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| /*************************************************************************************************** | |
| * Copyright (c) 2017 - 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved. | |
| * SPDX-License-Identifier: BSD-3-Clause | |
| * | |
| * Redistribution and use in source and binary forms, with or without | |
| * modification, are permitted provided that the following conditions are met: | |
| * | |
| * 1. Redistributions of source code must retain the above copyright notice, this | |
| * list of conditions and the following disclaimer. | |
| * | |
| * 2. Redistributions in binary form must reproduce the above copyright notice, | |
| * this list of conditions and the following disclaimer in the documentation | |
| * and/or other materials provided with the distribution. | |
| * | |
| * 3. Neither the name of the copyright holder nor the names of its | |
| * contributors may be used to endorse or promote products derived from | |
| * this software without specific prior written permission. | |
| * | |
| * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | |
| * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | |
| * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | |
| * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | |
| * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | |
| * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | |
| * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | |
| * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | |
| * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | |
| * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |
| * | |
| **************************************************************************************************/ | |
| /*! \file | |
| \brief Statically sized array of elements that accommodates all CUTLASS-supported numeric types | |
| and is safe to use in a union. | |
| */ | |
| namespace cutlass { | |
| //////////////////////////////////////////////////////////////////////////////////////////////////// | |
| /// Statically sized array for any data type | |
| template < | |
| typename T, | |
| int N | |
| > | |
| struct Array<T, N, false> { | |
| static constexpr int kSizeBits = sizeof_bits<T>::value * N; | |
| /// Storage type | |
| using Storage = typename platform::conditional< | |
| ((kSizeBits % 32) != 0), | |
| typename platform::conditional< | |
| ((kSizeBits % 16) != 0), | |
| uint8_t, | |
| uint16_t | |
| >::type, | |
| uint32_t | |
| >::type; | |
| /// Element type | |
| using Element = T; | |
| /// Number of logical elements per stored object | |
| static constexpr int kElementsPerStoredItem = int(sizeof(Storage) * 8) / sizeof_bits<T>::value; | |
| /// Number of storage elements | |
| static constexpr size_t kStorageElements = (N + kElementsPerStoredItem - 1) / kElementsPerStoredItem; | |
| /// Number of logical elements | |
| static constexpr size_t kElements = N; | |
| /// Bitmask for covering one item | |
| static constexpr Storage kMask = ((Storage(1) << sizeof_bits<T>::value) - 1); | |
| // | |
| // C++ standard members with pointer types removed | |
| // | |
| typedef T value_type; | |
| typedef size_t size_type; | |
| typedef ptrdiff_t difference_type; | |
| typedef value_type *pointer; | |
| typedef value_type const *const_pointer; | |
| // | |
| // References | |
| // | |
| /// Reference object inserts or extracts sub-byte items | |
| class reference { | |
| /// Pointer to storage element | |
| Storage *ptr_{nullptr}; | |
| /// Index into elements packed into Storage object | |
| int idx_{0}; | |
| public: | |
| reference() = default; | |
| /// Ctor | |
| CUTLASS_HOST_DEVICE | |
| reference(Storage *ptr, int idx = 0): ptr_(ptr), idx_(idx) { } | |
| /// Assignment | |
| CUTLASS_HOST_DEVICE | |
| reference &operator=(T x) { | |
| // `*ptr_ & kUpdateMask` will read ptr_ before write to it | |
| // This means code pattern like | |
| // | |
| // ```cpp | |
| // Array<half_t, N> result; | |
| // result[0] = xxx; | |
| // ``` | |
| // | |
| // Will leads to compiler warning on use of unintialized member variable. Although we know | |
| // this read of uninitialized member variable is harmeless. | |
| Storage item = (reinterpret_cast<Storage const &>(x) & kMask); | |
| Storage kUpdateMask = Storage(~(kMask << (idx_ * sizeof_bits<T>::value))); | |
| *ptr_ = Storage(((*ptr_ & kUpdateMask) | (item << idx_ * sizeof_bits<T>::value))); | |
| return *this; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| T get() const { | |
| Storage item = Storage((*ptr_ >> (idx_ * sizeof_bits<T>::value)) & kMask); | |
| return reinterpret_cast<T const &>(item); | |
| } | |
| /// Extract | |
| CUTLASS_HOST_DEVICE | |
| operator T() const { | |
| return get(); | |
| } | |
| /// Explicit cast to int | |
| CUTLASS_HOST_DEVICE | |
| explicit operator int() const { | |
| return int(get()); | |
| } | |
| /// Explicit cast to float | |
| CUTLASS_HOST_DEVICE | |
| explicit operator float() const { | |
| return float(get()); | |
| } | |
| }; | |
| /// Reference object extracts sub-byte items | |
| class const_reference { | |
| /// Pointer to storage element | |
| Storage const *ptr_{nullptr}; | |
| /// Index into elements packed into Storage object | |
| int idx_{0}; | |
| public: | |
| const_reference() = default; | |
| /// Ctor | |
| CUTLASS_HOST_DEVICE | |
| const_reference(Storage const *ptr, int idx = 0): ptr_(ptr), idx_(idx) { } | |
| CUTLASS_HOST_DEVICE | |
| const T get() const { | |
| Storage item = (*ptr_ >> (idx_ * sizeof_bits<T>::value)) & kMask; | |
| return reinterpret_cast<T const &>(item); | |
| } | |
| /// Extract | |
| CUTLASS_HOST_DEVICE | |
| operator T() const { | |
| Storage item = Storage(Storage(*ptr_ >> Storage(idx_ * sizeof_bits<T>::value)) & kMask); | |
| return reinterpret_cast<T const &>(item); | |
| } | |
| /// Explicit cast to int | |
| CUTLASS_HOST_DEVICE | |
| explicit operator int() const { | |
| return int(get()); | |
| } | |
| /// Explicit cast to float | |
| CUTLASS_HOST_DEVICE | |
| explicit operator float() const { | |
| return float(get()); | |
| } | |
| }; | |
| // | |
| // Iterators | |
| // | |
| /// Bidirectional iterator over elements | |
| class iterator { | |
| /// Pointer to storage element | |
| Storage *ptr_{nullptr}; | |
| /// Index into elements packed into Storage object | |
| int idx_{0}; | |
| public: | |
| iterator() = default; | |
| CUTLASS_HOST_DEVICE | |
| iterator(Storage *ptr, int idx = 0): ptr_(ptr), idx_(idx) { } | |
| CUTLASS_HOST_DEVICE | |
| iterator &operator++() { | |
| ++idx_; | |
| if (idx_ == kElementsPerStoredItem) { | |
| ++ptr_; | |
| idx_ = 0; | |
| } | |
| return *this; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator &operator--() { | |
| if (!idx_) { | |
| --ptr_; | |
| idx_ = kElementsPerStoredItem - 1; | |
| } | |
| else { | |
| --idx_; | |
| } | |
| return *this; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator operator++(int) { | |
| iterator ret(*this); | |
| ++idx_; | |
| if (idx_ == kElementsPerStoredItem) { | |
| ++ptr_; | |
| idx_ = 0; | |
| } | |
| return ret; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator operator--(int) { | |
| iterator ret(*this); | |
| if (!idx_) { | |
| --ptr_; | |
| idx_ = kElementsPerStoredItem - 1; | |
| } | |
| else { | |
| --idx_; | |
| } | |
| return ret; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| reference operator*() const { | |
| return reference(ptr_, idx_); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| bool operator==(iterator const &other) const { | |
| return ptr_ == other.ptr_ && idx_ == other.idx_; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| bool operator!=(iterator const &other) const { | |
| return !(*this == other); | |
| } | |
| }; | |
| /// Bidirectional constant iterator over elements | |
| class const_iterator { | |
| /// Pointer to storage element | |
| Storage const *ptr_{nullptr}; | |
| /// Index into elements packed into Storage object | |
| int idx_{0}; | |
| public: | |
| const_iterator() = default; | |
| CUTLASS_HOST_DEVICE | |
| const_iterator(Storage const *ptr, int idx = 0): ptr_(ptr), idx_(idx) { } | |
| CUTLASS_HOST_DEVICE | |
| iterator &operator++() { | |
| ++idx_; | |
| if (idx_ == kElementsPerStoredItem) { | |
| ++ptr_; | |
| idx_ = 0; | |
| } | |
| return *this; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator &operator--() { | |
| if (!idx_) { | |
| --ptr_; | |
| idx_ = kElementsPerStoredItem - 1; | |
| } | |
| else { | |
| --idx_; | |
| } | |
| return *this; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator operator++(int) { | |
| iterator ret(*this); | |
| ++idx_; | |
| if (idx_ == kElementsPerStoredItem) { | |
| ++ptr_; | |
| idx_ = 0; | |
| } | |
| return ret; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator operator--(int) { | |
| iterator ret(*this); | |
| if (!idx_) { | |
| --ptr_; | |
| idx_ = kElementsPerStoredItem - 1; | |
| } | |
| else { | |
| --idx_; | |
| } | |
| return ret; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_reference operator*() const { | |
| return const_reference(ptr_, idx_); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| bool operator==(iterator const &other) const { | |
| return ptr_ == other.ptr_ && idx_ == other.idx_; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| bool operator!=(iterator const &other) const { | |
| return !(*this == other); | |
| } | |
| }; | |
| /// Bidirectional iterator over elements | |
| class reverse_iterator { | |
| /// Pointer to storage element | |
| Storage *ptr_{nullptr}; | |
| /// Index into elements packed into Storage object | |
| int idx_{0}; | |
| public: | |
| reverse_iterator() = default; | |
| CUTLASS_HOST_DEVICE | |
| reverse_iterator(Storage *ptr, int idx = 0): ptr_(ptr), idx_(idx) { } | |
| }; | |
| /// Bidirectional constant iterator over elements | |
| class const_reverse_iterator { | |
| /// Pointer to storage element | |
| Storage const *ptr_{nullptr}; | |
| /// Index into elements packed into Storage object | |
| int idx_{0}; | |
| public: | |
| const_reverse_iterator() = default; | |
| CUTLASS_HOST_DEVICE | |
| const_reverse_iterator(Storage const *ptr, int idx = 0): ptr_(ptr), idx_(idx) { } | |
| }; | |
| /// Efficient clear method | |
| CUTLASS_HOST_DEVICE | |
| void clear() { | |
| CUTLASS_PRAGMA_UNROLL | |
| for (int i = 0; i < int(kStorageElements); ++i) { | |
| storage[i] = Storage(0); | |
| } | |
| } | |
| CUTLASS_HOST_DEVICE | |
| reference at(size_type pos) { | |
| return reference(storage + pos / kElementsPerStoredItem, pos % kElementsPerStoredItem); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_reference at(size_type pos) const { | |
| return const_reference(storage + pos / kElementsPerStoredItem, pos % kElementsPerStoredItem); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| reference operator[](size_type pos) { | |
| return at(pos); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_reference operator[](size_type pos) const { | |
| return at(pos); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| reference front() { | |
| return at(0); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_reference front() const { | |
| return at(0); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| reference back() { | |
| return reference(storage + kStorageElements - 1, kElementsPerStoredItem - 1); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_reference back() const { | |
| return const_reference(storage + kStorageElements - 1, kElementsPerStoredItem - 1); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| pointer data() { | |
| return reinterpret_cast<pointer>(storage); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_pointer data() const { | |
| return reinterpret_cast<const_pointer>(storage); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| Storage * raw_data() { | |
| return storage; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| Storage const * raw_data() const { | |
| return storage; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| constexpr bool empty() const { | |
| return !kElements; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| constexpr size_type size() const { | |
| return kElements; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| constexpr size_type max_size() const { | |
| return kElements; | |
| } | |
| CUTLASS_HOST_DEVICE | |
| void fill(T const &value) { | |
| CUTLASS_PRAGMA_UNROLL | |
| for (int i = 0; i < kElementsPerStoredItem; ++i) { | |
| reference ref(storage, i); | |
| ref = value; | |
| } | |
| CUTLASS_PRAGMA_UNROLL | |
| for (int i = 1; i < kStorageElements; ++i) { | |
| storage[i] = storage[0]; | |
| } | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator begin() { | |
| return iterator(storage); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_iterator cbegin() const { | |
| return const_iterator(storage); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| iterator end() { | |
| return iterator(storage + kStorageElements); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_iterator cend() const { | |
| return const_iterator(storage + kStorageElements); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| reverse_iterator rbegin() { | |
| return reverse_iterator(storage + kStorageElements); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_reverse_iterator crbegin() const { | |
| return const_reverse_iterator(storage + kStorageElements); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| reverse_iterator rend() { | |
| return reverse_iterator(storage); | |
| } | |
| CUTLASS_HOST_DEVICE | |
| const_reverse_iterator crend() const { | |
| return const_reverse_iterator(storage); | |
| } | |
| private: | |
| /// Internal storage | |
| Storage storage[kStorageElements]; | |
| }; | |
| //////////////////////////////////////////////////////////////////////////////////////////////////// | |
| //////////////////////////////////////////////////////////////////////////////////////////////////// | |
| } // namespace cutlass | |
| //////////////////////////////////////////////////////////////////////////////////////////////////// | |