260 lines
7.6 KiB
C++
260 lines
7.6 KiB
C++
// Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#pragma once
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#include <initializer_list>
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#include <numeric>
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#include <stdexcept>
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#include <string>
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#include <type_traits>
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#include <utility>
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#include <vector>
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#include "paddle/common/dim.h"
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#include "paddle/common/enforce.h"
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#include "paddle/common/exception.h"
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#include "paddle/utils/test_macros.h"
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namespace common {
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#define PADDLE_VISIT_DDIM_BASE(rank, callback) \
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case (rank): { \
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constexpr auto kRank = (rank); \
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return (callback); \
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}
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#define PADDLE_VISIT_DDIM(rank, callback) \
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switch (rank) { \
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PADDLE_VISIT_DDIM_BASE(0, callback); \
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PADDLE_VISIT_DDIM_BASE(1, callback); \
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PADDLE_VISIT_DDIM_BASE(2, callback); \
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PADDLE_VISIT_DDIM_BASE(3, callback); \
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PADDLE_VISIT_DDIM_BASE(4, callback); \
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PADDLE_VISIT_DDIM_BASE(5, callback); \
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PADDLE_VISIT_DDIM_BASE(6, callback); \
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PADDLE_VISIT_DDIM_BASE(7, callback); \
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PADDLE_VISIT_DDIM_BASE(8, callback); \
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PADDLE_VISIT_DDIM_BASE(9, callback); \
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default: \
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PD_THROW( \
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"Unimplemented error. Invalid dimension to be accessed. Now only " \
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"supports access to " \
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"dimension 0 to 9, but received dimension is ", \
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rank, \
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"."); \
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}
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template <typename T1, typename T2>
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inline void dynamic_dim_assign(const T1* in, T2* out, int n) {
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if (n == -1) {
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return;
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}
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PADDLE_VISIT_DDIM(n, (static_dim_assign<kRank, T1, T2>(in, out)));
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}
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/**
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* \brief A dynamically sized dimension.
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*
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* The number of dimensions must be between [1, 9].
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*/
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class TEST_API DDim {
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public:
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constexpr static int kMaxRank = 9;
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DDim();
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DDim(const DDim& ddim);
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DDim(const int* d, int n);
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DDim(const int64_t* d, int n);
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/*implicit*/ DDim(std::initializer_list<int64_t> init_list);
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template <int D>
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/*implicit*/ DDim(const Dim<D>& in) : rank_(D) { // NOLINT
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UnsafeCast<D>() = in;
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}
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inline DDim& operator=(const DDim& ddim) { return CopyFrom(ddim); }
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template <int D>
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inline DDim& operator=(const Dim<D>& dim) {
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rank_ = D;
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UnsafeCast<D>() = dim;
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return *this;
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}
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inline int64_t& operator[](int idx) { return dim_[idx]; }
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inline int64_t operator[](int idx) const { return dim_[idx]; }
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int64_t& at(int idx);
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int64_t at(int idx) const;
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template <typename Visitor>
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auto apply_visitor(Visitor&& visitor)
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-> decltype(visitor(std::declval<Dim<0>&>())) {
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PADDLE_VISIT_DDIM(rank_, visitor(UnsafeCast<kRank>()));
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}
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template <typename Visitor>
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auto apply_visitor(Visitor&& visitor) const
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-> decltype(visitor(std::declval<const Dim<0>&>())) {
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PADDLE_VISIT_DDIM(rank_, visitor(UnsafeCast<kRank>()));
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}
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bool operator==(const DDim& d) const;
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bool operator!=(const DDim& d) const;
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inline const int64_t* Get() const { return dim_.Get(); }
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inline int64_t* GetMutable() { return dim_.GetMutable(); }
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inline int size() const { return rank_; }
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std::string to_str() const;
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DDim reshape(std::vector<int>& shape) const; // NOLINT
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DDim reshape(std::vector<int64_t>& shape) const; // NOLINT
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DDim transpose(const std::vector<int>& axis) const;
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private:
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template <int D>
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inline Dim<D>& UnsafeCast() {
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static_assert(D >= 0 && D <= kMaxRank, "Invalid rank");
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auto* p = static_cast<void*>(&dim_);
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return *reinterpret_cast<Dim<D>*>(p);
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}
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template <int D>
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inline const Dim<D>& UnsafeCast() const {
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static_assert(D >= 0 && D <= kMaxRank, "Invalid rank");
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auto* p = static_cast<const void*>(&dim_);
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return *reinterpret_cast<const Dim<D>*>(p);
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}
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inline DDim& CopyFrom(const DDim& ddim) {
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if (ddim.rank_ == -1) {
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rank_ = -1;
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return *this;
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}
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PADDLE_VISIT_DDIM(ddim.rank_, (*this = ddim.UnsafeCast<kRank>()));
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}
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friend TEST_API DDim stride(const DDim& ddim);
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friend TEST_API DDim stride_numel(const DDim& ddim);
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private:
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Dim<kMaxRank> dim_;
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int rank_;
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};
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#undef PADDLE_VISIT_DDIM_BASE
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#undef PADDLE_VISIT_DDIM
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/**
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* \brief Make a DDim from std::vector<int64_t>
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*
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* \param dims An vector of ints. Must be sized between [1, 9]
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*/
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TEST_API DDim make_ddim(const std::vector<int64_t>& dims);
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TEST_API DDim make_ddim(const std::vector<int>& dims);
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/**
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* \brief Make a DDim from an initializer list
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*
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* \param dims An initializer list of ints. Must be sized between [1, 9]
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*
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*/
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TEST_API DDim make_ddim(std::initializer_list<int64_t> dims);
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template <typename T = int64_t>
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std::vector<T> vectorize(const DDim& ddim) {
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if (ddim.size() == -1) {
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return std::vector<T>({0});
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}
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std::vector<T> result(DDim::kMaxRank);
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dynamic_dim_assign(ddim.Get(), result.data(), ddim.size());
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result.resize(ddim.size());
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return result;
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}
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TEST_API int64_t product(const DDim& ddim);
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TEST_API bool contain_unknown_dim(const DDim& ddim);
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/**
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* \brief Slice a ddim
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*
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* Slice dim with [begin, end).
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* e.g. DDim d = make_ddim({1,2,3,4,5});
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* slice_ddim(d, 1, 3); ====> {2,3}
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*/
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TEST_API DDim slice_ddim(const DDim& dim, int begin, int end);
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/**
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* \brief What is the length of this dimension?
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*
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* \param Dynamic dimension to inspect
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*/
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TEST_API int arity(const DDim& ddim);
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TEST_API std::ostream& operator<<(std::ostream&, const DDim&);
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/**
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* \brief Flatten dim to 3d
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* e.g., DDim d = make_ddim({1, 2, 3, 4, 5, 6})
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* flatten_to_3d(d, 2, 4); ===> {1*2, 3*4, 5*6} ===> {2, 12, 30}
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*/
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TEST_API DDim flatten_to_3d(const DDim& src,
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int num_row_dims,
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int num_col_dims);
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// Reshape a tensor to a matrix. The matrix's first dimension(column length)
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// will be the product of tensor's first `num_col_dims` dimensions.
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TEST_API DDim flatten_to_2d(const DDim& src, int num_col_dims);
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TEST_API DDim flatten_to_1d(const DDim& src);
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TEST_API DDim stride(const DDim& ddim);
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TEST_API DDim stride_numel(const DDim& ddim);
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TEST_API bool AreDimsWithDynamicShapeCompatible(const DDim& dim1,
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const DDim& dim2);
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TEST_API DDim ComputeCompatibleDim(const DDim& dim1, const DDim& dim2);
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} // namespace common
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namespace pir {
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using DDim = common::DDim;
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using LegacyLoD = std::vector<std::vector<size_t>>;
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using LoD = LegacyLoD;
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} // namespace pir
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namespace std {
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template <>
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struct TEST_API hash<common::DDim> {
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std::size_t operator()(common::DDim const& ddim) const;
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};
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} // namespace std
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