| 42 | +struct rank { |
| 43 | + uint32_t base_hi_; ///< Upper 32 bits of base |
| 44 | + uint8_t base_lo_; ///< Lower 8 bits of base |
| 45 | + cuda::std::array<uint8_t, 3> offsets_; ///< Offsets for 64-bit sub-intervals, relative to base |
| 46 | + |
| 47 | + /** |
| 48 | + * @brief Gets base rank of current 256-bit interval |
| 49 | + * |
| 50 | + * @return The base rank |
| 51 | + */ |
| 52 | + __host__ __device__ constexpr uint64_t base() const noexcept |
| 53 | + { |
| 54 | + return (static_cast<uint64_t>(base_hi_) << CHAR_BIT) | base_lo_; |
| 55 | + } |
| 56 | + |
| 57 | + /** |
| 58 | + * @brief Sets base rank of current 256-bit interval |
| 59 | + * |
| 60 | + * @param base Base rank |
| 61 | + */ |
| 62 | + __host__ __device__ constexpr void set_base(uint64_t base) noexcept |
| 63 | + { |
| 64 | + base_hi_ = static_cast<uint32_t>(base >> CHAR_BIT); |
| 65 | + base_lo_ = static_cast<uint8_t>(base); |
| 66 | + } |
| 67 | +}; |
| 68 | + |
| 69 | +/** |
| 70 | + * @brief Bitset class with rank and select index structures |
| 71 | + * |
| 72 | + * In addition to standard bitset set/test operations, this class provides |
| 73 | + * rank and select operation API. It maintains index structures to make both these |
| 74 | + * new operations close to constant time. |
| 75 | + * |
| 76 | + * Current limitations: |
| 77 | + * - Stream controls are partially supported due to the use of `thrust::device_vector` as storage |
| 78 | + * - Device ref doesn't support modifiers like `set`, `reset`, etc. |
| 79 | + * |
| 80 | + * @tparam Allocator Type of allocator used for device storage |
| 81 | + */ |
| 82 | +// TODO: have to use device_malloc_allocator for now otherwise the container cannot grow |
| 83 | +template <class Allocator = thrust::device_malloc_allocator<std::byte>> |
| 84 | +class dynamic_bitset { |
| 85 | + public: |
| 86 | + using size_type = std::size_t; ///< size type to specify bit index |
| 87 | + using word_type = uint64_t; ///< word type |
| 88 | + /// Type of the allocator to (de)allocate words |
| 89 | + using allocator_type = typename std::allocator_traits<Allocator>::rebind_alloc<word_type>; |
| 90 | + |
| 91 | + /// Number of bits per block. Note this is a tradeoff between space efficiency and perf. |
| 92 | + static constexpr size_type words_per_block = 4; |
| 93 | + /// Number of bits in a word |
| 94 | + static constexpr size_type bits_per_word = sizeof(word_type) * CHAR_BIT; |
| 95 | + /// Number of bits in a block |
| 96 | + static constexpr size_type bits_per_block = words_per_block * bits_per_word; |
| 97 | + |
| 98 | + /** |
| 99 | + * @brief Constructs an empty bitset |
| 100 | + * |
| 101 | + * @param allocator Allocator used for allocating device storage |
| 102 | + */ |
| 103 | + constexpr dynamic_bitset(Allocator const& allocator = Allocator{}); |
| 104 | + |
| 105 | + /** |
| 106 | + * @brief Appends the given element `value` to the end of the bitset |
| 107 | + * |
| 108 | + * This API may involve data reallocation if the current storage is exhausted. |
| 109 | + * |
| 110 | + * @param value Boolean value of the new bit to be added |
| 111 | + */ |
| 112 | + constexpr void push_back(bool value) noexcept; |
| 113 | + |
| 114 | + /** |
| 115 | + * @brief Sets the target bit indexed by `index` to a specified `value`. |
| 116 | + * |
| 117 | + * @param index Position of bit to be modified |
| 118 | + * @param value New value of the target bit |
| 119 | + */ |
| 120 | + constexpr void set(size_type index, bool value) noexcept; |
| 121 | + |
| 122 | + /** |
| 123 | + * @brief Sets the last bit to a specified value |
| 124 | + * |
| 125 | + * @param value New value of the last bit |
| 126 | + */ |
| 127 | + constexpr void set_last(bool value) noexcept; |
| 128 | + |
| 129 | + /** |
| 130 | + * @brief For any element `keys_begin[i]` in the range `[keys_begin, keys_end)`, stores the |
| 131 | + * boolean value at position `keys_begin[i]` to `output_begin[i]`. |
| 132 | + * |
| 133 | + * @tparam KeyIt Device-accessible iterator whose `value_type` can be converted to bitset's |
| 134 | + * `size_type` |
| 135 | + * @tparam OutputIt Device-accessible iterator whose `value_type` can be constructed from boolean |
| 136 | + * type |
| 137 | + * |
| 138 | + * @param keys_begin Begin iterator to keys list whose values are queried |
| 139 | + * @param keys_end End iterator to keys list |
| 140 | + * @param outputs_begin Begin iterator to outputs of test operation |
| 141 | + * @param stream Stream to execute test kernel |
| 142 | + */ |
| 143 | + template <typename KeyIt, typename OutputIt> |
| 144 | + constexpr void test(KeyIt keys_begin, |
| 145 | + KeyIt keys_end, |
| 146 | + OutputIt outputs_begin, |
| 147 | + cuda_stream_ref stream = {}) noexcept; |
| 148 | + |
| 149 | + /** |
| 150 | + * @brief For any element `keys_begin[i]` in the range `[keys_begin, keys_end)`, stores total |
| 151 | + * count of `1` bits preceeding (but not including) position `keys_begin[i]` to `output_begin[i]`. |
| 152 | + * |
| 153 | + * @tparam KeyIt Device-accessible iterator whose `value_type` can be converted to bitset's |
| 154 | + * `size_type` |
| 155 | + * @tparam OutputIt Device-accessible iterator whose `value_type` can be constructed from bitset's |
| 156 | + * `size_type` |
| 157 | + * |
| 158 | + * @param keys_begin Begin iterator to keys list whose ranks are queried |
| 159 | + * @param keys_end End iterator to keys list |
| 160 | + * @param outputs_begin Begin iterator to outputs ranks list |
| 161 | + * @param stream Stream to execute ranks kernel |
| 162 | + */ |
| 163 | + template <typename KeyIt, typename OutputIt> |
| 164 | + constexpr void rank(KeyIt keys_begin, |
| 165 | + KeyIt keys_end, |
| 166 | + OutputIt outputs_begin, |
| 167 | + cuda_stream_ref stream = {}) noexcept; |
| 168 | + |
| 169 | + /** |
| 170 | + * @brief For any element `keys_begin[i]` in the range `[keys_begin, keys_end)`, stores the |
| 171 | + * position of `keys_begin[i]`th `1` bit to `output_begin[i]`. |
| 172 | + * |
| 173 | + * @tparam KeyIt Device-accessible iterator whose `value_type` can be converted to bitset's |
| 174 | + * `size_type` |
| 175 | + * @tparam OutputIt Device-accessible iterator whose `value_type` can be constructed from bitset's |
| 176 | + * `size_type` |
| 177 | + * |
| 178 | + * @param keys_begin Begin iterator to keys list whose select values are queried |
| 179 | + * @param keys_end End iterator to keys list |
| 180 | + * @param outputs_begin Begin iterator to outputs selects list |
| 181 | + * @param stream Stream to execute selects kernel |
| 182 | + */ |
| 183 | + template <typename KeyIt, typename OutputIt> |
| 184 | + constexpr void select(KeyIt keys_begin, |
| 185 | + KeyIt keys_end, |
| 186 | + OutputIt outputs_begin, |
| 187 | + cuda_stream_ref stream = {}) noexcept; |
| 188 | + |
| 189 | + using rank_type = cuco::experimental::detail::rank; ///< Rank type |
| 190 | + |
| 191 | + /** |
| 192 | + *@brief Struct to hold all storage refs needed by reference |
| 193 | + */ |
| 194 | + // TODO: this is not a real ref type, to be changed |
| 195 | + struct storage_ref_type { |
| 196 | + const word_type* words_ref_; ///< Words ref |
| 197 | + |
| 198 | + const rank_type* ranks_true_ref_; ///< Ranks ref for 1 bits |
| 199 | + const size_type* selects_true_ref_; ///< Selects ref for 1 bits |
| 200 | + |
| 201 | + const rank_type* ranks_false_ref_; ///< Ranks ref for 0 bits |
| 202 | + const size_type* selects_false_ref_; ///< Selects ref 0 bits |
| 203 | + }; |
| 204 | + |
| 205 | + /** |
| 206 | + * @brief Device non-owning reference type of dynamic_bitset |
| 207 | + */ |
| 208 | + class reference { |
| 209 | + public: |
| 210 | + /** |
| 211 | + * @brief Constructs a reference |
| 212 | + * |
| 213 | + * @param storage Struct with non-owning refs to bitset storage arrays |
| 214 | + */ |
| 215 | + __host__ __device__ explicit constexpr reference(storage_ref_type storage) noexcept; |
| 216 | + |
| 217 | + /** |
| 218 | + * @brief Access value of a single bit |
| 219 | + * |
| 220 | + * @param key Position of bit |
| 221 | + * |
| 222 | + * @return Value of bit at position specified by key |
| 223 | + */ |
| 224 | + [[nodiscard]] __device__ constexpr bool test(size_type key) const noexcept; |
| 225 | + |
| 226 | + /** |
| 227 | + * @brief Access a single word of internal storage |
| 228 | + * |
| 229 | + * @param word_id Index of word |
| 230 | + * |
| 231 | + * @return Word at position specified by index |
| 232 | + */ |
| 233 | + [[nodiscard]] __device__ constexpr word_type word(size_type word_id) const noexcept; |
| 234 | + |
| 235 | + /** |
| 236 | + * @brief Find position of first set bit starting from a given position (inclusive) |
| 237 | + * |
| 238 | + * @param key Position of starting bit |
| 239 | + * |
| 240 | + * @return Index of next set bit |
| 241 | + */ |
| 242 | + [[nodiscard]] __device__ size_type find_next(size_type key) const noexcept; |
| 243 | + |
| 244 | + /** |
| 245 | + * @brief Find number of set bits (rank) in all positions before the input position (exclusive) |
| 246 | + * |
| 247 | + * @param key Input bit position |
| 248 | + * |
| 249 | + * @return Rank of input position |
| 250 | + */ |
| 251 | + [[nodiscard]] __device__ constexpr size_type rank(size_type key) const noexcept; |
| 252 | + |
| 253 | + /** |
| 254 | + * @brief Find position of Nth set (1) bit counting from start |
| 255 | + * |
| 256 | + * @param count Input N |
| 257 | + * |
| 258 | + * @return Position of Nth set bit |
| 259 | + */ |
| 260 | + [[nodiscard]] __device__ constexpr size_type select(size_type count) const noexcept; |
| 261 | + |
| 262 | + /** |
| 263 | + * @brief Find position of Nth not-set (0) bit counting from start |
| 264 | + * |
| 265 | + * @param count Input N |
| 266 | + * |
| 267 | + * @return Position of Nth not-set bit |
| 268 | + */ |
| 269 | + [[nodiscard]] __device__ constexpr size_type select_false(size_type count) const noexcept; |
| 270 | + |
| 271 | + private: |
| 272 | + /** |
| 273 | + * @brief Helper function for select operation that computes an initial rank estimate |
| 274 | + * |
| 275 | + * @param count Input count for which select operation is being performed |
| 276 | + * @param selects Selects array |
| 277 | + * @param ranks Ranks array |
| 278 | + * |
| 279 | + * @return index in ranks which corresponds to highest rank less than count (least upper bound) |
| 280 | + */ |
| 281 | + template <typename SelectsRef, typename RanksRef> |
| 282 | + [[nodiscard]] __device__ constexpr size_type initial_rank_estimate( |
| 283 | + size_type count, const SelectsRef& selects, const RanksRef& ranks) const noexcept; |
| 284 | + |
| 285 | + /** |
| 286 | + * @brief Subtract rank estimate from input count and return an increment to word_id |
| 287 | + * |
| 288 | + * @tparam Rank type |
| 289 | + * |
| 290 | + * @param count Input count that will be updated |
| 291 | + * @param rank Initial rank estimate for count |
| 292 | + * |
| 293 | + * @return Increment to word_id based on rank values |
| 294 | + */ |
| 295 | + template <typename Rank> |
| 296 | + [[nodiscard]] __device__ constexpr size_type subtract_rank_from_count(size_type& count, |
| 297 | + Rank rank) const noexcept; |
| 298 | + |
| 299 | + /** |
| 300 | + * @brief Find position of Nth set bit in a 64-bit word |
| 301 | + * |
| 302 | + * @param N Input count |
| 303 | + * |
| 304 | + * @return Position of Nth set bit |
| 305 | + */ |
| 306 | + [[nodiscard]] __device__ size_type select_bit_in_word(size_type N, |
| 307 | + word_type word) const noexcept; |
| 308 | + |
| 309 | + storage_ref_type storage_; ///< Non-owning storage |
| 310 | + }; |
| 311 | + |
| 312 | + using ref_type = reference; ///< Non-owning container ref type |
| 313 | + |
| 314 | + /** |
| 315 | + * @brief Gets non-owning device ref of the current object |
| 316 | + * |
| 317 | + * @return Device ref of the current `dynamic_bitset` object |
| 318 | + */ |
| 319 | + [[nodiscard]] constexpr ref_type ref() const noexcept; |
| 320 | + |
| 321 | + /** |
| 322 | + * @brief Gets the number of bits dynamic_bitset holds |
| 323 | + * |
| 324 | + * @return Number of bits dynamic_bitset holds |
| 325 | + */ |
| 326 | + [[nodiscard]] constexpr size_type size() const noexcept; |
| 327 | + |
| 328 | + private: |
| 329 | + /// Type of the allocator to (de)allocate ranks |
| 330 | + using rank_allocator_type = typename std::allocator_traits<Allocator>::rebind_alloc<rank_type>; |
| 331 | + /// Type of the allocator to (de)allocate indices |
| 332 | + using size_allocator_type = typename std::allocator_traits<Allocator>::rebind_alloc<size_type>; |
| 333 | + |
| 334 | + allocator_type allocator_; ///< Words allocator |
| 335 | + size_type n_bits_; ///< Number of bits dynamic_bitset currently holds |
| 336 | + bool is_built_; ///< Flag indicating whether the rank and select indices are built or not |
| 337 | + |
| 338 | + /// Words vector that represents all bits |
| 339 | + thrust::device_vector<word_type, allocator_type> words_; |
| 340 | + /// Rank values for every 256-th bit (4-th word) |
| 341 | + thrust::device_vector<rank_type, rank_allocator_type> ranks_true_; |
| 342 | + /// Same as ranks_ but for `0` bits |
| 343 | + thrust::device_vector<rank_type, rank_allocator_type> ranks_false_; |
| 344 | + /// Block indices of (0, 256, 512...)th `1` bit |
| 345 | + thrust::device_vector<size_type, size_allocator_type> selects_true_; |
| 346 | + /// Same as selects_, but for `0` bits |
| 347 | + thrust::device_vector<size_type, size_allocator_type> selects_false_; |
| 348 | + |
| 349 | + /** |
| 350 | + * @brief Builds indexes for rank and select |
| 351 | + * |
| 352 | + * @param stream Stream to execute kernels |
| 353 | + */ |
| 354 | + constexpr void build(cuda_stream_ref stream = {}) noexcept; |
| 355 | + |
| 356 | + /** |
| 357 | + * @brief Populates rank and select indexes for true or false bits |
| 358 | + * |
| 359 | + * @param ranks Output array of ranks |
| 360 | + * @param selects Output array of selects |
| 361 | + * @param flip_bits If true, negate bits to construct indexes for false bits |
| 362 | + * @param stream Stream to execute kernels |
| 363 | + */ |
| 364 | + constexpr void build_ranks_and_selects( |
| 365 | + thrust::device_vector<rank_type, rank_allocator_type>& ranks, |
| 366 | + thrust::device_vector<size_type, size_allocator_type>& selects, |
| 367 | + bool flip_bits, |
| 368 | + cuda_stream_ref stream = {}); |
| 369 | +}; |
| 370 | + |
| 371 | +} // namespace detail |
| 372 | +} // namespace experimental |
| 373 | +} // namespace cuco |
| 374 | + |
| 375 | +#include <cuco/detail/trie/dynamic_bitset/dynamic_bitset.inl> |
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