ddim.h

// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#pragma once
#include <initializer_list>
#include <numeric>
#include <stdexcept>
#include <string>
#include <vector>

#include "paddle/phi/core/enforce.h"
#include "paddle/phi/core/utils/dim.h"

namespace phi {

#define PADDLE_VISIT_DDIM_BASE(rank, callback) \
  case (rank): {                               \
    constexpr auto kRank = (rank);             \
    return (callback);                         \
  }

#define PADDLE_VISIT_DDIM(rank, callback)                                  \
  switch (rank) {                                                          \
    PADDLE_VISIT_DDIM_BASE(0, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(1, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(2, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(3, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(4, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(5, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(6, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(7, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(8, callback);                                   \
    PADDLE_VISIT_DDIM_BASE(9, callback);                                   \
    default:                                                               \
      PADDLE_THROW(phi::errors::Unimplemented(                             \
          "Invalid dimension to be accessed. Now only supports access to " \
          "dimension 0 to 9, but received dimension is %d.",               \
          rank));                                                          \
  }

template <typename T1, typename T2>
inline void dynamic_dim_assign(const T1* in, T2* out, int n) {
  PADDLE_VISIT_DDIM(n, (static_dim_assign<kRank, T1, T2>(in, out)));
}

/**
 * \brief A dynamically sized dimension.
 *
 * The number of dimensions must be between [1, 9].
 */
class DDim {
 public:
  constexpr static int kMaxRank = 9;

  DDim() : rank_(1) { dim_[0] = 0; }

  DDim(const DDim& ddim) : dim_() { CopyFrom(ddim); }

  DDim(const int* d, int n) : rank_(n) {
    dynamic_dim_assign(d, dim_.GetMutable(), n);
  }

  DDim(const int64_t* d, int n) : rank_(n) {
    dynamic_dim_assign(d, dim_.GetMutable(), n);
  }

  template <int D>
  /*implicit*/ DDim(const Dim<D>& in) : rank_(D) {  // NOLINT
    UnsafeCast<D>() = in;
  }

  /*implicit*/ DDim(std::initializer_list<int64_t> init_list)
      : DDim(init_list.begin(), init_list.size()) {}

  inline DDim& operator=(const DDim& ddim) { return CopyFrom(ddim); }

  template <int D>
  inline DDim& operator=(const Dim<D>& dim) {
    rank_ = D;
    UnsafeCast<D>() = dim;
    return *this;
  }

  inline int64_t& operator[](int idx) { return dim_[idx]; }

  inline int64_t operator[](int idx) const { return dim_[idx]; }

  int64_t& at(int idx) {
    PADDLE_ENFORCE_GE(idx,
                      0,
                      phi::errors::InvalidArgument(
                          "Invalid DDim index to be accessed. The valid index "
                          "is between 0 and %d, but received index is %d.",
                          rank_,
                          idx));
    PADDLE_ENFORCE_LT(idx,
                      rank_,
                      phi::errors::InvalidArgument(
                          "Invalid DDim index to be accessed. The valid index "
                          "is between 0 and %d, but received index is %d.",
                          rank_,
                          idx));
    return dim_[idx];
  }

  int64_t at(int idx) const {
    PADDLE_ENFORCE_GE(idx,
                      0,
                      phi::errors::InvalidArgument(
                          "Invalid DDim index to be accessed. The valid index "
                          "is between 0 and %d, but received index is %d.",
                          rank_,
                          idx));
    PADDLE_ENFORCE_LT(idx,
                      rank_,
                      phi::errors::InvalidArgument(
                          "Invalid DDim index to be accessed. The valid index "
                          "is between 0 and %d, but received index is %d.",
                          rank_,
                          idx));
    return dim_[idx];
  }

  template <typename Visitor>
  typename std::result_of<Visitor(Dim<0>&)>::type apply_visitor(
      Visitor&& visitor) {
    PADDLE_VISIT_DDIM(rank_, visitor(UnsafeCast<kRank>()));
  }

  template <typename Visitor>
  typename std::result_of<Visitor(const Dim<0>&)>::type apply_visitor(
      Visitor&& visitor) const {
    PADDLE_VISIT_DDIM(rank_, visitor(UnsafeCast<kRank>()));
  }

  bool operator==(const DDim& d) const;

  bool operator!=(const DDim& d) const;

  inline const int64_t* Get() const { return dim_.Get(); }

  inline int64_t* GetMutable() { return dim_.GetMutable(); }

  inline int size() const { return rank_; }

  std::string to_str() const;

  DDim reshape(std::vector<int>& shape) const;

  DDim transpose(const std::vector<int>& axis) const;

 private:
  template <int D>
  inline Dim<D>& UnsafeCast() {
    static_assert(D >= 0 && D <= kMaxRank, "Invalid rank");
    auto* p = static_cast<void*>(&dim_);
    return *reinterpret_cast<Dim<D>*>(p);
  }

  template <int D>
  inline const Dim<D>& UnsafeCast() const {
    static_assert(D >= 0 && D <= kMaxRank, "Invalid rank");
    auto* p = static_cast<const void*>(&dim_);
    return *reinterpret_cast<const Dim<D>*>(p);
  }

  inline DDim& CopyFrom(const DDim& ddim) {
    PADDLE_VISIT_DDIM(ddim.rank_, (*this = ddim.UnsafeCast<kRank>()));
  }

  friend DDim stride(const DDim& ddim);
  friend DDim stride_numel(const DDim& ddim);

 private:
  Dim<kMaxRank> dim_;
  int rank_;
};

#undef PADDLE_VISIT_DDIM_BASE
#undef PADDLE_VISIT_DDIM

/**
 * \brief Make a DDim from std::vector<int64_t>
 *
 * \param dims An vector of ints. Must be sized between [1, 9]
 */
DDim make_ddim(const std::vector<int64_t>& dims);

DDim make_ddim(const std::vector<int>& dims);

/**
 * \brief Make a DDim from an initializer list
 *
 * \param dims An initializer list of ints. Must be sized between [1, 9]
 *
 */
DDim make_ddim(std::initializer_list<int64_t> dims);

template <typename T = int64_t>
std::vector<T> vectorize(const DDim& ddim) {
  std::vector<T> result(DDim::kMaxRank);
  dynamic_dim_assign(ddim.Get(), result.data(), ddim.size());
  result.resize(ddim.size());
  return result;
}

int64_t product(const DDim& ddim);

bool contain_unknown_dim(const DDim& ddim);

/**
 * \brief Slice a ddim
 *
 * Slice dim with [begin, end).
 * e.g.  DDim d = make_ddim({1,2,3,4,5});
 *       slice_ddim(d, 1, 3); ====> {2,3}
 */
DDim slice_ddim(const DDim& dim, int begin, int end);

/**
 * \brief What is the length of this dimension?
 *
 * \param Dynamic dimension to inspect
 */

int arity(const DDim& ddim);

std::ostream& operator<<(std::ostream&, const DDim&);

/**
* \brief Flatten dim to 3d
* e.g., DDim d = mak_ddim({1, 2, 3, 4, 5, 6})
*       flatten_to_3d(d, 2, 4); ===> {1*2, 3*4, 5*6} ===> {2, 12, 30}
*/
DDim flatten_to_3d(const DDim& src, int num_row_dims, int num_col_dims);

// Reshape a tensor to a matrix. The matrix's first dimension(column length)
// will be the product of tensor's first `num_col_dims` dimensions.
DDim flatten_to_2d(const DDim& src, int num_col_dims);

DDim flatten_to_1d(const DDim& src);

DDim stride(const DDim& ddim);

DDim stride_numel(const DDim& ddim);
}  // namespace phi

namespace paddle {
namespace framework {

using DDim = phi::DDim;

}  // namespace framework
}  // namespace paddle